cricket: Cricket data set for different seasons of Indian Premier...

In gravitas: Explore Probability Distributions for Bivariate Temporal Granularities

Description

The Indian Premier League played by teams representing different cities in India from 2008 to 2016.

Usage

cricket

Format

A tibble with 8560 rows and 11 variables.

season

years representing IPL season

match_id

match codes

batting_team

name of batting team

bowling_team

name of bowling team

inning

innings of the match

over

overs of the inning

wicket

number of wickets in each over

dot_balls

number of balls with no runs in an over

runs_per_over

Runs for each over

run_rate

run rate for each over

Source

https://www.kaggle.com/josephgpinto/ipl-data-analysis/data

Examples

data(cricket)

library(tsibble)
library(dplyr)
library(ggplot2)

# convert data set to a tsibble ----
cricket_tsibble <- cricket %>%
  mutate(data_index = row_number()) %>%
  as_tsibble(index = data_index)
# set the hierarchy of the units in a table ----
hierarchy_model <- tibble::tibble(
  units = c("index", "over", "inning", "match"),
  convert_fct = c(1, 20, 2, 1)
)
# Compute granularities ----
cricket_tsibble %>%
  create_gran("over_inning",
               hierarchy_model)
# Visualise distribution of runs across granularities ----
cricket_tsibble %>%
  filter(batting_team %in% c("Mumbai Indians",
                             "Chennai Super Kings"))%>%
  prob_plot("inning", "over",
  hierarchy_model,
  response = "runs_per_over",
  plot_type = "lv")

Example output

sh: 1: timedatectl: Permission denied
Error in file(con, "r") : cannot open the connection
In addition: Warning messages:
1: In system("timedatectl", intern = TRUE) :
  running command 'timedatectl' had status 126
2: In file(con, "r") : cannot open file '/etc/timezone': Permission denied

Attaching package: ‘dplyr’

The following objects are masked from ‘package:stats’:

    filter, lag

The following objects are masked from ‘package:base’:

    intersect, setdiff, setequal, union

# A tsibble: 8,560 x 12 [1]
   season match_id batting_team bowling_team inning  over wicket dot_balls
    <dbl>    <dbl> <chr>        <chr>         <dbl> <dbl>  <dbl>     <dbl>
 1   2008        2 Chennai Sup… Kings XI Pu…      1     1      0         4
 2   2008        2 Chennai Sup… Kings XI Pu…      1     2      0         2
 3   2008        2 Chennai Sup… Kings XI Pu…      1     3      1         4
 4   2008        2 Chennai Sup… Kings XI Pu…      1     4      0         3
 5   2008        2 Chennai Sup… Kings XI Pu…      1     5      0         3
 6   2008        2 Chennai Sup… Kings XI Pu…      1     6      0         3
 7   2008        2 Chennai Sup… Kings XI Pu…      1     7      1         1
 8   2008        2 Chennai Sup… Kings XI Pu…      1     8      1         3
 9   2008        2 Chennai Sup… Kings XI Pu…      1     9      0         1
10   2008        2 Chennai Sup… Kings XI Pu…      1    10      0         2
# … with 8,550 more rows, and 4 more variables: runs_per_over <dbl>,
#   run_rate <dbl>, data_index <int>, over_inning <fct>
Joining, by = c("inning", "over")
Joining, by = c("inning", "over")

gravitas documentation built on July 2, 2020, 4:01 a.m.