Diver - Gyap Vej - Pitching Vej - 9 iron - 8 iron - Peven - Sixer

DRIVER Swing Stats

Overview

Averages based on 204 shots

Carry Yds206
Total Yds233
Offline Yds2
Ball Speed MPH137
Launch Angle11
Shot ShapeSLICE
Total Spin RPM2697
Peak Height Yds21

Reproduction

Analysis started2021-06-07 15:29:18.643056
Analysis finished2021-06-07 15:29:31.943211
Duration13.3 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Total Yds is highly correlated with Carry YdsHigh correlation
Carry Yds is highly correlated with Total YdsHigh correlation
Total Yds is highly correlated with Carry YdsHigh correlation
Carry Yds is highly correlated with Total YdsHigh correlation

Variables

Carry Yds

HIGH CORRELATION
HIGH CORRELATION

Mean206
Minimum59
Maximum259

Quantile statistics

Minimum59
5-th percentile153.505
Q1191.225
median212.45
Q3224.6
95-th percentile243.245
Maximum259
Range200
Interquartile range (IQR)33.375

Descriptive statistics

Standard deviation28.83328139
Coefficient of variation (CV)0.1399673854
Kurtosis2.495274022
Mean206
Median Absolute Deviation (MAD)16.25
Skewness-1.093726496
Sum42029
Variance831.3581155
Histogram with fixed size bins (bins=10)

Total Yds

HIGH CORRELATION
HIGH CORRELATION

Mean233
Minimum144
Maximum286

Quantile statistics

Minimum144
5-th percentile189.68
Q1218
median235.9
Q3249.45
95-th percentile267.54
Maximum286
Range142
Interquartile range (IQR)31.45

Descriptive statistics

Standard deviation24.50841514
Coefficient of variation (CV)0.1051863311
Kurtosis0.612272137
Mean233
Median Absolute Deviation (MAD)15.7
Skewness-0.6153537383
Sum47596.4
Variance600.6624128
Histogram with fixed size bins (bins=10)

Offline Yds

Mean2
Minimum-85
Maximum105

Quantile statistics

Minimum-85
5-th percentile-57.87
Q1-33.75
median-1.8
Q329.575
95-th percentile73.54
Maximum105
Range190
Interquartile range (IQR)63.325

Descriptive statistics

Standard deviation42.08928474
Coefficient of variation (CV)21.04464237
Kurtosis-0.757417113
Mean2
Median Absolute Deviation (MAD)31.75
Skewness0.2888388769
Sum495.1
Variance1771.50789
Histogram with fixed size bins (bins=10)

Shot Result
Categorical

Most Common Shot ResultSLICE
SLICE
69
HOOK
66
STRAIGHT
31
PUSH
20
PULL
 
11
ValueCountFrequency (%) 
SLICE6933.8%
 
HOOK6632.4%
 
STRAIGHT3115.2%
 
PUSH209.8%
 
PULL115.4%
 
DRAW73.4%
 

Ball Speed MPH

Mean137
Minimum104
Maximum150

Quantile statistics

Minimum104
5-th percentile127.69
Q1134.9
median138.25
Q3141.65
95-th percentile147.085
Maximum150
Range46
Interquartile range (IQR)6.75

Descriptive statistics

Standard deviation6.37981247
Coefficient of variation (CV)0.04656797423
Kurtosis5.613854585
Mean137
Median Absolute Deviation (MAD)3.35
Skewness-1.535248886
Sum28112.8
Variance40.70200715
Histogram with fixed size bins (bins=10)

Launch Angle

Mean11
Minimum1
Maximum35

Quantile statistics

Minimum1
5-th percentile5.53
Q18.7
median10.8
Q312.825
95-th percentile16.485
Maximum35
Range34
Interquartile range (IQR)4.125

Descriptive statistics

Standard deviation3.773740525
Coefficient of variation (CV)0.3430673205
Kurtosis8.37327139
Mean11
Median Absolute Deviation (MAD)2.1
Skewness1.548399535
Sum2246.6
Variance14.24111755
Histogram with fixed size bins (bins=10)

Total Spin RPM

Mean2697
Minimum850
Maximum7765

Quantile statistics

Minimum850
5-th percentile1476.5
Q12093.75
median2462.5
Q33092.5
95-th percentile4943.75
Maximum7765
Range6915
Interquartile range (IQR)998.75

Descriptive statistics

Standard deviation1075.852098
Coefficient of variation (CV)0.39890697
Kurtosis4.59748378
Mean2697
Median Absolute Deviation (MAD)487.5
Skewness1.780444518
Sum550320
Variance1157457.737
Histogram with fixed size bins (bins=10)

Peak Height Yds

Mean21
Minimum1
Maximum71

Quantile statistics

Minimum1
5-th percentile7.03
Q113.875
median21.05
Q327.35
95-th percentile40.915
Maximum71
Range70
Interquartile range (IQR)13.475

Descriptive statistics

Standard deviation11.13651969
Coefficient of variation (CV)0.5303104616
Kurtosis3.798815788
Mean21
Median Absolute Deviation (MAD)6.8
Skewness1.354283183
Sum4469.6
Variance124.0220709
Histogram with fixed size bins (bins=10)

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Sample

Last rows

Carry YdsTotal YdsOffline YdsShot ResultBall Speed MPHLaunch AngleTotal Spin RPMPeak Height Yds
199224.1245.772.2SLICE142.211.5282571.1
200170.9210.9-48.2HOOK136.211.0142531.7
201196.1238.1-28.2HOOK138.410.7112535.6
202141.3186.0-10.9DRAW121.65.0217514.9
203170.2216.2-30.4HOOK134.011.585030.4

Random sample

Carry YdsTotal YdsOffline YdsShot ResultBall Speed MPHLaunch AngleTotal Spin RPMPeak Height Yds
29192.2225.1-44.7HOOK138.19.9178512.3
123211.3237.627.5SLICE136.69.1277518.1
158197.6214.462.3SLICE137.410.5435021.8
54201.7228.0-27.7HOOK134.28.7226514.3
185198.3212.378.8SLICE139.712.2515025.4