{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction: Graphing NYC Bike Paths\n", "\n", "The objective of this notebook is to produce an animated graph showing the growth of NYC bike paths over time. We'll start with open data from NYC and convert it into a format that we can plot with Plotly." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "\n", "gdf = gpd.read_file('20180906_current_bike_network/20180906_current_bike_network.shp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our data is in a geodataframe which is like a pandas dataframe but includes specific geographic capabilities. The geographic information is stored in `geometry`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OBJECTIDsegmentmilSegmentIDLaneMilesBikeIDShape_LengOBJECTID_1streetborofacilityclfromstreettostreetlasteditbyonoffstallclassesinstdatemoddatecommentsbikedirlanecountft_facilittf_facilitgeometry
010.049849335470.04984965.0263.204281649 AV1.0IW 16 STW 31 STDCPONI2008-09-252008-09-25NoneL1.0NoneProtected PathLINESTRING (984139.5802614242 211708.657997250...
120.051508226300.051508916.0271.9628079083 AV3.0IIDEAN ST15 STDCPONII1980-07-011980-07-01NoneR1.0StandardNoneLINESTRING (987723.1852989197 185455.075990095...
230.0699312991230.069931972.0369.238067964ADAMS ST3.0IIITILLARY STSANDS STBDHONIII2006-06-012017-07-01downgrade to sharedL1.0NoneSharrowsLINESTRING (987438.3128371686 193342.969663083...
340.192899341700.192899558.01018.506071550W 39 ST1.0III5 AV8 AVDCPONIII2012-09-122012-09-12NoneR1.0SharrowsNoneLINESTRING (989161.0269114226 213097.043999999...
450.051184430430.0511841476.0270.2502371468THROOP AV3.0IIFLUSHING AVFULTON STDCPONII2003-06-012003-06-01NoneL1.0NoneStandardLINESTRING (1000475.800541669 189124.356709256...
\n", "
" ], "text/plain": [ " OBJECTID segmentmil SegmentID LaneMiles BikeID Shape_Leng OBJECTID_1 \\\n", "0 1 0.049849 33547 0.049849 65.0 263.204281 64 \n", "1 2 0.051508 22630 0.051508 916.0 271.962807 908 \n", "2 3 0.069931 299123 0.069931 972.0 369.238067 964 \n", "3 4 0.192899 34170 0.192899 558.0 1018.506071 550 \n", "4 5 0.051184 43043 0.051184 1476.0 270.250237 1468 \n", "\n", " street boro facilitycl fromstreet tostreet lasteditby onoffst \\\n", "0 9 AV 1.0 I W 16 ST W 31 ST DCP ON \n", "1 3 AV 3.0 II DEAN ST 15 ST DCP ON \n", "2 ADAMS ST 3.0 III TILLARY ST SANDS ST BDH ON \n", "3 W 39 ST 1.0 III 5 AV 8 AV DCP ON \n", "4 THROOP AV 3.0 II FLUSHING AV FULTON ST DCP ON \n", "\n", " allclasses instdate moddate comments bikedir lanecount \\\n", "0 I 2008-09-25 2008-09-25 None L 1.0 \n", "1 II 1980-07-01 1980-07-01 None R 1.0 \n", "2 III 2006-06-01 2017-07-01 downgrade to shared L 1.0 \n", "3 III 2012-09-12 2012-09-12 None R 1.0 \n", "4 II 2003-06-01 2003-06-01 None L 1.0 \n", "\n", " ft_facilit tf_facilit \\\n", "0 None Protected Path \n", "1 Standard None \n", "2 None Sharrows \n", "3 Sharrows None \n", "4 None Standard \n", "\n", " geometry \n", "0 LINESTRING (984139.5802614242 211708.657997250... \n", "1 LINESTRING (987723.1852989197 185455.075990095... \n", "2 LINESTRING (987438.3128371686 193342.969663083... \n", "3 LINESTRING (989161.0269114226 213097.043999999... \n", "4 LINESTRING (1000475.800541669 189124.356709256... " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll fill in the missing values in this column so we can color the map by the type of path." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "gdf['tf_facilit'] = gdf['tf_facilit'].fillna('unknown')\n", "gdf['ft_facilit'] = gdf['ft_facilit'].fillna('unknown')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Objective:\n", "* Routes over time.\n", "* When were the most routes made\n", "* Future projections for routes\n", "* Interactive plot of routes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# First Plot\n", "\n", "Geopandas makes it very easy to quickly make a geographic plot. Here is our first attempt." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "_ = plt.figure(figsize=(20, 20))\n", "ax = plt.gca()\n", "_ = gdf.plot(ax=ax)\n", "_ = ax.set_title('NYC Bike Segments', size=24)\n", "_ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can color by any of the variables, for example, the facility type." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "_ = plt.figure(figsize=(20, 20))\n", "ax = plt.gca()\n", "_ = gdf.plot(column='tf_facilit', ax=ax, legend=True)\n", "_ = ax.set_title('NYC Bike Routes by Facility Type', size=24)\n", "_ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding a Basemap\n", "\n", "The next step is to add a basemap. This is a basic map underlying our map showing geography, infrastructure, political boundaries, terrain, etc. The information we place on top is a layer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Change the Coordinate Reference System\n", "\n", "The coordinate reference system (crs) refers to the encoding of the geographic information (in `geometry`). There are two types of crs:\n", "\n", "* projected: used for projecting latitude and longitude coordinates onto a 2D surface\n", "* unprojected: latitude and longitude coordinates\n", "\n", "The geodataframe is currently in a projected crs. To use `contextily`, we need to use the epsg: 3857 crs which is also projected. To get the latitude and longitude, we can convert to epsg:4327." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:3857', 'no_defs': True}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Make sure we are using the correct coordinate reference system\n", "gdf = gdf.to_crs(epsg=3857)\n", "gdf.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the difference in coordinate systems by looking at the coordinates." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(-8237686.68052387, 4975208.3720366275),\n", " (-8237635.302419021, 4975301.15346907)]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(gdf['geometry'].iloc[0].coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are x-y coordinates. We can now convert to latitude and longitude and view the coordinates." