{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will introduce more options for `TransBigData` grid processing, including:\n", "- Adding rotation angle.\n", "- Triangle and hexagon grids." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rotate the grids" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Read taxi gps data\n", "import transbigdata as tbd\n", "import pandas as pd\n", "data = pd.read_csv('../example/data/TaxiData-Sample.csv',header = None) \n", "data.columns = ['VehicleNum','time','lon','lat','OpenStatus','Speed'] \n", "#Define the study area\n", "bounds = [113.75, 22.4, 114.62, 22.86]\n", "#Delete the data out of the study area\n", "data = tbd.clean_outofbounds(data,bounds = bounds,col = ['lon','lat'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The grid coordinates system offer by `TransBigData` also support adding rotation angle for the grids. \n", "you can also specify a rotation angle for the grids by adding the `theta` into gridding params:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[113.75, 22.4, 0.00974336289289822, 0.008993210412845813, 5]\n" ] } ], "source": [ "#Obtain the gridding parameters\n", "params = tbd.grid_params(bounds,accuracy = 1000)\n", "#Add a rotation angle\n", "theta = 5\n", "params = [*params[:4],theta]\n", "print(params)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Map the GPS data to grids\n", "data['LONCOL'],data['LATCOL'] = tbd.GPS_to_grids(data['lon'],data['lat'],params)\n", "#Aggregate data into grids\n", "grid_agg = data.groupby(['LONCOL','LATCOL'])['VehicleNum'].count().reset_index()\n", "#Generate grid geometry\n", "grid_agg['geometry'] = tbd.gridid_to_polygon(grid_agg['LONCOL'],grid_agg['LATCOL'],params)\n", "#Change the type into GeoDataFrame\n", "import geopandas as gpd\n", "grid_agg = gpd.GeoDataFrame(grid_agg)\n", "#Plot the grids\n", "grid_agg.plot(column = 'VehicleNum',cmap = 'autumn_r',figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Triangle and Hexagon grids" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Map the GPS data to grids\n", "data['loncol_1'],data['loncol_2'],data['loncol_3'] = tbd.GPS_to_grids_tri(data['lon'],data['lat'],params)\n", "#Aggregate data into grids\n", "grid_agg = data.groupby(['loncol_1','loncol_2','loncol_3'])['VehicleNum'].count().reset_index()\n", "#Generate grid geometry\n", "grid_agg['geometry'] = tbd.gridid_to_polygon_tri(grid_agg['loncol_1'],grid_agg['loncol_2'],grid_agg['loncol_3'],params)\n", "#Change the type into GeoDataFrame\n", "import geopandas as gpd\n", "grid_agg = gpd.GeoDataFrame(grid_agg)\n", "#Plot the grids\n", "grid_agg.plot(column = 'VehicleNum',cmap = 'autumn_r',figsize=(10,5))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Map the GPS data to grids\n", "data['loncol_1'],data['loncol_2'],data['loncol_3'] = tbd.GPS_to_grids_hexa(data['lon'],data['lat'],params)\n", "#Aggregate data into grids\n", "grid_agg = data.groupby(['loncol_1','loncol_2','loncol_3'])['VehicleNum'].count().reset_index()\n", "#Generate grid geometry\n", "grid_agg['geometry'] = tbd.gridid_to_polygon_hexa(grid_agg['loncol_1'],grid_agg['loncol_2'],grid_agg['loncol_3'],params)\n", "#Change the type into GeoDataFrame\n", "import geopandas as gpd\n", "grid_agg = gpd.GeoDataFrame(grid_agg)\n", "#Plot the grids\n", "grid_agg.plot(column = 'VehicleNum',cmap = 'autumn_r',figsize=(10,5))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" }, "kernelspec": { "display_name": "Python 3.8.8 ('base')", "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": "3.8.8" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }