Data Analytics Project

Max TEIGER, Clément HALBEHER, Mathis MAUNICK
2019

Introduction

This application was developed as part of a data analysis course at ECE Paris. we will analyze diiferents aggregations from data of:

  • SNCF Train (per year 2015, 2016, 2017, 2018)
  • US flights

Trains Data

[1] "Numbers of rows and columns : 5462, 27"
 [1] "year"                            "month"                          
 [3] "service"                         "departure_station"              
 [5] "arrival_station"                 "journey_time_avg"               
 [7] "total_num_trips"                 "num_of_canceled_trains"         
 [9] "comment_cancellations"           "num_late_at_departure"          
[11] "avg_delay_late_at_departure"     "avg_delay_all_departing"        
[13] "comment_delays_at_departure"     "num_arriving_late"              
[15] "avg_delay_late_on_arrival"       "avg_delay_all_arriving"         
[17] "comment_delays_on_arrival"       "delay_cause_external_cause"     
[19] "delay_cause_rail_infrastructure" "delay_cause_traffic_management" 
[21] "delay_cause_rolling_stock"       "delay_cause_station_management" 
[23] "delay_cause_travelers"           "num_greater_15_min_late"        
[25] "avg_delay_late_greater_15_min"   "num_greater_30_min_late"        
[27] "num_greater_60_min_late"        

Distribution of causes of delay

plot of chunk unnamed-chunk-2

Some relevant values

[1] "On all years number of trains : 1492939"
[1] "Number of delayed trains at departure :227097"
[1] "On average 15 % are late"
[1] "17 min is the average time of late trains on departure"

Plains Data

[1] "Numbers of rows and columns in flights : 5000, 32"
[1] "Numbers of rows and columns in airports : 322, 7"
[1] "Numbers of rows and columns in airlines : 14, 2"

The data is centered on the united states

plot of chunk unnamed-chunk-5

Some relevant values

[1] "The total of flights is 5000"
[1] "a total distance in kilometers of 4114274 km"
[1] "Average flight time of 144 minutes"
[1] "Average distance in kilometers of 823 km"