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4327', 'no_defs': True}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unprojected_gdf = gdf.to_crs(epsg=4327)\n", "unprojected_gdf.crs" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(-74.00039850902397, 40.74776789154447),\n", " (-73.99993697165543, 40.74839931726863)]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(unprojected_gdf['geometry'].iloc[0].coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now our coordinates are in (longitude, latitude) pairs corresponding to a Mercator Project. We'll use these coordinates later for working with plotly. \n", "\n", "Now, we can get back to adding a basemap with contextily." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import contextily as ctx\n", "\n", "def plot_with_basemap(\n", " gdf, column, zoom, url=ctx.sources.ST_TONER_HYBRID\n", "):\n", " \"\"\"\n", " Plot a geodataframe with a basemap. The geodata frame must be in epsg:3857 crs.\n", " \"\"\"\n", " gdf = gdf.copy()\n", " \n", " \n", " # Create the figure\n", " _ = plt.figure(figsize=(20, 20))\n", " ax = plt.gca()\n", " _ = gdf.plot(column=column, ax=ax, legend=True)\n", " _ = ax.set_title(\"NYC Bike Routes\", size=24)\n", " \n", " # Get the bounds of the axes\n", " xmin, xmax, ymin, ymax = ax.axis()\n", " \n", " # Retrieve the image from the url\n", " basemap, extent = ctx.bounds2img(xmin, ymin, xmax, ymax, zoom=zoom, url=url)\n", " ax.imshow(basemap, extent=extent, interpolation=\"bilinear\")\n", " _ = ax.axis(\"off\")\n", " plt.show()\n", " \n", "plot_with_basemap(gdf, column='tf_facilit', zoom=9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Basemap\n", "\n", "To get an idea of the different basemaps, we can make our function interactive. This will let us rapidly cycle through different basemaps." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94ed857c33f74ead889987c69cd69400", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, description='zoom', max=30, min=-10), Dropdown(description='style', …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ipywidgets import interact_manual\n", "\n", "@interact_manual\n", "def plot_with_basemap(\n", " zoom=10,\n", " style=[\n", " \"ST_TERRAIN\",\n", " \"ST_TERRAIN_BACKGROUND\",\n", " \"ST_TERRAIN_LABELS\",\n", " \"ST_TERRAIN_LINES\",\n", " \"ST_TONER\",\n", " \"ST_TONER_BACKGROUND\",\n", " \"ST_TONER_HYBRID\",\n", " \"ST_TONER_LINES\",\n", " \"ST_TONER_LITE\",\n", " \"ST_WATERCOLOR\",\n", " ],\n", "):\n", " # Create the figure\n", " _ = plt.figure(figsize=(20, 20))\n", " ax = plt.gca()\n", " _ = gdf.plot(column=\"tf_facilit\", ax=ax, legend=True)\n", " _ = ax.set_title(\"NYC Bike Routes\", size=24)\n", "\n", " # Get the bounds of the axes\n", " xmin, xmax, ymin, ymax = ax.axis()\n", "\n", " # Retrieve the image from the url\n", " basemap, extent = ctx.bounds2img(\n", " xmin, ymin, xmax, ymax, zoom=zoom, url=getattr(ctx.sources, style)\n", " )\n", " ax.imshow(basemap, extent=extent, interpolation=\"bilinear\")\n", " _ = ax.axis(\"off\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Make Routes\n", "\n", "The data currently contains `segments` for each bike route. I'm not entirely sure what a segment is supposed to represent, but it makes more sense to me if we group together routes based on `fromstreet` and `tostreet`. We also want to keep track of the direction, given in `bikedir`. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "E 161 ST to VAN CORTLANDT AVE E R 142\n", "E 161 ST to VAN CORTLANDT AVE E L 142\n", "BATTERY PARK GREENWAY to W 59 ST 2 86\n", "EMMONS AV to DIVISION AV 2 85\n", "BEACH 126 St to BEACH 39 ST 2 81\n", "SEA BREEZE AV to CHURCH AV 2 64\n", "E 25 ST to JOHN ST 2 63\n", "MALCOLM X BLVD to HUDSON AV L 63\n", "E 96 ST to E 124 ST R 59\n", "E 125 ST to E 60 ST 2 57\n", " ... \n", "BEDFORD AV to FOSTER AV R 1\n", "HARRISON AV to TOMPKINS AV L 1\n", "HUNTINGTON ST to W 9 ST L 1\n", "PITKIN AV to E NEW YORK AV R 1\n", "3 AV to FT GREENE PL R 1\n", "W 160 ST to BROADWAY 2 1\n", "WHIPPLE ST to MANHATTAN AV L 1\n", "LIBERTY ST to MAIDEN LN R 1\n", "AVE V to AVE U 2 1\n", "PLIMPTON AVE to OGDEN AVE 2 1\n", "Name: route, Length: 2047, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf['route'] = gdf['fromstreet'] + ' to ' + gdf['tostreet'] + ' ' + gdf['bikedir']\n", "gdf['route'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the longest routes." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "route\n", "SEA BREEZE AV to CHURCH AV 2 9.713069\n", "BATTERY PARK GREENWAY to W 59 ST 2 9.999883\n", "BAY PKWY to SHORE RD 2 10.868406\n", "BRIGHAM ST to KINGS-QN CNTY BNDY 2 11.727482\n", "EMMONS AV to DIVISION AV 2 13.018540\n", "Name: LaneMiles, dtype: float64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.groupby('route')['LaneMiles'].sum().sort_values().tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combine Segments into Routes\n", "\n", "To combine the segments into routes, we simply need to join together the individual line segments. The info is the same, it will just be represented as routes instead of segments." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Miles')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "plt.rcParams['font.size'] = 20\n", "ax = df.set_index('instdate')['cumulative_miles'].plot(title='Cumulative Growth in NYC Bike Line Mileage', figsize=(10, 10))\n", "ax.set_ylabel('Miles')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Invalid property specified for object of type plotly.graph_objs.Scatter: 'hovertemplate'\n\n Valid properties:\n cliponaxis\n Determines whether or not markers and text nodes are\n clipped about the subplot axes. To show markers and\n text nodes above axis lines and tick labels, make sure\n to set `xaxis.layer` and `yaxis.layer` to *below\n traces*.\n connectgaps\n Determines whether or not gaps (i.e. {nan} or missing\n values) in the provided data arrays are connected.\n customdata\n Assigns extra data each datum. This may be useful when\n listening to hover, click and selection events. Note\n that, \"scatter\" traces also appends customdata items in\n the markers DOM elements\n customdatasrc\n Sets the source reference on plot.ly for customdata .\n dx\n Sets the x coordinate step. See `x0` for more info.\n dy\n Sets the y coordinate step. See `y0` for more info.\n error_x\n plotly.graph_objs.scatter.ErrorX instance or dict with\n compatible properties\n error_y\n plotly.graph_objs.scatter.ErrorY instance or dict with\n compatible properties\n fill\n Sets the area to fill with a solid color. Defaults to\n \"none\" unless this trace is stacked, then it gets\n \"tonexty\" (\"tonextx\") if `orientation` is \"v\" (\"h\") Use\n with `fillcolor` if not \"none\". \"tozerox\" and \"tozeroy\"\n fill to x=0 and y=0 respectively. \"tonextx\" and\n \"tonexty\" fill between the endpoints of this trace and\n the endpoints of the trace before it, connecting those\n endpoints with straight lines (to make a stacked area\n graph); if there is no trace before it, they behave\n like \"tozerox\" and \"tozeroy\". \"toself\" connects the\n endpoints of the trace (or each segment of the trace if\n it has gaps) into a closed shape. \"tonext\" fills the\n space between two traces if one completely encloses the\n other (eg consecutive contour lines), and behaves like\n \"toself\" if there is no trace before it. \"tonext\"\n should not be used if one trace does not enclose the\n other. Traces in a `stackgroup` will only fill to (or\n be filled to) other traces in the same group. With\n multiple `stackgroup`s or some traces stacked and some\n not, if fill-linked traces are not already consecutive,\n the later ones will be pushed down in the drawing\n order.\n fillcolor\n Sets the fill color. Defaults to a half-transparent\n variant of the line color, marker color, or marker line\n color, whichever is available.\n groupnorm\n Only relevant when `stackgroup` is used, and only the\n first `groupnorm` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Sets the normalization for the sum of\n this `stackgroup`. With \"fraction\", the value of each\n trace at each location is divided by the sum of all\n trace values at that location. \"percent\" is the same\n but multiplied by 100 to show percentages. If there are\n multiple subplots, or multiple `stackgroup`s on one\n subplot, each will be normalized within its own set.\n hoverinfo\n Determines which trace information appear on hover. If\n `none` or `skip` are set, no information is displayed\n upon hovering. But, if `none` is set, click and hover\n events are still fired.\n hoverinfosrc\n Sets the source reference on plot.ly for hoverinfo .\n hoverlabel\n plotly.graph_objs.scatter.Hoverlabel instance or dict\n with compatible properties\n hoveron\n Do the hover effects highlight individual points\n (markers or line points) or do they highlight filled\n regions? If the fill is \"toself\" or \"tonext\" and there\n are no markers or text, then the default is \"fills\",\n otherwise it is \"points\".\n hovertext\n Sets hover text elements associated with each (x,y)\n pair. If a single string, the same string appears over\n all the data points. If an array of string, the items\n are mapped in order to the this trace's (x,y)\n coordinates. To be seen, trace `hoverinfo` must contain\n a \"text\" flag.\n hovertextsrc\n Sets the source reference on plot.ly for hovertext .\n ids\n Assigns id labels to each datum. These ids for object\n constancy of data points during animation. Should be an\n array of strings, not numbers or any other type.\n idssrc\n Sets the source reference on plot.ly for ids .\n legendgroup\n Sets the legend group for this trace. Traces part of\n the same legend group hide/show at the same time when\n toggling legend items.\n line\n plotly.graph_objs.scatter.Line instance or dict with\n compatible properties\n marker\n plotly.graph_objs.scatter.Marker instance or dict with\n compatible properties\n mode\n Determines the drawing mode for this scatter trace. If\n the provided `mode` includes \"text\" then the `text`\n elements appear at the coordinates. Otherwise, the\n `text` elements appear on hover. If there are less than\n 20 points and the trace is not stacked then the default\n is \"lines+markers\". Otherwise, \"lines\".\n name\n Sets the trace name. The trace name appear as the\n legend item and on hover.\n opacity\n Sets the opacity of the trace.\n orientation\n Only relevant when `stackgroup` is used, and only the\n first `orientation` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Sets the stacking direction. With \"v\"\n (\"h\"), the y (x) values of subsequent traces are added.\n Also affects the default value of `fill`.\n r\n r coordinates in scatter traces are deprecated!Please\n switch to the \"scatterpolar\" trace type.Sets the radial\n coordinatesfor legacy polar chart only.\n rsrc\n Sets the source reference on plot.ly for r .\n selected\n plotly.graph_objs.scatter.Selected instance or dict\n with compatible properties\n selectedpoints\n Array containing integer indices of selected points.\n Has an effect only for traces that support selections.\n Note that an empty array means an empty selection where\n the `unselected` are turned on for all points, whereas,\n any other non-array values means no selection all where\n the `selected` and `unselected` styles have no effect.\n showlegend\n Determines whether or not an item corresponding to this\n trace is shown in the legend.\n stackgaps\n Only relevant when `stackgroup` is used, and only the\n first `stackgaps` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Determines how we handle locations at\n which other traces in this group have data but this one\n does not. With *infer zero* we insert a zero at these\n locations. With \"interpolate\" we linearly interpolate\n between existing values, and extrapolate a constant\n beyond the existing values.