diff --git a/README.md b/README.md index 378c165..fe501c0 100644 --- a/README.md +++ b/README.md @@ -121,7 +121,6 @@ You may need to increase the resources avaliable to Docker if: - you believe you've loaded the data but there is none when running the notebooks - the notebook can't connect to the database - when you try and start the container for the database it exits with code 14 -- ## Large Dataset Workaround diff --git a/viz_outputs/paperViz_outputs/CanBikeCO_Analysis_with_outputs.ipynb b/viz_outputs/paperViz_outputs/CanBikeCO_Analysis_with_outputs.ipynb new file mode 100644 index 0000000..a9e5bd7 --- /dev/null +++ b/viz_outputs/paperViz_outputs/CanBikeCO_Analysis_with_outputs.ipynb @@ -0,0 +1,2915 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b926ac86", + "metadata": {}, + "source": [ + "# Centralizing the Data Vizualizations from the Paper" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "34800722", + "metadata": {}, + "outputs": [], + "source": [ + "#path configuration\n", + "to_data_parent = \"../Data/abby_ceo\" #path to the parent folder, should contain program subfolders\n", + "to_data_folder = \"../Data\" #data folder, where composite data was written from the TSDC_data file" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3de0a132", + "metadata": {}, + "outputs": [], + "source": [ + "# dependencies\n", + "from collections import defaultdict\n", + "\n", + "from paper_utilities import *\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn import linear_model\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline\n", + "\n", + "params = {'legend.fontsize': 'small',\n", + " 'figure.figsize': (10, 8),\n", + " 'axes.labelsize': 'small',\n", + " 'axes.titlesize':'small',\n", + " 'xtick.labelsize':'small',\n", + " 'ytick.labelsize':'small'}\n", + "plt.rcParams.update(params)\n", + "\n", + "import importlib" + ] + }, + { + "cell_type": "markdown", + "id": "07172172", + "metadata": {}, + "source": [ + "## full data - for labeling rates" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f1a09519", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "starting with 4c\n", + "14424 trips\n", + "15 people\n", + "starting with cc\n", + "75199 trips\n", + "52 people\n", + "starting with fc\n", + "32442 trips\n", + "30 people\n", + "starting with pc\n", + "51196 trips\n", + "39 people\n", + "starting with sc\n", + "17989 trips\n", + "22 people\n", + "starting with vail_22\n", + "9133 trips\n", + "12 people\n" + ] + } + ], + "source": [ + "#gather all of the trips into one dataframe\n", + "#loop over\n", + "programs = ['4c', 'cc', 'fc', 'pc', 'sc', 'vail_22']\n", + "datasets = []\n", + "\n", + "for program in programs:\n", + " print('starting with ', program)\n", + " \n", + " #create dataset with surveys and trips\n", + " trips = pd.read_csv(to_data_parent + '/' + program + '/analysis_confirmed_trip.csv')\n", + " print(len(trips), 'trips')\n", + " print(trips.perno.nunique(), 'people')\n", + "\n", + " #prepare trip ids for merging\n", + " trips['user_id_socio'] = trips.perno.astype(str)\n", + " trips['user_id_socio'] = trips['user_id_socio'].str.strip() #remove leading or trailing whitespace!!\n", + " trips.user_id_socio = [i.replace('-','') for i in trips.user_id_socio] # remove all dashes from strings\n", + " \n", + " trips['program'] = program.split('_')[0]\n", + " \n", + " #add to list of datasets\n", + " datasets.append(trips)\n", + "\n", + "participant_ct_df = pd.concat(datasets)\n", + "\n", + "#just labeled data\n", + "labeled_df = participant_ct_df[participant_ct_df.data_user_input_mode_confirm.notna() | \n", + " participant_ct_df.data_user_input_purpose_confirm.notna() |\n", + " participant_ct_df.data_user_input_replaced_mode.notna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "90434618", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "170 total users\n", + "164 users who labeled\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + " | user_id_socio | \n", + "data_distance_x | \n", + "data_distance_y | \n", + "
---|---|---|---|
0 | \n", + "0154d71439284c34b865e5a417cd48af | \n", + "2104 | \n", + "276 | \n", + "
1 | \n", + "03a395b4d8614757bb8432b4984559b0 | \n", + "1625 | \n", + "263 | \n", + "
2 | \n", + "0958519bb4a64498b824015917eec592 | \n", + "18 | \n", + "17 | \n", + "
3 | \n", + "0b3e78fa91d84aa6a3203440143c8c16 | \n", + "2430 | \n", + "2315 | \n", + "
4 | \n", + "0d0ae3a556414d138c52a6040a203d24 | \n", + "1060 | \n", + "2 | \n", + "
\n", + " | distance | \n", + "duration | \n", + "
---|---|---|
count | \n", + "61515.000000 | \n", + "61515.000000 | \n", + "
mean | \n", + "6343.428411 | \n", + "24.151089 | \n", + "
std | \n", + "9654.012933 | \n", + "30.701964 | \n", + "
min | \n", + "100.021226 | \n", + "0.000068 | \n", + "
25% | \n", + "1164.163633 | \n", + "9.174464 | \n", + "
50% | \n", + "3199.872213 | \n", + "15.292714 | \n", + "
75% | \n", + "7005.685132 | \n", + "28.075061 | \n", + "
max | \n", + "80444.735420 | \n", + "479.495935 | \n", + "
\n", + " | Mode | \n", + "Count | \n", + "Proportion | \n", + "Trip Type | \n", + "Dataset | \n", + "
---|---|---|---|---|---|
0 | \n", + "Car | \n", + "15763 | \n", + "0.256246 | \n", + "All Trips | \n", + "Long Term | \n", + "
1 | \n", + "E-bike | \n", + "17365 | \n", + "0.282289 | \n", + "All Trips | \n", + "Long Term | \n", + "
2 | \n", + "Other | \n", + "2127 | \n", + "0.034577 | \n", + "All Trips | \n", + "Long Term | \n", + "
3 | \n", + "Ridehail | \n", + "324 | \n", + "0.005267 | \n", + "All Trips | \n", + "Long Term | \n", + "
4 | \n", + "Shared Car | \n", + "14682 | \n", + "0.238673 | \n", + "All Trips | \n", + "Long Term | \n", + "
5 | \n", + "Transit | \n", + "1395 | \n", + "0.022677 | \n", + "All Trips | \n", + "Long Term | \n", + "
6 | \n", + "Walk | \n", + "9859 | \n", + "0.160270 | \n", + "All Trips | \n", + "Long Term | \n", + "
0 | \n", + "Car | \n", + "3758 | \n", + "0.282875 | \n", + "Work Trips | \n", + "Long Term | \n", + "
1 | \n", + "E-bike | \n", + "5962 | \n", + "0.448777 | \n", + "Work Trips | \n", + "Long Term | \n", + "
2 | \n", + "Other | \n", + "339 | \n", + "0.025518 | \n", + "Work Trips | \n", + "Long Term | \n", + "
3 | \n", + "Ridehail | \n", + "80 | \n", + "0.006022 | \n", + "Work Trips | \n", + "Long Term | \n", + "
4 | \n", + "Shared Car | \n", + "1167 | \n", + "0.087843 | \n", + "Work Trips | \n", + "Long Term | \n", + "
5 | \n", + "Transit | \n", + "296 | \n", + "0.022281 | \n", + "Work Trips | \n", + "Long Term | \n", + "
6 | \n", + "Walk | \n", + "1683 | \n", + "0.126684 | \n", + "Work Trips | \n", + "Long Term | \n", + "
0 | \n", + "Car | \n", + "487 | \n", + "0.209643 | \n", + "All Trips | \n", + "Minipilot | \n", + "
1 | \n", + "E-bike | \n", + "733 | \n", + "0.315540 | \n", + "All Trips | \n", + "Minipilot | \n", + "
2 | \n", + "Other | \n", + "28 | \n", + "0.012053 | \n", + "All Trips | \n", + "Minipilot | \n", + "
3 | \n", + "Ridehail | \n", + "65 | \n", + "0.027981 | \n", + "All Trips | \n", + "Minipilot | \n", + "
4 | \n", + "Shared Car | \n", + "687 | \n", + "0.295738 | \n", + "All Trips | \n", + "Minipilot | \n", + "
5 | \n", + "Transit | \n", + "155 | \n", + "0.066724 | \n", + "All Trips | \n", + "Minipilot | \n", + "
6 | \n", + "Walk | \n", + "168 | \n", + "0.072320 | \n", + "All Trips | \n", + "Minipilot | \n", + "
0 | \n", + "Car | \n", + "110 | \n", + "0.305556 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
1 | \n", + "E-bike | \n", + "122 | \n", + "0.338889 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
2 | \n", + "Other | \n", + "0 | \n", + "0.000000 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
3 | \n", + "Ridehail | \n", + "1 | \n", + "0.002778 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
4 | \n", + "Shared Car | \n", + "101 | \n", + "0.280556 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
5 | \n", + "Transit | \n", + "3 | \n", + "0.008333 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
6 | \n", + "Walk | \n", + "23 | \n", + "0.063889 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
Mode_confirm | \n", + "Car | \n", + "E-bike | \n", + "Other | \n", + "Ridehail | \n", + "Shared Car | \n", + "Transit | \n", + "Walk | \n", + "
---|---|---|---|---|---|---|---|
program | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
Four Corners\\n(Durango) | \n", + "9.678858 | \n", + "54.772525 | \n", + "4.727921 | \n", + "0.089206 | \n", + "24.174844 | \n", + "0.579839 | \n", + "5.976806 | \n", + "
Comunity Cycles\\n(Boulder) | \n", + "18.221551 | \n", + "31.551971 | \n", + "4.597107 | \n", + "0.433090 | \n", + "21.253179 | \n", + "4.223617 | \n", + "19.719485 | \n", + "
Fort Collins | \n", + "27.674550 | \n", + "31.015390 | \n", + "2.374249 | \n", + "0.056306 | \n", + "22.738363 | \n", + "0.394144 | \n", + "15.746997 | \n", + "
Pueblo | \n", + "35.525794 | \n", + "26.539345 | \n", + "1.283778 | \n", + "0.103019 | \n", + "28.710674 | \n", + "0.245661 | \n", + "7.591727 | \n", + "
Smart Commute\\n(Denver North) | \n", + "26.933702 | \n", + "11.801719 | \n", + "3.069368 | \n", + "2.931246 | \n", + "30.095150 | \n", + "0.567833 | \n", + "24.600982 | \n", + "
Vail | \n", + "41.098748 | \n", + "17.918405 | \n", + "5.771905 | \n", + "0.069541 | \n", + "18.173389 | \n", + "4.844692 | \n", + "12.123319 | \n", + "
Mode_confirm | \n", + "Car | \n", + "E-bike | \n", + "Other | \n", + "Ridehail | \n", + "Shared Car | \n", + "Transit | \n", + "Walk | \n", + "
---|---|---|---|---|---|---|---|
program | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
Four Corners\\n(Durango) | \n", + "6.226415 | \n", + "78.867925 | \n", + "1.509434 | \n", + "0.000000 | \n", + "12.264151 | \n", + "0.000000 | \n", + "1.132075 | \n", + "
Comunity Cycles\\n(Boulder) | \n", + "22.047244 | \n", + "54.964471 | \n", + "3.495295 | \n", + "0.403303 | \n", + "5.588631 | \n", + "4.013828 | \n", + "9.487229 | \n", + "
Fort Collins | \n", + "32.752263 | \n", + "42.507543 | \n", + "3.151190 | \n", + "0.000000 | \n", + "9.654710 | \n", + "0.335233 | \n", + "11.599061 | \n", + "
Pueblo | \n", + "51.745898 | \n", + "33.824148 | \n", + "0.420698 | \n", + "0.084140 | \n", + "7.909129 | \n", + "0.042070 | \n", + "5.973917 | \n", + "
Smart Commute\\n(Denver North) | \n", + "13.959234 | \n", + "21.680049 | \n", + "2.532427 | \n", + "3.520692 | \n", + "16.924027 | \n", + "0.432366 | \n", + "40.951204 | \n", + "
Vail | \n", + "25.307557 | \n", + "45.518453 | \n", + "0.702988 | \n", + "0.000000 | \n", + "10.720562 | \n", + "12.126538 | \n", + "5.623902 | \n", + "
Trip_purpose | \n", + "Entertainment/Social | \n", + "Home | \n", + "Meal | \n", + "Other | \n", + "Personal/Medical | \n", + "Recreation/Exercise | \n", + "Shopping | \n", + "Transit transfer | \n", + "Work | \n", + "
---|---|---|---|---|---|---|---|---|---|
program | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
Four Corners\\n(Durango) | \n", + "3.586900 | \n", + "33.540561 | \n", + "4.331342 | \n", + "8.693450 | \n", + "0.236491 | \n", + "5.022724 | \n", + "9.145178 | \n", + "0.170526 | \n", + "35.272829 | \n", + "
Comunity Cycles\\n(Boulder) | \n", + "3.184424 | \n", + "31.085889 | \n", + "2.888382 | \n", + "9.649842 | \n", + "1.783206 | \n", + "10.114074 | \n", + "6.046249 | \n", + "0.521358 | \n", + "34.726575 | \n", + "
Fort Collins | \n", + "2.182344 | \n", + "27.295081 | \n", + "2.067012 | \n", + "11.727759 | \n", + "2.502932 | \n", + "7.898888 | \n", + "9.947937 | \n", + "0.684368 | \n", + "35.693678 | \n", + "
Pueblo | \n", + "21.465674 | \n", + "12.907053 | \n", + "2.325854 | \n", + "15.152311 | \n", + "4.131477 | \n", + "24.364485 | \n", + "5.881472 | \n", + "0.408723 | \n", + "13.362951 | \n", + "
Smart Commute\\n(Denver North) | \n", + "2.324331 | \n", + "35.126383 | \n", + "1.852444 | \n", + "2.791532 | \n", + "0.375686 | \n", + "4.565950 | \n", + "2.674597 | \n", + "0.135057 | \n", + "50.154019 | \n", + "
Vail | \n", + "3.251829 | \n", + "32.426163 | \n", + "5.338610 | \n", + "13.396808 | \n", + "0.985428 | \n", + "5.274282 | \n", + "6.361933 | \n", + "0.506718 | \n", + "32.458230 | \n", + "
Mode_confirm | \n", + "Car | \n", + "E-bike | \n", + "Other | \n", + "Personal Micromobility | \n", + "Ridehail | \n", + "Shared Car | \n", + "Shared Micromobility | \n", + "Transit | \n", + "Walk | \n", + "
---|---|---|---|---|---|---|---|---|---|
(18, 30] | \n", + "10.925905 | \n", + "33.245804 | \n", + "3.447882 | \n", + "2.705788 | \n", + "0.182669 | \n", + "26.372874 | \n", + "0.616509 | \n", + "3.596301 | \n", + "18.906268 | \n", + "
(30, 42] | \n", + "24.963113 | \n", + "25.388601 | \n", + "2.388224 | \n", + "1.441169 | \n", + "0.878427 | \n", + "25.271935 | \n", + "0.233332 | \n", + "2.377930 | \n", + "17.057269 | \n", + "
(42, 54] | \n", + "24.679417 | \n", + "32.959625 | \n", + "0.534916 | \n", + "1.179746 | \n", + "0.322415 | \n", + "26.679856 | \n", + "0.073276 | \n", + "2.601304 | \n", + "10.969444 | \n", + "
(54, 66] | \n", + "41.623117 | \n", + "26.109233 | \n", + "0.348396 | \n", + "0.655805 | \n", + "0.051235 | \n", + "13.433753 | \n", + "0.051235 | \n", + "0.327902 | \n", + "17.399324 | \n", + "
\n", + " | program | \n", + "perno | \n", + "_id | \n", + "data_start_fmt_time | \n", + "data_end_fmt_time | \n", + "distance_km | \n", + "Mode_confirm | \n", + "data_start_loc_coordinates | \n", + "
---|---|---|---|---|---|---|---|---|
5077 | \n", + "cc | \n", + "c7ce889c-796f-4e2a-8859-fa2d7d5068fe | \n", + "637ac332989dff3b00f34b3f | \n", + "2022-11-20T15:45:23.854975-07:00 | \n", + "2022-11-20T16:25:20.323000-07:00 | \n", + "5.532977 | \n", + "Shared Car | \n", + "[-106.3755611, 39.6424925] | \n", + "
14417 | \n", + "cc | \n", + "737ef849-4f26-407b-8b2a-6b1b1dc631a4 | \n", + "6186d5156f18f0f05cdffb3b | \n", + "2021-11-06T11:26:10-06:00 | \n", + "2021-11-06T12:04:09-06:00 | \n", + "3.004424 | \n", + "Walk | \n", + "[-105.3143367, 40.0153921] | \n", + "
20832 | \n", + "cc | \n", + "8461560f-8b4a-4ca6-af2c-b569962dae32 | \n", + "623f404218556de961cdb600 | \n", + "2022-03-26T08:18:44.736872-07:00 | \n", + "2022-03-26T08:30:57.214000-07:00 | \n", + "2.805978 | \n", + "Shared Car | \n", + "[-118.3869361, 33.9481922] | \n", + "
31975 | \n", + "fc | \n", + "7347df5e-0ac9-4a10-9790-b31ba2e8a02a | \n", + "61d6a58a402b29b449651cef | \n", + "2022-01-06T00:11:37.682041-07:00 | \n", + "2022-01-06T00:17:47-07:00 | \n", + "0.292729 | \n", + "Walk | \n", + "[-105.0827036, 40.5739205] | \n", + "
36466 | \n", + "fc | \n", + "7347df5e-0ac9-4a10-9790-b31ba2e8a02a | \n", + "62eef8e1d273a0d9c1769138 | \n", + "2022-08-06T16:21:09.996574-06:00 | \n", + "2022-08-06T16:26:51-06:00 | \n", + "0.393654 | \n", + "Walk | \n", + "[-104.8989744, 39.2281518] | \n", + "
47712 | \n", + "pc | \n", + "a35a1570-7e2a-4301-ac86-9ec3b5802f35 | \n", + "62a2482da6f197e2a6f17df2 | \n", + "2022-06-09T12:02:06.926591-06:00 | \n", + "2022-06-09T12:18:48.144000-06:00 | \n", + "8.379554 | \n", + "Shared Car | \n", + "[-104.6089739, 38.2773311] | \n", + "
34101 | \n", + "fc | \n", + "313d003d-f34b-4bd9-823b-3474fc93f9f9 | \n", + "625b0a794a7e6fa70db694aa | \n", + "2022-04-16T11:59:08.022565-06:00 | \n", + "2022-04-16T12:15:34.995007-06:00 | \n", + "5.500992 | \n", + "Car | \n", + "[-105.08108991208027, 40.583556485400145] | \n", + "
3331 | \n", + "cc | \n", + "14fe8002-bbdc-4f97-acbd-1a00de241bf6 | \n", + "631c02819a13ab936f6c4cb3 | \n", + "2022-09-09T19:45:10.737969-06:00 | \n", + "2022-09-09T20:35:41.264542-06:00 | \n", + "42.356449 | \n", + "Shared Car | \n", + "[-105.24187313644548, 40.00595000928667] | \n", + "
34810 | \n", + "fc | \n", + "47b5d57b-d435-4276-bb6d-2dcd1438901d | \n", + "627ababe3033b99b18cd5751 | \n", + "2022-05-10T12:18:40.648127-06:00 | \n", + "2022-05-10T12:29:23.140827-06:00 | \n", + "2.758757 | \n", + "Walk | \n", + "[-105.09300719338513, 40.57184306122411] | \n", + "
57654 | \n", + "vail | \n", + "8b1f3ba4-3de9-45be-a79d-e6a81716ad04 | \n", + "617ab523e1c12d585e845b5d | \n", + "2021-10-28T07:40:59.467862-06:00 | \n", + "2021-10-28T07:50:44.131229-06:00 | \n", + "2.855258 | \n", + "Shared Car | \n", + "[-106.38943516125197, 39.650101688013464] | \n", + "
26867 | \n", + "cc | \n", + "4baf8c8a-f7b7-445e-9067-854065e3e612 | \n", + "62dad3f3817ca678076b8b8b | \n", + "2022-07-22T09:35:56.821553-06:00 | \n", + "2022-07-22T09:37:45.999922-06:00 | \n", + "0.275490 | \n", + "E-bike | \n", + "[-105.2562276829388, 40.01828399903292] | \n", + "
50998 | \n", + "sc | \n", + "fbff5e08-b7f2-4a94-ab4b-2d7371999ef7 | \n", + "611fee3aa0b039a408fb5a86 | \n", + "2021-08-03T09:13:31.484753-06:00 | \n", + "2021-08-03T09:44:22-06:00 | \n", + "22.525834 | \n", + "Shared Car | \n", + "[-104.9946841, 39.8903012] | \n", + "
16804 | \n", + "cc | \n", + "2f3b66a5-f985-46d4-b769-1fba57fa640f | \n", + "61c147b84aee5a012e60ad07 | \n", + "2021-12-20T18:23:28.187678-07:00 | \n", + "2021-12-20T18:28:24.170000-07:00 | \n", + "1.512578 | \n", + "Car | \n", + "[-105.0910259, 39.9881372] | \n", + "
33473 | \n", + "fc | \n", + "2114e2a7-5304-475f-ad06-ad201948fbad | \n", + "62378bf1fd4fe1fccefc00fa | \n", + "2022-03-20T12:56:51.467126-06:00 | \n", + "2022-03-20T13:14:06.701000-06:00 | \n", + "3.603374 | \n", + "E-bike | \n", + "[-105.1083494, 40.5566901] | \n", + "
42172 | \n", + "pc | \n", + "eec6936e-1ac3-47ef-9365-881845ec74df | \n", + "61cf8f5cebca78d8ce24fc71 | \n", + "2021-12-31T14:30:48.070632-07:00 | \n", + "2021-12-31T14:41:32.261000-07:00 | \n", + "5.950171 | \n", + "Shared Car | \n", + "[-104.6001842, 38.2743113] | \n", + "
19427 | \n", + "cc | \n", + "fc51d125-8e46-49ec-bfb0-e6ecdaeca454 | \n", + "6215494cda78527c4dc943aa | \n", + "2022-02-22T07:18:24.129748-07:00 | \n", + "2022-02-22T07:30:57.980751-07:00 | \n", + "8.022905 | \n", + "Car | \n", + "[-105.18160689797578, 40.05324834303596] | \n", + "
60709 | \n", + "vail | \n", + "fc8f71a3-8c82-458d-bf97-18c3ee11a0f3 | \n", + "63460cb7d59b9c762ee66375 | \n", + "2022-10-11T18:10:51.573946-06:00 | \n", + "2022-10-11T18:20:13.000361-06:00 | \n", + "2.871264 | \n", + "E-bike | \n", + "[-106.38144582651756, 39.64316776975931] | \n", + "
33512 | \n", + "fc | \n", + "487ad897-ba93-404a-8cbe-5de7d1922691 | \n", + "623a4bc9f0300d58f77ba9b8 | \n", + "2022-03-22T15:38:13.494000-06:00 | \n", + "2022-03-22T15:51:07-06:00 | \n", + "1.444385 | \n", + "Shared Car | \n", + "[-105.0954526, 40.569533] | \n", + "
17867 | \n", + "cc | \n", + "2f3b66a5-f985-46d4-b769-1fba57fa640f | \n", + "61e1959312a3a138fcbb1d69 | \n", + "2022-01-14T06:47:48.716459-07:00 | \n", + "2022-01-14T06:54:39.970000-07:00 | \n", + "2.303871 | \n", + "Car | \n", + "[-105.0826736, 39.9943813] | \n", + "
33950 | \n", + "fc | \n", + "313d003d-f34b-4bd9-823b-3474fc93f9f9 | \n", + "625465598e54bd47c8ff0722 | \n", + "2022-04-11T09:56:56.202621-06:00 | \n", + "2022-04-11T10:53:50.151488-06:00 | \n", + "2.768100 | \n", + "Car | \n", + "[-105.08608726470366, 40.56820836013675] | \n", + "
44533 | \n", + "pc | \n", + "a35a1570-7e2a-4301-ac86-9ec3b5802f35 | \n", + "622cd683e491b627c80f18d8 | \n", + "2022-03-12T08:51:31.466416-07:00 | \n", + "2022-03-12T08:58:51-07:00 | \n", + "3.317113 | \n", + "Shared Car | \n", + "[-104.6466135, 38.2185904] | \n", + "
42874 | \n", + "pc | \n", + "0b3e78fa-91d8-4aa6-a320-3440143c8c16 | \n", + "61e81ecf996d7017f57b4ff8 | \n", + "2022-01-19T06:54:08.425561-07:00 | \n", + "2022-01-19T07:00:22-07:00 | \n", + "2.227122 | \n", + "Car | \n", + "[-104.5896471, 38.2773847] | \n", + "
53443 | \n", + "sc | \n", + "8c3c63ab-b3ec-4fc3-a61e-7bf316ee4efd | \n", + "61b13cc984a4d81c09e0155f | \n", + "2021-12-08T15:06:12.955400-07:00 | \n", + "2021-12-08T15:16:38.240000-07:00 | \n", + "5.810327 | \n", + "Shared Car | \n", + "[-105.0732423, 39.914181] | \n", + "
17724 | \n", + "cc | \n", + "5182d93d-6975-4d7b-a062-00cd1ac5980a | \n", + "61dd22844924acb2497e5160 | \n", + "2022-01-10T16:55:50.752738-07:00 | \n", + "2022-01-10T18:57:57.023307-07:00 | \n", + "3.500764 | \n", + "E-bike | \n", + "[-105.10132718067929, 40.001146646513725] | \n", + "
31514 | \n", + "fc | \n", + "7347df5e-0ac9-4a10-9790-b31ba2e8a02a | \n", + "61b9a4725b93981ce8e6cbdc | \n", + "2021-12-15T00:31:53.019789-07:00 | \n", + "2021-12-15T00:39:08-07:00 | \n", + "3.176430 | \n", + "Shared Car | \n", + "[-105.0821056, 40.5763391] | \n", + "
17660 | \n", + "cc | \n", + "8b087643-0c26-41bc-aea9-54ea00520e64 | \n", + "61db53d311f700afd9676be4 | \n", + "2022-01-09T13:07:02.549517-07:00 | \n", + "2022-01-09T13:36:44.975454-07:00 | \n", + "21.163541 | \n", + "Shared Car | \n", + "[-105.17379158186276, 39.95905993975695] | \n", + "
2169 | \n", + "4c | \n", + "863e9c6c-8ec0-48c4-b765-3f73d839c85b | \n", + "6372f0cb3f123ac02180ad8d | \n", + "2022-11-14T17:35:54.562729-07:00 | \n", + "2022-11-14T18:00:42.999992-07:00 | \n", + "3.526616 | \n", + "E-bike | \n", + "[-107.87989211774783, 37.276776048952506] | \n", + "
2756 | \n", + "cc | \n", + "bf774cbe-6c30-40b0-a022-278d36a23f19 | \n", + "62ffeda686b9988c24e69eb5 | \n", + "2022-08-19T12:35:57-06:00 | \n", + "2022-08-19T13:16:48.608000-06:00 | \n", + "0.485015 | \n", + "Walk | \n", + "[-105.2511021, 40.0247824] | \n", + "
32597 | \n", + "fc | \n", + "487ad897-ba93-404a-8cbe-5de7d1922691 | \n", + "61fc63257178b4e7b6668482 | \n", + "2022-02-03T15:37:48.927000-07:00 | \n", + "2022-02-03T15:52:38.870000-07:00 | \n", + "1.554635 | \n", + "Shared Car | \n", + "[-105.0960578, 40.5690845] | \n", + "
39142 | \n", + "pc | \n", + "42b3ee0b-c02a-481a-b1a9-4644a8cd7a0d | \n", + "617b3d244066c0d90c2f2338 | \n", + "2021-10-28T17:20:55.557506-06:00 | \n", + "2021-10-28T17:36:35.742000-06:00 | \n", + "1.886444 | \n", + "E-bike | \n", + "[-104.6151881, 38.24074] | \n", + "
42571 | \n", + "pc | \n", + "eec6936e-1ac3-47ef-9365-881845ec74df | \n", + "61dcb07daa9ecb50d85551a0 | \n", + "2022-01-10T13:36:07.307811-07:00 | \n", + "2022-01-10T14:21:57-07:00 | \n", + "3.535474 | \n", + "Walk | \n", + "[-104.5661823, 38.2499276] | \n", + "
49367 | \n", + "pc | \n", + "0b3e78fa-91d8-4aa6-a320-3440143c8c16 | \n", + "6324cd9c9ad6054fb007b5bb | \n", + "2022-09-16T12:53:50.682124-06:00 | \n", + "2022-09-16T13:01:11-06:00 | \n", + "2.253476 | \n", + "Car | \n", + "[-104.5896159, 38.2773175] | \n", + "
12756 | \n", + "cc | \n", + "4baf8c8a-f7b7-445e-9067-854065e3e612 | \n", + "616b42c6fa1cfa74a8dc336a | \n", + "2021-10-16T14:55:36.605613-06:00 | \n", + "2021-10-16T15:02:19.000228-06:00 | \n", + "2.796356 | \n", + "Shared Car | \n", + "[-105.25461611153163, 40.017708181097156] | \n", + "
32850 | \n", + "fc | \n", + "2114e2a7-5304-475f-ad06-ad201948fbad | \n", + "620dda6e71e2be502e06aacd | \n", + "2022-02-16T21:10:30.973477-07:00 | \n", + "2022-02-16T21:33:39.241000-07:00 | \n", + "3.350976 | \n", + "E-bike | \n", + "[-105.0926692, 40.5769518] | \n", + "
52677 | \n", + "sc | \n", + "742fbefa-e7d7-45a9-bdf6-44659d21e0fa | \n", + "616222a57493a4d18fd8423d | \n", + "2021-10-09T15:30:24.630336-06:00 | \n", + "2021-10-09T15:44:50.871000-06:00 | \n", + "1.000802 | \n", + "Walk | \n", + "[-104.9894481, 39.8893358] | \n", + "
30209 | \n", + "fc | \n", + "26767f9f-3da5-4e93-b692-f8be6acdac43 | \n", + "616e2a67e45eaa2b935af27f | \n", + "2021-10-18T19:34:44.661962-06:00 | \n", + "2021-10-18T19:41:23.504000-06:00 | \n", + "0.699785 | \n", + "E-bike | \n", + "[-105.0333264, 40.5261832] | \n", + "
60334 | \n", + "vail | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "632683fde3cb8d6e4793a390 | \n", + "2022-09-17T19:44:49.657180-06:00 | \n", + "2022-09-17T20:00:30.999957-06:00 | \n", + "4.673265 | \n", + "E-bike | \n", + "[-106.42122164064922, 39.62649647993377] | \n", + "
44619 | \n", + "pc | \n", + "0b3e78fa-91d8-4aa6-a320-3440143c8c16 | \n", + "622f5e850033a860fcd8cba7 | \n", + "2022-03-14T08:34:59.241528-06:00 | \n", + "2022-03-14T08:48:51-06:00 | \n", + "11.822865 | \n", + "Car | \n", + "[-104.6087561, 38.2774455] | \n", + "
27746 | \n", + "fc | \n", + "0eb313ab-00e6-469d-a78c-c2d2e94660fb | \n", + "611fe903cd1d1d8c4a5c0426 | \n", + "2021-08-04T11:42:02.726848-06:00 | \n", + "2021-08-04T12:52:36.999398-06:00 | \n", + "3.021809 | \n", + "Walk | \n", + "[-105.06786912687112, 40.580612112335686] | \n", + "
41911 | \n", + "pc | \n", + "d3735ba2-12dd-4c76-8e16-75dca7bdcb6f | \n", + "61c3ceb5f973bb9f4c6048dc | \n", + "2021-12-22T17:35:23.175045-07:00 | \n", + "2021-12-22T18:03:44.999560-07:00 | \n", + "9.166655 | \n", + "E-bike | \n", + "[-104.60985175866836, 38.26475324879987] | \n", + "
20560 | \n", + "cc | \n", + "737ef849-4f26-407b-8b2a-6b1b1dc631a4 | \n", + "62387bf39137eba8eb5579e6 | \n", + "2022-03-21T05:12:21.535408-06:00 | \n", + "2022-03-21T06:23:48-06:00 | \n", + "0.634459 | \n", + "E-bike | \n", + "[-105.232917, 40.0162115] | \n", + "
14760 | \n", + "cc | \n", + "c7ce889c-796f-4e2a-8859-fa2d7d5068fe | \n", + "6190aa471dce9496f5252b20 | \n", + "2021-11-12T14:32:37.124857-07:00 | \n", + "2021-11-12T15:06:25.305000-07:00 | \n", + "0.650596 | \n", + "E-bike | \n", + "[-105.2457267, 39.9803145] | \n", + "
31637 | \n", + "fc | \n", + "487ad897-ba93-404a-8cbe-5de7d1922691 | \n", + "61c11d4bd3c83a38067ea18a | \n", + "2021-12-20T15:35:58.079855-07:00 | \n", + "2021-12-20T15:47:56-07:00 | \n", + "6.741061 | \n", + "Shared Car | \n", + "[-105.0792252, 40.5215362] | \n", + "
450 | \n", + "4c | \n", + "2cd5668a-c905-4e2e-b2c8-8bb4ed94bc6d | \n", + "6143601ee97f699d9f714aff | \n", + "2021-09-15T23:37:23.197523-06:00 | \n", + "2021-09-16T03:45:45.030380-06:00 | \n", + "2.910644 | \n", + "Walk | \n", + "[-107.87260702798712, 37.2676945692492] | \n", + "
48281 | \n", + "pc | \n", + "bf776197-ee89-4183-8a0a-04c7fa7228e2 | \n", + "62c315a92d0fbceda13f89d0 | \n", + "2022-07-04T08:49:31.641622-06:00 | \n", + "2022-07-04T10:03:33-06:00 | \n", + "24.542379 | \n", + "Personal Micromobility | \n", + "[-103.6551544, 41.8612119] | \n", + "
11790 | \n", + "cc | \n", + "90480ac6-0a3d-475a-88fb-dab0a003dd5d | \n", + "615a63ff2f8464ab5ae1333f | \n", + "2021-10-03T18:24:11.664910-06:00 | \n", + "2021-10-03T18:45:01-06:00 | \n", + "1.296696 | \n", + "E-bike | \n", + "[-105.2638267, 40.0225383] | \n", + "
51205 | \n", + "sc | \n", + "8fdc9b92-6a67-4a9e-a07d-91df2c5e06f2 | \n", + "611fee4ca0b039a408fb6037 | \n", + "2021-07-11T10:13:45.219810-06:00 | \n", + "2021-07-11T10:26:36-06:00 | \n", + "7.869388 | \n", + "Car | \n", + "[-105.0768344, 39.9226555] | \n", + "
863 | \n", + "4c | \n", + "e4cfb2a8-f600-4268-9756-9985e234636e | \n", + "6165fbd708e8f01c0b3f3617 | \n", + "2021-10-12T14:17:27.419580-06:00 | \n", + "2021-10-12T14:39:45.199211-06:00 | \n", + "6.968843 | \n", + "E-bike | \n", + "[-107.88176285930656, 37.27572643358879] | \n", + "
24326 | \n", + "cc | \n", + "e88a8f52-0dde-4454-84c0-a9395e1a0599 | \n", + "629822eabd597502f08e7c0b | \n", + "2022-06-01T19:48:55.837279-06:00 | \n", + "2022-06-01T19:59:54.001232-06:00 | \n", + "2.280104 | \n", + "Shared Car | \n", + "[-105.05522780130157, 39.800455975383336] | \n", + "
28837 | \n", + "fc | \n", + "2114e2a7-5304-475f-ad06-ad201948fbad | \n", + "6128670959ff55a7ef77150b | \n", + "2021-08-26T21:48:56.828652-06:00 | \n", + "2021-08-26T22:07:07.944000-06:00 | \n", + "3.509489 | \n", + "E-bike | \n", + "[-105.0910348, 40.5722016] | \n", + "
\n", + " | Unnamed: 0.1 | \n", + "_id | \n", + "perno | \n", + "metadata_key | \n", + "metadata_platform | \n", + "metadata_write_ts | \n", + "metadata_time_zone | \n", + "metadata_write_local_dt_year | \n", + "metadata_write_local_dt_month | \n", + "metadata_write_local_dt_day | \n", + "... | \n", + "PINC | \n", + "Mode | \n", + "PINC_NUM | \n", + "VEH_num | \n", + "DRIVERS | \n", + "DRIVERS_num | \n", + "veh_per_driver | \n", + "distance_km | \n", + "start_loc | \n", + "end_loc | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "226 | \n", + "613bf52b864145e75c721940 | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.631319e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "10 | \n", + "... | \n", + "$0-9 | \n", + "E-bike | \n", + "6250.0 | \n", + "1 | \n", + "1 | \n", + "<bound method NDFrame.replace of 52 1\\n54... | \n", + "1.0 | \n", + "3.272850 | \n", + "POINT (-107.8743859 37.2823162) | \n", + "POINT (-107.8612555 37.2751879) | \n", + "
1 | \n", + "670 | \n", + "6142b6d64c0c0bd1c1f2b94f | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.631762e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "15 | \n", + "... | \n", + "$0-9 | \n", + "E-bike | \n", + "6250.0 | \n", + "1 | \n", + "1 | \n", + "<bound method NDFrame.replace of 52 1\\n54... | \n", + "1.0 | \n", + "4.078590 | \n", + "POINT (-107.8720135 37.2451211) | \n", + "POINT (-107.8612384 37.2752039) | \n", + "
2 | \n", + "948 | \n", + "613517a04c5e0b56207c9e75 | \n", + "e192b8a0-0b6c-4222-9685-1c93785deaf7 | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.630869e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "5 | \n", + "... | \n", + "$0-9 | \n", + "Shared Car | \n", + "6250.0 | \n", + "1 | \n", + "2 | \n", + "<bound method NDFrame.replace of 52 1\\n54... | \n", + "0.5 | \n", + "1.780559 | \n", + "POINT (-107.8728417 37.2906917) | \n", + "POINT (-107.8669089 37.3047487) | \n", + "
3 | \n", + "1089 | \n", + "615750401e0d62e551327087 | \n", + "e192b8a0-0b6c-4222-9685-1c93785deaf7 | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.633112e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "10 | \n", + "1 | \n", + "... | \n", + "$0-9 | \n", + "Shared Car | \n", + "6250.0 | \n", + "1 | \n", + "2 | \n", + "<bound method NDFrame.replace of 52 1\\n54... | \n", + "0.5 | \n", + "14.958661 | \n", + "POINT (-108.0134717 37.360485) | \n", + "POINT (-107.8510549 37.3227536) | \n", + "
4 | \n", + "1248 | \n", + "616214fa1004b01e83c6b064 | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.633818e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "10 | \n", + "9 | \n", + "... | \n", + "$0-9 | \n", + "Shared Car | \n", + "6250.0 | \n", + "1 | \n", + "1 | \n", + "<bound method NDFrame.replace of 52 1\\n54... | \n", + "1.0 | \n", + "3.833651 | \n", + "POINT (-107.8613672 37.2751519) | \n", + "POINT (-107.8700134 37.2681743) | \n", + "
5 rows × 109 columns
\n", + "e_bike_better | \n", + "e-bike > car | \n", + "e-bike < car | \n", + "
---|---|---|
Smart Commute\\n(Denver North) | \n", + "17.391304 | \n", + "82.608696 | \n", + "
Comunity Cycles\\n(Boulder) | \n", + "64.705882 | \n", + "35.294118 | \n", + "
Fort Collins | \n", + "47.272727 | \n", + "52.727273 | \n", + "
Four Corners\\n(Durango) | \n", + "78.947368 | \n", + "21.052632 | \n", + "
Vail | \n", + "23.529412 | \n", + "76.470588 | \n", + "
Pueblo | \n", + "35.526316 | \n", + "64.473684 | \n", + "
\n", + " | Mode | \n", + "Count | \n", + "Proportion | \n", + "Trip Type | \n", + "Dataset | \n", + "
---|---|---|---|---|---|
0 | \n", + "Car | \n", + "477 | \n", + "0.202634 | \n", + "All Trips | \n", + "Minipilot | \n", + "
1 | \n", + "E-bike | \n", + "776 | \n", + "0.329652 | \n", + "All Trips | \n", + "Minipilot | \n", + "
2 | \n", + "Other | \n", + "28 | \n", + "0.011895 | \n", + "All Trips | \n", + "Minipilot | \n", + "
3 | \n", + "Ridehail | \n", + "65 | \n", + "0.027613 | \n", + "All Trips | \n", + "Minipilot | \n", + "
4 | \n", + "Shared Car | \n", + "685 | \n", + "0.290994 | \n", + "All Trips | \n", + "Minipilot | \n", + "
5 | \n", + "Transit | \n", + "155 | \n", + "0.065845 | \n", + "All Trips | \n", + "Minipilot | \n", + "
6 | \n", + "Walk | \n", + "168 | \n", + "0.071368 | \n", + "All Trips | \n", + "Minipilot | \n", + "
0 | \n", + "Car | \n", + "110 | \n", + "0.295699 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
1 | \n", + "E-bike | \n", + "134 | \n", + "0.360215 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
2 | \n", + "Other | \n", + "0 | \n", + "0.000000 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
3 | \n", + "Ridehail | \n", + "1 | \n", + "0.002688 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
4 | \n", + "Shared Car | \n", + "101 | \n", + "0.271505 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
5 | \n", + "Transit | \n", + "3 | \n", + "0.008065 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
6 | \n", + "Walk | \n", + "23 | \n", + "0.061828 | \n", + "Work Trips | \n", + "Minipilot | \n", + "
\n", + " | distance | \n", + "duration | \n", + "
---|---|---|
count | \n", + "61499.000000 | \n", + "61499.000000 | \n", + "
mean | \n", + "6342.273239 | \n", + "24.148134 | \n", + "
std | \n", + "9654.301203 | \n", + "30.704004 | \n", + "
min | \n", + "100.021226 | \n", + "0.000068 | \n", + "
25% | \n", + "1163.724712 | \n", + "9.174054 | \n", + "
50% | \n", + "3199.192205 | \n", + "15.289935 | \n", + "
75% | \n", + "7003.226418 | \n", + "28.071791 | \n", + "
max | \n", + "80444.735420 | \n", + "479.495935 | \n", + "
\n", + " | Unnamed: 0.1 | \n", + "_id | \n", + "perno | \n", + "metadata_key | \n", + "metadata_platform | \n", + "metadata_write_ts | \n", + "metadata_time_zone | \n", + "metadata_write_local_dt_year | \n", + "metadata_write_local_dt_month | \n", + "metadata_write_local_dt_day | \n", + "... | \n", + "Mode_confirm_EI(kWH) | \n", + "Mode_confirm_lb_CO2 | \n", + "Replaced_mode_fuel | \n", + "ei_Replaced_mode | \n", + "CO2_Replaced_mode | \n", + "ei_trip_Replaced_mode | \n", + "Replaced_mode_EI(kWH) | \n", + "Energy_Impact(kWH) | \n", + "Replaced_mode_lb_CO2 | \n", + "CO2_Impact(lb) | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "380 | \n", + "613bf52b864145e75c721940 | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.631319e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "10 | \n", + "... | \n", + "0.044740 | \n", + "0.052167 | \n", + "human_powered | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.000000 | \n", + "-0.045 | \n", + "0.000000 | \n", + "-0.052 | \n", + "
1 | \n", + "429 | \n", + "6142b6d64c0c0bd1c1f2b94f | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.631762e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "15 | \n", + "... | \n", + "0.055755 | \n", + "0.065010 | \n", + "human_powered | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.000000 | \n", + "-0.056 | \n", + "0.000000 | \n", + "-0.065 | \n", + "
3 | \n", + "431 | \n", + "613abfcfd8ca14c31371e056 | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.631240e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "9 | \n", + "9 | \n", + "... | \n", + "0.043041 | \n", + "0.050186 | \n", + "human_powered | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.000000 | \n", + "-0.043 | \n", + "0.000000 | \n", + "-0.050 | \n", + "
4 | \n", + "444 | \n", + "6125ee127a779613738ad1a4 | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.629876e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "8 | \n", + "25 | \n", + "... | \n", + "0.035032 | \n", + "0.040848 | \n", + "human_powered | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.000000 | \n", + "-0.035 | \n", + "0.000000 | \n", + "-0.041 | \n", + "
5 | \n", + "445 | \n", + "61265e8b06e4c6c000ae239d | \n", + "9910245f-ee4e-4cca-ab4c-dd2312eb0d5d | \n", + "analysis/confirmed_trip | \n", + "server | \n", + "1.629905e+09 | \n", + "America/Los_Angeles | \n", + "2021 | \n", + "8 | \n", + "25 | \n", + "... | \n", + "0.023835 | \n", + "0.027792 | \n", + "human_powered | \n", + "0.0 | \n", + "0.0 | \n", + "0.0 | \n", + "0.000000 | \n", + "-0.024 | \n", + "0.000000 | \n", + "-0.028 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
61493 | \n", + "7430 | \n", + "6362c7075d867f05e387cd78 | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "NaN | \n", + "server | \n", + "1.667418e+09 | \n", + "America/Los_Angeles | \n", + "2022 | \n", + "11 | \n", + "2 | \n", + "... | \n", + "0.017163 | \n", + "0.020012 | \n", + "diesel | \n", + "4560.0 | \n", + "161.3 | \n", + "0.0 | \n", + "1.042576 | \n", + "1.025 | \n", + "0.573812 | \n", + "0.554 | \n", + "
61494 | \n", + "7431 | \n", + "6362c7075d867f05e387cd79 | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "NaN | \n", + "server | \n", + "1.667418e+09 | \n", + "America/Los_Angeles | \n", + "2022 | \n", + "11 | \n", + "2 | \n", + "... | \n", + "0.019230 | \n", + "0.022422 | \n", + "diesel | \n", + "4560.0 | \n", + "161.3 | \n", + "0.0 | \n", + "1.168131 | \n", + "1.149 | \n", + "0.642914 | \n", + "0.620 | \n", + "
61496 | \n", + "7433 | \n", + "6363456db80d9c8871fde73e | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "NaN | \n", + "server | \n", + "1.667450e+09 | \n", + "America/Los_Angeles | \n", + "2022 | \n", + "11 | \n", + "2 | \n", + "... | \n", + "0.011502 | \n", + "0.013411 | \n", + "diesel | \n", + "4560.0 | \n", + "161.3 | \n", + "0.0 | \n", + "0.698681 | \n", + "0.687 | \n", + "0.384539 | \n", + "0.371 | \n", + "
61497 | \n", + "7434 | \n", + "636418a94e0e962134470703 | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "NaN | \n", + "server | \n", + "1.667504e+09 | \n", + "America/Los_Angeles | \n", + "2022 | \n", + "11 | \n", + "3 | \n", + "... | \n", + "0.014626 | \n", + "0.017054 | \n", + "diesel | \n", + "4560.0 | \n", + "161.3 | \n", + "0.0 | \n", + "0.888492 | \n", + "0.874 | \n", + "0.489007 | \n", + "0.472 | \n", + "
61498 | \n", + "7435 | \n", + "636ab05bd95c00d49d1c45c6 | \n", + "68788082-836e-4762-b26a-d0877643fdcf | \n", + "NaN | \n", + "server | \n", + "1.667936e+09 | \n", + "America/Los_Angeles | \n", + "2022 | \n", + "11 | \n", + "8 | \n", + "... | \n", + "0.016875 | \n", + "0.019676 | \n", + "diesel | \n", + "4560.0 | \n", + "161.3 | \n", + "0.0 | \n", + "1.025076 | \n", + "1.008 | \n", + "0.564180 | \n", + "0.545 | \n", + "
17350 rows × 121 columns
\n", + "