\n stackgroup\n Set several scatter traces (on the same subplot) to the\n same stackgroup in order to add their y values (or\n their x values if `orientation` is \"h\"). If blank or\n omitted this trace will not be stacked. Stacking also\n turns `fill` on by default, using \"tonexty\" (\"tonextx\")\n if `orientation` is \"h\" (\"v\") and sets the default\n `mode` to \"lines\" irrespective of point count. You can\n only stack on a numeric (linear or log) axis. Traces in\n a `stackgroup` will only fill to (or be filled to)\n other traces in the same group. With multiple\n `stackgroup`s or some traces stacked and some not, if\n fill-linked traces are not already consecutive, the\n later ones will be pushed down in the drawing order.\n stream\n plotly.graph_objs.scatter.Stream instance or dict with\n compatible properties\n t\n t coordinates in scatter traces are deprecated!Please\n switch to the \"scatterpolar\" trace type.Sets the\n angular coordinatesfor legacy polar chart only.\n text\n Sets text elements associated with each (x,y) pair. If\n a single string, the same string appears over all the\n data points. If an array of string, the items are\n mapped in order to the this trace's (x,y) coordinates.\n If trace `hoverinfo` contains a \"text\" flag and\n \"hovertext\" is not set, these elements will be seen in\n the hover labels.\n textfont\n Sets the text font.\n textposition\n Sets the positions of the `text` elements with respects\n to the (x,y) coordinates.\n textpositionsrc\n Sets the source reference on plot.ly for textposition\n .\n textsrc\n Sets the source reference on plot.ly for text .\n tsrc\n Sets the source reference on plot.ly for t .\n uid\n\n unselected\n plotly.graph_objs.scatter.Unselected instance or dict\n with compatible properties\n visible\n Determines whether or not this trace is visible. If\n \"legendonly\", the trace is not drawn, but can appear as\n a legend item (provided that the legend itself is\n visible).\n x\n Sets the x coordinates.\n x0\n Alternate to `x`. Builds a linear space of x\n coordinates. Use with `dx` where `x0` is the starting\n coordinate and `dx` the step.\n xaxis\n Sets a reference between this trace's x coordinates and\n a 2D cartesian x axis. If \"x\" (the default value), the\n x coordinates refer to `layout.xaxis`. If \"x2\", the x\n coordinates refer to `layout.xaxis2`, and so on.\n xcalendar\n Sets the calendar system to use with `x` date data.\n xsrc\n Sets the source reference on plot.ly for x .\n y\n Sets the y coordinates.\n y0\n Alternate to `y`. Builds a linear space of y\n coordinates. Use with `dy` where `y0` is the starting\n coordinate and `dy` the step.\n yaxis\n Sets a reference between this trace's y coordinates and\n a 2D cartesian y axis. If \"y\" (the default value), the\n y coordinates refer to `layout.yaxis`. If \"y2\", the y\n coordinates refer to `layout.yaxis2`, and so on.\n ycalendar\n Sets the calendar system to use with `y` date data.\n ysrc\n Sets the source reference on plot.ly for y .\n ", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mplotly_express\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'instdate'\u001b[0m\u001b[0;34m,\u001b[0m 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To show markers and\n text nodes above axis lines and tick labels, make sure\n to set `xaxis.layer` and `yaxis.layer` to *below\n traces*.\n connectgaps\n Determines whether or not gaps (i.e. {nan} or missing\n values) in the provided data arrays are connected.\n customdata\n Assigns extra data each datum. This may be useful when\n listening to hover, click and selection events. Note\n that, \"scatter\" traces also appends customdata items in\n the markers DOM elements\n customdatasrc\n Sets the source reference on plot.ly for customdata .\n dx\n Sets the x coordinate step. See `x0` for more info.\n dy\n Sets the y coordinate step. See `y0` for more info.\n error_x\n plotly.graph_objs.scatter.ErrorX instance or dict with\n compatible properties\n error_y\n plotly.graph_objs.scatter.ErrorY instance or dict with\n compatible properties\n fill\n Sets the area to fill with a solid color. Defaults to\n \"none\" unless this trace is stacked, then it gets\n \"tonexty\" (\"tonextx\") if `orientation` is \"v\" (\"h\") Use\n with `fillcolor` if not \"none\". \"tozerox\" and \"tozeroy\"\n fill to x=0 and y=0 respectively. \"tonextx\" and\n \"tonexty\" fill between the endpoints of this trace and\n the endpoints of the trace before it, connecting those\n endpoints with straight lines (to make a stacked area\n graph); if there is no trace before it, they behave\n like \"tozerox\" and \"tozeroy\". \"toself\" connects the\n endpoints of the trace (or each segment of the trace if\n it has gaps) into a closed shape. \"tonext\" fills the\n space between two traces if one completely encloses the\n other (eg consecutive contour lines), and behaves like\n \"toself\" if there is no trace before it. \"tonext\"\n should not be used if one trace does not enclose the\n other. Traces in a `stackgroup` will only fill to (or\n be filled to) other traces in the same group. With\n multiple `stackgroup`s or some traces stacked and some\n not, if fill-linked traces are not already consecutive,\n the later ones will be pushed down in the drawing\n order.\n fillcolor\n Sets the fill color. Defaults to a half-transparent\n variant of the line color, marker color, or marker line\n color, whichever is available.\n groupnorm\n Only relevant when `stackgroup` is used, and only the\n first `groupnorm` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Sets the normalization for the sum of\n this `stackgroup`. With \"fraction\", the value of each\n trace at each location is divided by the sum of all\n trace values at that location. \"percent\" is the same\n but multiplied by 100 to show percentages. If there are\n multiple subplots, or multiple `stackgroup`s on one\n subplot, each will be normalized within its own set.\n hoverinfo\n Determines which trace information appear on hover. If\n `none` or `skip` are set, no information is displayed\n upon hovering. But, if `none` is set, click and hover\n events are still fired.\n hoverinfosrc\n Sets the source reference on plot.ly for hoverinfo .\n hoverlabel\n plotly.graph_objs.scatter.Hoverlabel instance or dict\n with compatible properties\n hoveron\n Do the hover effects highlight individual points\n (markers or line points) or do they highlight filled\n regions? If the fill is \"toself\" or \"tonext\" and there\n are no markers or text, then the default is \"fills\",\n otherwise it is \"points\".\n hovertext\n Sets hover text elements associated with each (x,y)\n pair. If a single string, the same string appears over\n all the data points. If an array of string, the items\n are mapped in order to the this trace's (x,y)\n coordinates. To be seen, trace `hoverinfo` must contain\n a \"text\" flag.\n hovertextsrc\n Sets the source reference on plot.ly for hovertext .\n ids\n Assigns id labels to each datum. These ids for object\n constancy of data points during animation. Should be an\n array of strings, not numbers or any other type.\n idssrc\n Sets the source reference on plot.ly for ids .\n legendgroup\n Sets the legend group for this trace. Traces part of\n the same legend group hide/show at the same time when\n toggling legend items.\n line\n plotly.graph_objs.scatter.Line instance or dict with\n compatible properties\n marker\n plotly.graph_objs.scatter.Marker instance or dict with\n compatible properties\n mode\n Determines the drawing mode for this scatter trace. If\n the provided `mode` includes \"text\" then the `text`\n elements appear at the coordinates. Otherwise, the\n `text` elements appear on hover. If there are less than\n 20 points and the trace is not stacked then the default\n is \"lines+markers\". Otherwise, \"lines\".\n name\n Sets the trace name. The trace name appear as the\n legend item and on hover.\n opacity\n Sets the opacity of the trace.\n orientation\n Only relevant when `stackgroup` is used, and only the\n first `orientation` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Sets the stacking direction. With \"v\"\n (\"h\"), the y (x) values of subsequent traces are added.\n Also affects the default value of `fill`.\n r\n r coordinates in scatter traces are deprecated!Please\n switch to the \"scatterpolar\" trace type.Sets the radial\n coordinatesfor legacy polar chart only.\n rsrc\n Sets the source reference on plot.ly for r .\n selected\n plotly.graph_objs.scatter.Selected instance or dict\n with compatible properties\n selectedpoints\n Array containing integer indices of selected points.\n Has an effect only for traces that support selections.\n Note that an empty array means an empty selection where\n the `unselected` are turned on for all points, whereas,\n any other non-array values means no selection all where\n the `selected` and `unselected` styles have no effect.\n showlegend\n Determines whether or not an item corresponding to this\n trace is shown in the legend.\n stackgaps\n Only relevant when `stackgroup` is used, and only the\n first `stackgaps` found in the `stackgroup` will be\n used - including if `visible` is \"legendonly\" but not\n if it is `false`. Determines how we handle locations at\n which other traces in this group have data but this one\n does not. With *infer zero* we insert a zero at these\n locations. With \"interpolate\" we linearly interpolate\n between existing values, and extrapolate a constant\n beyond the existing values.\n stackgroup\n Set several scatter traces (on the same subplot) to the\n same stackgroup in order to add their y values (or\n their x values if `orientation` is \"h\"). If blank or\n omitted this trace will not be stacked. Stacking also\n turns `fill` on by default, using \"tonexty\" (\"tonextx\")\n if `orientation` is \"h\" (\"v\") and sets the default\n `mode` to \"lines\" irrespective of point count. You can\n only stack on a numeric (linear or log) axis. Traces in\n a `stackgroup` will only fill to (or be filled to)\n other traces in the same group. With multiple\n `stackgroup`s or some traces stacked and some not, if\n fill-linked traces are not already consecutive, the\n later ones will be pushed down in the drawing order.\n stream\n plotly.graph_objs.scatter.Stream instance or dict with\n compatible properties\n t\n t coordinates in scatter traces are deprecated!Please\n switch to the \"scatterpolar\" trace type.Sets the\n angular coordinatesfor legacy polar chart only.\n text\n Sets text elements associated with each (x,y) pair. If\n a single string, the same string appears over all the\n data points. If an array of string, the items are\n mapped in order to the this trace's (x,y) coordinates.\n If trace `hoverinfo` contains a \"text\" flag and\n \"hovertext\" is not set, these elements will be seen in\n the hover labels.\n textfont\n Sets the text font.\n textposition\n Sets the positions of the `text` elements with respects\n to the (x,y) coordinates.\n textpositionsrc\n Sets the source reference on plot.ly for textposition\n .\n textsrc\n Sets the source reference on plot.ly for text .\n tsrc\n Sets the source reference on plot.ly for t .\n uid\n\n unselected\n plotly.graph_objs.scatter.Unselected instance or dict\n with compatible properties\n visible\n Determines whether or not this trace is visible. If\n \"legendonly\", the trace is not drawn, but can appear as\n a legend item (provided that the legend itself is\n visible).\n x\n Sets the x coordinates.\n x0\n Alternate to `x`. Builds a linear space of x\n coordinates. Use with `dx` where `x0` is the starting\n coordinate and `dx` the step.\n xaxis\n Sets a reference between this trace's x coordinates and\n a 2D cartesian x axis. If \"x\" (the default value), the\n x coordinates refer to `layout.xaxis`. If \"x2\", the x\n coordinates refer to `layout.xaxis2`, and so on.\n xcalendar\n Sets the calendar system to use with `x` date data.\n xsrc\n Sets the source reference on plot.ly for x .\n y\n Sets the y coordinates.\n y0\n Alternate to `y`. Builds a linear space of y\n coordinates. Use with `dy` where `y0` is the starting\n coordinate and `dy` the step.\n yaxis\n Sets a reference between this trace's y coordinates and\n a 2D cartesian y axis. If \"y\" (the default value), the\n y coordinates refer to `layout.yaxis`. If \"y2\", the y\n coordinates refer to `layout.yaxis2`, and so on.\n ycalendar\n Sets the calendar system to use with `y` date data.\n ysrc\n Sets the source reference on plot.ly for y .\n " ] } ], "source": [ "import plotly_express as px\n", "\n", "px.line(df, x='instdate', y='cumulative_miles')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = plt.figure(figsize=(20, 20))\n", "_ = ax = plt.gca()\n", "\n", "_ = gdf[gdf['route'] == '59 ST to 113 ST'].plot(column='moddate', ax=ax, legend=True, cmap=plt.cm.tab20c_r)\n", "_ = ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OBJECTIDsegmentmilSegmentIDLaneMilesBikeIDShape_LengOBJECTID_1streetborofacilityclfromstreettostreetlasteditbyonoffstallclassesinstdatemoddatecommentsbikedirlanecountft_facilittf_facilitgeometryroute
540954100.072009898010.1440181874.0380.2087301866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1030895.415555343 204566.093214169...PARK DR E to 164 ST
541054110.054377898610.1087531874.0287.1079351866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1031271.430223256 204540.115903928...PARK DR E to 164 ST
541154120.049761898620.0995231874.0262.7401061866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1031533.985472426 204656.286931425...PARK DR E to 164 ST
541254130.055483898650.1109661874.0292.9496041866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1031776.711364925 204756.867767006...PARK DR E to 164 ST
541554160.114334900290.2286691874.0603.6853171866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1032047.563841596 204868.484997838...PARK DR E to 164 ST
541654170.034622900480.0692441874.0182.8048281866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1032612.500047669 205081.283128678...PARK DR E to 164 ST
542154220.126913901870.2538251877.0670.0987501869JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01None22.0StandardStandardLINESTRING (1033721.999141008 205505.724537000...PARK DR E to 164 ST
542354240.096742903310.1934851877.0510.7992011869JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01None22.0StandardStandardLINESTRING (1034345.160952419 205752.101668924...PARK DR E to 164 ST
659966000.0550591314630.1101191874.0290.7138601866JEWEL AV4.0IIPARK DR E164 STDCPONII1979-07-011979-07-01None22.0StandardStandardLINESTRING (1032785.436053514 205140.534650594...PARK DR E to 164 ST
665766580.0509941335060.0509941876.0269.2471011868JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneL1.0unknownStandardLINESTRING (1036405.65223825 206132.3568139225...PARK DR E to 164 ST
...........................................................................
14462144670.01334290077130.0133421876.070.4448641868JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneL1.0unknownStandardLINESTRING (1036336.846929669 206117.246936008...PARK DR E to 164 ST
14463144680.00390890077140.0039081875.020.6342011867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036106.699096009 206038.213301420...PARK DR E to 164 ST
14464144690.00719290077150.0071921875.037.9734581867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036126.877861425 206042.524644509...PARK DR E to 164 ST
14465144700.00376390077160.0037631875.019.8688401867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036164.013285846 206050.458355665...PARK DR E to 164 ST
14466144710.00427490077170.0042741875.022.5652841867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036183.443693176 206054.609266012...PARK DR E to 164 ST
14467144720.00902690077180.0090261875.047.6585931867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036205.510906264 206059.324151590...PARK DR E to 164 ST
14468144730.00269590077190.0026951875.014.2297121867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036252.117768422 206069.281152665...PARK DR E to 164 ST
14469144740.00377290077200.0037721875.019.9152411867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036266.033423007 206072.254243835...PARK DR E to 164 ST
14470144750.01028390077210.0102831875.054.2928671867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036285.509105846 206076.415324762...PARK DR E to 164 ST
14471144760.01351690077220.0135161875.071.3657901867JEWEL AV4.0IIPARK DR E164 STDCPONII2007-10-012007-10-01NoneR1.0StandardunknownLINESTRING (1036338.603815928 206087.758477926...PARK DR E to 164 ST
\n", "

65 rows × 24 columns

\n", "
" ], "text/plain": [ " OBJECTID segmentmil SegmentID LaneMiles BikeID Shape_Leng \\\n", "5409 5410 0.072009 89801 0.144018 1874.0 380.208730 \n", "5410 5411 0.054377 89861 0.108753 1874.0 287.107935 \n", "5411 5412 0.049761 89862 0.099523 1874.0 262.740106 \n", "5412 5413 0.055483 89865 0.110966 1874.0 292.949604 \n", "5415 5416 0.114334 90029 0.228669 1874.0 603.685317 \n", "5416 5417 0.034622 90048 0.069244 1874.0 182.804828 \n", "5421 5422 0.126913 90187 0.253825 1877.0 670.098750 \n", "5423 5424 0.096742 90331 0.193485 1877.0 510.799201 \n", "6599 6600 0.055059 131463 0.110119 1874.0 290.713860 \n", "6657 6658 0.050994 133506 0.050994 1876.0 269.247101 \n", "... ... ... ... ... ... ... \n", "14462 14467 0.013342 9007713 0.013342 1876.0 70.444864 \n", "14463 14468 0.003908 9007714 0.003908 1875.0 20.634201 \n", "14464 14469 0.007192 9007715 0.007192 1875.0 37.973458 \n", "14465 14470 0.003763 9007716 0.003763 1875.0 19.868840 \n", "14466 14471 0.004274 9007717 0.004274 1875.0 22.565284 \n", "14467 14472 0.009026 9007718 0.009026 1875.0 47.658593 \n", "14468 14473 0.002695 9007719 0.002695 1875.0 14.229712 \n", "14469 14474 0.003772 9007720 0.003772 1875.0 19.915241 \n", "14470 14475 0.010283 9007721 0.010283 1875.0 54.292867 \n", "14471 14476 0.013516 9007722 0.013516 1875.0 71.365790 \n", "\n", " OBJECTID_1 street boro facilitycl fromstreet tostreet lasteditby \\\n", "5409 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5410 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5411 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5412 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5415 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5416 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5421 1869 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "5423 1869 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "6599 1866 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "6657 1868 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "... ... ... ... ... ... ... ... \n", "14462 1868 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14463 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14464 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14465 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14466 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14467 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14468 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14469 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14470 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "14471 1867 JEWEL AV 4.0 II PARK DR E 164 ST DCP \n", "\n", " onoffst allclasses instdate moddate comments bikedir lanecount \\\n", "5409 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5410 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5411 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5412 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5415 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5416 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "5421 ON II 2007-10-01 2007-10-01 None 2 2.0 \n", "5423 ON II 2007-10-01 2007-10-01 None 2 2.0 \n", "6599 ON II 1979-07-01 1979-07-01 None 2 2.0 \n", "6657 ON II 2007-10-01 2007-10-01 None L 1.0 \n", "... ... ... ... ... ... ... ... \n", "14462 ON II 2007-10-01 2007-10-01 None L 1.0 \n", "14463 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14464 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14465 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14466 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14467 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14468 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14469 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14470 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "14471 ON II 2007-10-01 2007-10-01 None R 1.0 \n", "\n", " ft_facilit tf_facilit \\\n", "5409 Standard Standard \n", "5410 Standard Standard \n", "5411 Standard Standard \n", "5412 Standard Standard \n", "5415 Standard Standard \n", "5416 Standard Standard \n", "5421 Standard Standard \n", "5423 Standard Standard \n", "6599 Standard Standard \n", "6657 unknown Standard \n", "... ... ... \n", "14462 unknown Standard \n", "14463 Standard unknown \n", "14464 Standard unknown \n", "14465 Standard unknown \n", "14466 Standard unknown \n", "14467 Standard unknown \n", "14468 Standard unknown \n", "14469 Standard unknown \n", "14470 Standard unknown \n", "14471 Standard unknown \n", "\n", " geometry route \n", "5409 LINESTRING (1030895.415555343 204566.093214169... PARK DR E to 164 ST \n", "5410 LINESTRING (1031271.430223256 204540.115903928... PARK DR E to 164 ST \n", "5411 LINESTRING (1031533.985472426 204656.286931425... PARK DR E to 164 ST \n", "5412 LINESTRING (1031776.711364925 204756.867767006... PARK DR E to 164 ST \n", "5415 LINESTRING (1032047.563841596 204868.484997838... PARK DR E to 164 ST \n", "5416 LINESTRING (1032612.500047669 205081.283128678... PARK DR E to 164 ST \n", "5421 LINESTRING (1033721.999141008 205505.724537000... PARK DR E to 164 ST \n", "5423 LINESTRING (1034345.160952419 205752.101668924... PARK DR E to 164 ST \n", "6599 LINESTRING (1032785.436053514 205140.534650594... PARK DR E to 164 ST \n", "6657 LINESTRING (1036405.65223825 206132.3568139225... PARK DR E to 164 ST \n", "... ... ... \n", "14462 LINESTRING (1036336.846929669 206117.246936008... PARK DR E to 164 ST \n", "14463 LINESTRING (1036106.699096009 206038.213301420... PARK DR E to 164 ST \n", "14464 LINESTRING (1036126.877861425 206042.524644509... PARK DR E to 164 ST \n", "14465 LINESTRING (1036164.013285846 206050.458355665... PARK DR E to 164 ST \n", "14466 LINESTRING (1036183.443693176 206054.609266012... PARK DR E to 164 ST \n", "14467 LINESTRING (1036205.510906264 206059.324151590... PARK DR E to 164 ST \n", "14468 LINESTRING (1036252.117768422 206069.281152665... PARK DR E to 164 ST \n", "14469 LINESTRING (1036266.033423007 206072.254243835... PARK DR E to 164 ST \n", "14470 LINESTRING (1036285.509105846 206076.415324762... PARK DR E to 164 ST \n", "14471 LINESTRING (1036338.603815928 206087.758477926... PARK DR E to 164 ST \n", "\n", "[65 rows x 24 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf[gdf['route'] == 'PARK DR E to 164 ST']" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "_ = plt.figure(figsize=(20, 20))\n", "ax = plt.gca()\n", "_ = gdf[gdf[''.plot(column='tf_facilit', ax=ax, legend=True)\n", "_ = ax.set_title('NYC Bike Routes by Facility Type', size=24)\n", "_ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Routes Colored by Facility Type" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "_ = plt.figure(figsize=(20, 20))\n", "ax = plt.gca()\n", "_ = gdf.plot(column='tf_facilit', ax=ax, legend=True)\n", "_ = ax.set_title('NYC Bike Routes by Facility Type', size=24)\n", "_ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Routes Colored By Year" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gdf['year'] = pd.to_datetime(gdf['date_instd']).dt.year\n", "\n", "_ = plt.figure(figsize=(20, 20))\n", "ax = plt.gca()\n", "_ = gdf.plot(column='year', ax=ax, legend=True, cmap=plt.cm.cividis_r)\n", "_ = ax.set_title('NYC Bike Routes by Year', size=24)\n", "_ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding A Basemap \n", "\n", "We can use the `contextily` library to add a basemap. One thing we have to do first is convert the coordinate reference system of the dataframe from projected (epsg: 4326) to unprojected (epsh: 3857). This is done with a utility function on the geodataframe." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "web_gdf = gdf.to_crs(epsg=3857)\n", "web_gdf.geometry[:2]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "web_gdf.crs" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gdf.crs" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plot_with_basemap(gdf, column='tf_facilit', zoom=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive Version\n", "\n", "We can make the choosing the basemap and zoom level more interactive with IPython Widgets." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finding Length of Bike Routes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "example = gdf['geometry'].iloc[0]\n", "list(example.coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distance is 0.08 KM from https://www.geodatasource.com/distance-calculator" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "example.length" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "web_gdf['geometry'].iloc[0].length" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gdf[(gdf['fromstreet'] == 'W 16 ST') & (gdf['tostreet'] == 'W 31 ST')]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from shapely.geometry import LineString\n", "from math import radians, cos, sin, asin, sqrt\n", "\n", "# Calculates distance between 2 GPS coordinates\n", "def haversine(lat1, lon1, lat2, lon2):\n", " \"\"\"\n", " Calculate the great circle distance between two points \n", " on the earth (specified in decimal degrees)\n", " \"\"\"\n", " # convert decimal degrees to radians \n", " lon1, lat1, lon2, lat2 = map(radians, [lon1, lat1, lon2, lat2])\n", "\n", " # haversine formula \n", " dlon = lon2 - lon1 \n", " dlat = lat2 - lat1 \n", " a = sin(dlat/2)**2 + cos(lat1) * cos(lat2) * sin(dlon/2)**2\n", " c = 2 * asin(sqrt(a)) \n", " r = 3956 # Radius of earth in kilometers. Use 3956 for miles\n", " return c * r\n", "\n", "distances = []\n", "for line in gdf['geometry']:\n", " try:\n", " numCoords = len(line.coords) - 1\n", " distance = 0\n", " for i in range(0, numCoords):\n", " point1 = line.coords[i]\n", " point2 = line.coords[i + 1]\n", " distance += d(point1, point2).meters\n", "\n", " distances.append(distance)\n", " except: \n", " continue\n", "distances[:10]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "new = gdf.to_crs(epsg=32633)\n", "new['geometry'].iloc[0].length" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gdf.iloc[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from geopy import distance\n", "from shapely.wkt import loads\n", "\n", "line_wkt=\"LINESTRING(3.0 4.0, 3.1 4.1)\"\n", "\n", "# a number of other elipsoids are supported\n", "distance.VincentyDistance.ELLIPSOID = 'WGS-84'\n", "d = distance.distance\n", "\n", "line = loads(line_wkt)\n", "\n", "# convert the coordinates to xy array elements, compute the distance\n", "dist = d(line.xy[0], line.xy[1])\n", "\n", "print(dist.meters)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "d(example.coords[0], example.coords[1]).meters" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "d(example.xy[0], example.xy[1]).meters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bringing in Plotly\n", "\n", "Next, we will try our hand at using plotly, specifically plotly_express, for plotting an interactive version of this map. This will require a little work." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import shapely.geometry as geometry" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gdf['geometry'].head(3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "routes = []\n", "\n", "point_lats = []\n", "point_lons = []\n", "\n", "types = []\n", "lens = []\n", "\n", "# Iterate through each row (a bike route)\n", "for segment in gdf.itertuples():\n", " \n", " types.append(type(segment.geometry))\n", " \n", " # We will skip multi-line strings for now\n", " if isinstance(segment.geometry, geometry.multilinestring.MultiLineString):\n", " segment.geometry\n", " continue\n", " \n", " else:\n", " # Extract the points forming the line\n", " points = segment.geometry.xy\n", " # Record how many points are in the line\n", " lens.append(len(points[0]))\n", " \n", " # Iterate through the longitudes and latitudes making up the line\n", " for x, y in zip(points[0], points[1]):\n", " routes.append(segment.segment_id)\n", " point_lons.append(x)\n", " point_lats.append(y)\n", " \n", " \n", "print(f'There are a total of {len(gdf)} routes.')\n", "print(f'These routes are made up of a total of {len(routes)} points.')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from collections import Counter\n", "\n", "Counter(types)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "point_counts = pd.DataFrame.from_records(dict(Counter(lens)), index=[0]).T.reset_index().rename(columns={0: 'count', 'index': 'n_points'}).sort_values(by='n_points')\n", "point_counts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create DataFrame of Bike Routes\n", "\n", "The next step is to make a dataframe which the columns contain the route id, the lat, and the lon making up the points in each route." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = pd.DataFrame(data=dict(segment_id=routes, lat=point_lats, lon=point_lons))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can join this back to the main dataframe to get metadata about the bike routes." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df = df.merge(gdf, on='segment_id', how='left')[['segment_id', 'lat', 'lon', 'boro', 'ft_facilit', 'date_instd', 'street']]\n", "df['date_instd'] = pd.to_datetime(df['date_instd'])\n", "df = df.dropna()\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use Plotly Express\n", "\n", "We'll import plotly express and authenticate with MapBox to use the geographic plotting capabilities." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import plotly_express as px\n", "px.set_mapbox_access_token(open('/Users/williamkoehrsen/mapbox_secret.txt').read())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "help(px.line_mapbox)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig = px.line_mapbox(\n", " df.iloc[:10000],\n", " lat=\"lat\",\n", " lon=\"lon\",\n", " color=\"ft_facilit\",\n", " line_group=\"segment_id\",\n", " title=\"NYC Bike Routes\",\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from plotly.offline import plot\n", "plot(fig)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }