diff --git a/blogContent/photos/2019/june/oriskany-battlefield/1.jpg b/blogContent/photos/2019/1.jpg similarity index 100% rename from blogContent/photos/2019/june/oriskany-battlefield/1.jpg rename to blogContent/photos/2019/1.jpg diff --git a/blogContent/photos/2019/june/1.jpg b/blogContent/photos/2019/6/1.jpg similarity index 100% rename from blogContent/photos/2019/june/1.jpg rename to blogContent/photos/2019/6/1.jpg diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/1.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/1.jpg new file mode 100644 index 0000000..d781aaa Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/1.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00728.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00728.jpg new file mode 100644 index 0000000..0db5f10 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00728.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00789.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00789.jpg new file mode 100644 index 0000000..ba8c3ba Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00789.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00816.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00816.jpg new file mode 100644 index 0000000..8683256 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00816.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00825.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00825.jpg new file mode 100644 index 0000000..ff34156 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00825.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00853.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00853.jpg new file mode 100644 index 0000000..8dc5130 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00853.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00884.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00884.jpg new file mode 100644 index 0000000..43b7832 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00884.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00897.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00897.jpg new file mode 100644 index 0000000..c7c0a79 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00897.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/DSC00953.jpg b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00953.jpg new file mode 100644 index 0000000..99fb0b4 Binary files /dev/null and b/blogContent/photos/2019/6/bellamy-harbor-park/DSC00953.jpg differ diff --git a/blogContent/photos/2019/6/bellamy-harbor-park/post.md b/blogContent/photos/2019/6/bellamy-harbor-park/post.md new file mode 100644 index 0000000..4467e4c --- /dev/null +++ b/blogContent/photos/2019/6/bellamy-harbor-park/post.md @@ -0,0 +1 @@ +# Bellamy Harbor Park \ No newline at end of file diff --git a/blogContent/photos/2019/6/charlotte-pier/1.jpg b/blogContent/photos/2019/6/charlotte-pier/1.jpg new file mode 100644 index 0000000..9487844 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/1.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02490.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02490.jpg new file mode 100644 index 0000000..ca084fc Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02490.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02502.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02502.jpg new file mode 100644 index 0000000..c674d2a Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02502.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02520.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02520.jpg new file mode 100644 index 0000000..00fa9d8 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02520.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02540.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02540.jpg new file mode 100644 index 0000000..2c3f719 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02540.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02589.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02589.jpg new file mode 100644 index 0000000..f493cb1 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02589.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02594.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02594.jpg new file mode 100644 index 0000000..0241d18 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02594.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02613.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02613.jpg new file mode 100644 index 0000000..28e6bbb Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02613.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02628.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02628.jpg new file mode 100644 index 0000000..c3ce01b Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02628.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/DSC02644.jpg b/blogContent/photos/2019/6/charlotte-pier/DSC02644.jpg new file mode 100644 index 0000000..ea76b06 Binary files /dev/null and b/blogContent/photos/2019/6/charlotte-pier/DSC02644.jpg differ diff --git a/blogContent/photos/2019/6/charlotte-pier/post.md b/blogContent/photos/2019/6/charlotte-pier/post.md new file mode 100644 index 0000000..f0aab8a --- /dev/null +++ b/blogContent/photos/2019/6/charlotte-pier/post.md @@ -0,0 +1,3 @@ +# Charlotte Pier + +Visiting charlotte pier while it was flooding. \ No newline at end of file diff --git a/blogContent/photos/2019/6/chittenango-falls/1.jpg b/blogContent/photos/2019/6/chittenango-falls/1.jpg new file mode 100644 index 0000000..5bdc3a9 Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/1.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01541.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01541.jpg new file mode 100644 index 0000000..fe9da82 Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01541.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01548.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01548.jpg new file mode 100644 index 0000000..a67ca48 Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01548.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01623.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01623.jpg new file mode 100644 index 0000000..b31a41a Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01623.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01713.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01713.jpg new file mode 100644 index 0000000..62f858b Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01713.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01756.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01756.jpg new file mode 100644 index 0000000..6c3b8ab Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01756.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01777.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01777.jpg new file mode 100644 index 0000000..d545e97 Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01777.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/DSC01783.jpg b/blogContent/photos/2019/6/chittenango-falls/DSC01783.jpg new file mode 100644 index 0000000..86fd364 Binary files /dev/null and b/blogContent/photos/2019/6/chittenango-falls/DSC01783.jpg differ diff --git a/blogContent/photos/2019/6/chittenango-falls/post.md b/blogContent/photos/2019/6/chittenango-falls/post.md new file mode 100644 index 0000000..2fa5a7f --- /dev/null +++ b/blogContent/photos/2019/6/chittenango-falls/post.md @@ -0,0 +1 @@ +# Chittenango Falls State Park \ No newline at end of file diff --git a/blogContent/photos/2019/6/delta-dam/1.jpg b/blogContent/photos/2019/6/delta-dam/1.jpg new file mode 100644 index 0000000..c4d3893 Binary files /dev/null and b/blogContent/photos/2019/6/delta-dam/1.jpg differ diff --git a/blogContent/photos/2019/6/delta-dam/DSC01458.jpg b/blogContent/photos/2019/6/delta-dam/DSC01458.jpg new file mode 100644 index 0000000..1f69cb0 Binary files /dev/null and b/blogContent/photos/2019/6/delta-dam/DSC01458.jpg differ diff --git a/blogContent/photos/2019/6/delta-dam/DSC01512.jpg b/blogContent/photos/2019/6/delta-dam/DSC01512.jpg new file mode 100644 index 0000000..f563605 Binary files /dev/null and b/blogContent/photos/2019/6/delta-dam/DSC01512.jpg differ diff --git a/blogContent/photos/2019/6/delta-dam/post.md b/blogContent/photos/2019/6/delta-dam/post.md new file mode 100644 index 0000000..9cc0ca1 --- /dev/null +++ b/blogContent/photos/2019/6/delta-dam/post.md @@ -0,0 +1 @@ +# Delta Dam \ No newline at end of file diff --git a/blogContent/photos/2019/june/dir.md b/blogContent/photos/2019/6/dir.md similarity index 100% rename from blogContent/photos/2019/june/dir.md rename to blogContent/photos/2019/6/dir.md diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/1.jpg b/blogContent/photos/2019/6/erie-canal-lock-20/1.jpg new file mode 100644 index 0000000..347e608 Binary files /dev/null and b/blogContent/photos/2019/6/erie-canal-lock-20/1.jpg differ diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/DSC02740.jpg b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02740.jpg new file mode 100644 index 0000000..16f4546 Binary files /dev/null and b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02740.jpg differ diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/DSC02799.jpg b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02799.jpg new file mode 100644 index 0000000..872e375 Binary files /dev/null and b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02799.jpg differ diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/DSC02813.jpg b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02813.jpg new file mode 100644 index 0000000..a61edaf Binary files /dev/null and b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02813.jpg differ diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/DSC02837.jpg b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02837.jpg new file mode 100644 index 0000000..105aeb4 Binary files /dev/null and b/blogContent/photos/2019/6/erie-canal-lock-20/DSC02837.jpg differ diff --git a/blogContent/photos/2019/6/erie-canal-lock-20/post.md b/blogContent/photos/2019/6/erie-canal-lock-20/post.md new file mode 100644 index 0000000..c52a2b5 --- /dev/null +++ b/blogContent/photos/2019/6/erie-canal-lock-20/post.md @@ -0,0 +1 @@ +# Lock 20 State Canal Park \ No newline at end of file diff --git a/blogContent/photos/2019/6/family/1.jpg b/blogContent/photos/2019/6/family/1.jpg new file mode 100644 index 0000000..4d2311b Binary files /dev/null and b/blogContent/photos/2019/6/family/1.jpg differ diff --git a/blogContent/photos/2019/6/family/DSC02685.jpg b/blogContent/photos/2019/6/family/DSC02685.jpg new file mode 100644 index 0000000..feba712 Binary files /dev/null and b/blogContent/photos/2019/6/family/DSC02685.jpg differ diff --git a/blogContent/photos/2019/6/family/DSC02690.jpg b/blogContent/photos/2019/6/family/DSC02690.jpg new file mode 100644 index 0000000..86a555c Binary files /dev/null and b/blogContent/photos/2019/6/family/DSC02690.jpg differ diff --git a/blogContent/photos/2019/6/family/DSC02703.jpg b/blogContent/photos/2019/6/family/DSC02703.jpg new file mode 100644 index 0000000..82cb6bb Binary files /dev/null and b/blogContent/photos/2019/6/family/DSC02703.jpg differ diff --git a/blogContent/photos/2019/6/family/DSC02724.jpg b/blogContent/photos/2019/6/family/DSC02724.jpg new file mode 100644 index 0000000..a6bd01d Binary files /dev/null and b/blogContent/photos/2019/6/family/DSC02724.jpg differ diff --git a/blogContent/photos/2019/6/family/post.md b/blogContent/photos/2019/6/family/post.md new file mode 100644 index 0000000..6f65c48 --- /dev/null +++ b/blogContent/photos/2019/6/family/post.md @@ -0,0 +1 @@ +# Visiting Family \ No newline at end of file diff --git a/blogContent/photos/2019/june/green-lake/1.jpg b/blogContent/photos/2019/6/green-lake/1.jpg similarity index 100% rename from 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b/blogContent/photos/2019/6/green-lake/DSC01939.jpg similarity index 100% rename from blogContent/photos/2019/june/green-lake/DSC01939.jpg rename to blogContent/photos/2019/6/green-lake/DSC01939.jpg diff --git a/blogContent/photos/2019/june/green-lake/DSC01944.jpg b/blogContent/photos/2019/6/green-lake/DSC01944.jpg similarity index 100% rename from blogContent/photos/2019/june/green-lake/DSC01944.jpg rename to blogContent/photos/2019/6/green-lake/DSC01944.jpg diff --git a/blogContent/photos/2019/june/green-lake/DSC01972.jpg b/blogContent/photos/2019/6/green-lake/DSC01972.jpg similarity index 100% rename from blogContent/photos/2019/june/green-lake/DSC01972.jpg rename to blogContent/photos/2019/6/green-lake/DSC01972.jpg diff --git a/blogContent/photos/2019/june/green-lake/DSC02005.jpg b/blogContent/photos/2019/6/green-lake/DSC02005.jpg similarity index 100% rename from blogContent/photos/2019/june/green-lake/DSC02005.jpg rename to blogContent/photos/2019/6/green-lake/DSC02005.jpg diff --git a/blogContent/photos/2019/june/green-lake/DSC02011.jpg b/blogContent/photos/2019/6/green-lake/DSC02011.jpg similarity index 100% rename from blogContent/photos/2019/june/green-lake/DSC02011.jpg rename to blogContent/photos/2019/6/green-lake/DSC02011.jpg diff --git a/blogContent/photos/2019/june/green-lake/post.md b/blogContent/photos/2019/6/green-lake/post.md similarity index 100% rename from blogContent/photos/2019/june/green-lake/post.md rename to blogContent/photos/2019/6/green-lake/post.md diff --git a/blogContent/photos/2019/june/griffis-park/1.jpg b/blogContent/photos/2019/6/griffis-park/1.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/1.jpg rename to blogContent/photos/2019/6/griffis-park/1.jpg diff --git a/blogContent/photos/2019/june/griffis-park/DSC00455.jpg b/blogContent/photos/2019/6/griffis-park/DSC00455.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00455.jpg rename to 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similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00495.jpg rename to blogContent/photos/2019/6/griffis-park/DSC00495.jpg diff --git a/blogContent/photos/2019/june/griffis-park/DSC00510.jpg b/blogContent/photos/2019/6/griffis-park/DSC00510.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00510.jpg rename to blogContent/photos/2019/6/griffis-park/DSC00510.jpg diff --git a/blogContent/photos/2019/june/griffis-park/DSC00534.jpg b/blogContent/photos/2019/6/griffis-park/DSC00534.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00534.jpg rename to blogContent/photos/2019/6/griffis-park/DSC00534.jpg diff --git a/blogContent/photos/2019/june/griffis-park/DSC00567.jpg b/blogContent/photos/2019/6/griffis-park/DSC00567.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00567.jpg rename to blogContent/photos/2019/6/griffis-park/DSC00567.jpg diff --git a/blogContent/photos/2019/june/griffis-park/DSC00596.jpg b/blogContent/photos/2019/6/griffis-park/DSC00596.jpg similarity index 100% rename from blogContent/photos/2019/june/griffis-park/DSC00596.jpg rename to blogContent/photos/2019/6/griffis-park/DSC00596.jpg diff --git a/blogContent/photos/2019/6/griffis-park/post.md b/blogContent/photos/2019/6/griffis-park/post.md new file mode 100644 index 0000000..528c7c5 --- /dev/null +++ b/blogContent/photos/2019/6/griffis-park/post.md @@ -0,0 +1,3 @@ +# Griffis Park + +Just another manic Monday. \ No newline at end of file diff --git a/blogContent/photos/2019/june/holley-falls/1.jpg b/blogContent/photos/2019/6/holley-falls/1.jpg similarity index 100% rename from blogContent/photos/2019/june/holley-falls/1.jpg rename to blogContent/photos/2019/6/holley-falls/1.jpg diff --git a/blogContent/photos/2019/june/holley-falls/DSC02343.jpg b/blogContent/photos/2019/6/holley-falls/DSC02343.jpg similarity index 100% rename from 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a/blogContent/photos/2019/june/holley-falls/DSC02424.jpg b/blogContent/photos/2019/6/holley-falls/DSC02424.jpg similarity index 100% rename from blogContent/photos/2019/june/holley-falls/DSC02424.jpg rename to blogContent/photos/2019/6/holley-falls/DSC02424.jpg diff --git a/blogContent/photos/2019/june/holley-falls/post.md b/blogContent/photos/2019/6/holley-falls/post.md similarity index 100% rename from blogContent/photos/2019/june/holley-falls/post.md rename to blogContent/photos/2019/6/holley-falls/post.md diff --git a/blogContent/photos/2019/june/mohawk-river-trail/1.jpg b/blogContent/photos/2019/6/mohawk-river-trail/1.jpg similarity index 100% rename from blogContent/photos/2019/june/mohawk-river-trail/1.jpg rename to blogContent/photos/2019/6/mohawk-river-trail/1.jpg diff --git a/blogContent/photos/2019/june/mohawk-river-trail/DSC02145.jpg b/blogContent/photos/2019/6/mohawk-river-trail/DSC02145.jpg similarity index 100% rename from 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0000000..00b28ff --- /dev/null +++ b/blogContent/photos/2019/6/rome-sand-plains/post.md @@ -0,0 +1,3 @@ +# Rome Sand Plains Unique Area + +Testing new fisheye lens. \ No newline at end of file diff --git a/blogContent/photos/2019/dir.md b/blogContent/photos/2019/dir.md index a33b6c6..5994231 100644 --- a/blogContent/photos/2019/dir.md +++ b/blogContent/photos/2019/dir.md @@ -1 +1 @@ -# June +# 2019 diff --git a/blogContent/photos/2019/june/griffis-park/post.md b/blogContent/photos/2019/june/griffis-park/post.md deleted file mode 100644 index c335060..0000000 --- a/blogContent/photos/2019/june/griffis-park/post.md +++ /dev/null @@ -1,3 +0,0 @@ -# Griffis Park - -It's just another manic Monday. \ No newline at end of file diff --git a/blogContent/photos/dir.md b/blogContent/photos/dir.md new file mode 100644 index 0000000..dd6d294 --- /dev/null +++ b/blogContent/photos/dir.md @@ -0,0 +1,6 @@ +# Photography + +This is a collection of photos that I have taken and wanted to share. +Photos are organized year/month/event. +To view an image, or traverse a directory simply click on the image. +All the images are exported as 1080p; to get full resolution images, [contact me](/contact) using my website's form. \ No newline at end of file diff --git a/blogContent/posts/data-science/datafest-2019.md b/blogContent/posts/data-science/datafest-2019.md index 1a92765..dcd2520 100644 --- a/blogContent/posts/data-science/datafest-2019.md +++ b/blogContent/posts/data-science/datafest-2019.md @@ -1,4 +1,7 @@ +https://rpubs.com/patrickoster/481524 + +https://rpubs.com/patrickoster/481544 # Importing and Cleaning Data @@ -15,34 +18,44 @@ ## Abstract -The way in which a team trains is critical in ensuring that everyone performs at their peak performance -during a game. In order to effectively train a team to optimize their gameday performance, it would make -intuitive sense to monitor their training data with respect to their perceived fatigue. Through analyzing -time series data provided by our partnering women’s rugby team, it was observed that this team altered -their training schedule close to games. Although there is some relationship between the two in the long -run, our attempts at modeling fatigue and work load in the short run suggests little to no correlation using -linear regressions. This suggests that modeling fatigue is a more complex problem including a slew of factors -both psychological and physical which spans over a period of time; coaches should pay attention not only to -training but also sleep and mental wellness for happy and competitive teams. To most effectively forecast an -individual’s performance during a game, we propose a system which takes into account physiological factors -such as desire and physical factors such as sleep, soreness and amount of training. +The way in which a team trains is critical in ensuring that everyone +performs at their peak performance during a game. In order to +effectively train a team to optimize their gameday performance, it +would make intuitive sense to monitor their training data with respect +to their perceived fatigue. Through analyzing time series data +provided by our partnering women’s rugby team, it was observed that +this team altered their training schedule close to games. Although +there is some relationship between the two in the long run, our +attempts at modeling fatigue and work load in the short run suggests +little to no correlation using linear regressions. This suggests that +modeling fatigue is a more complex problem including a slew of factors +both psychological and physical which spans over a period of time; +coaches should pay attention not only to training but also sleep and +mental wellness for happy and competitive teams. To most effectively +forecast an individual’s performance during a game, we propose a +system which takes into account physiological factors such as desire +and physical factors such as sleep, soreness and amount of training. ## Methodology -We employed a wide range of techniques for establishing our models and hypotheses, including smoothing -of time series Information, testing of hypotheses based on a prior understanding of the domain, plotting -and visually analyzing pairs of variables, and artificial intelligence algorithms that found various linear and -nonlinear patterns in the dataset. Coefficients of determination were calculated to determine fitness of linear -models, and F1 scores were analyzed to validate complex nonlinear classification models. +We employed a wide range of techniques for establishing our models and +hypotheses, including smoothing of time series Information, testing of +hypotheses based on a prior understanding of the domain, plotting and +visually analyzing pairs of variables, and artificial intelligence +algorithms that found various linear and nonlinear patterns in the +dataset. Coefficients of determination were calculated to determine +fitness of linear models, and F1 scores were analyzed to validate +complex nonlinear classification models. ## Modeling Fatigue -Fatigue can be effectively and linearly modeled using daily records and time series moving -averages of acute chronic ratios, daily workload, sleep quality, and sleep hours. -This means that instead of only lowering training before competitions, coaches -should put focus on preparing the athletes physically and mentally through a -combination of measures with a focus on sleep. +Fatigue can be effectively and linearly modeled using daily records +and time series moving averages of acute chronic ratios, daily +workload, sleep quality, and sleep hours. This means that instead of +only lowering training before competitions, coaches should put focus +on preparing the athletes physically and mentally through a +combination of measures with a focus on sleep. | Iterations/100 | Mean Squared Error | @@ -59,25 +72,28 @@ Final R2: 0.532 ## Predicting Performance -Trivially, performance of an individual cannot be modeled using simple linear regressions -only involving one factors. We therefore developed and optimized a deep neural - network to capture the patterns involving fatigue, sleep, and self-rated performance. - -The structure of the network is a 3-layer (input, output, and a hidden layer) -sigmoid classifier that was trained on batches of 32 samples from players with -respect to features: normalized perceived fatigue, sliding average of -perceived fatigue, sliding average over sleep hours, and the perceived sleep quality of -the players. It is optimized through the Adam optimizer with a learning rate of -.005 and cross entropy to calculate the loss between the logits and labels. - -The logits of the work are a confidence output on which class the network -feels the sample most likely belongs to, the real value of which is the -classification of perceived performance by the player. Through this method, -we can show a correlation between fatigue, sleep, and self-rated performance, -as well as a means to predict this self-rate performance based off of fatigue -and self-perceived sleep quality. - -Results with LR=.01, Batch=32: +Trivially, performance of an individual cannot be modeled using simple +linear regressions only involving one factors. We therefore developed +and optimized a deep neural network to capture the patterns involving +fatigue, sleep, and self-rated performance. + +The structure of the network is a 3-layer (input, output, and a hidden +layer) sigmoid classifier that was trained on batches of 32 samples +from players with respect to features: normalized perceived fatigue, +sliding average of perceived fatigue, sliding average over sleep +hours, and the perceived sleep quality of the players. It is optimized +through the Adam optimizer with a learning rate of .005 and cross +entropy to calculate the loss between the logits and labels. + +The logits of the work are a confidence output on which class the +network feels the sample most likely belongs to, the real value of +which is the classification of perceived performance by the player. +Through this method, we can show a correlation between fatigue, sleep, +and self-rated performance, as well as a means to predict this +self-rate performance based off of fatigue and self-perceived sleep +quality. + +Results with LR=.01, Batch=32: - Accuracy before training: 20.44388% - Loss after step 49: .531657 @@ -88,9 +104,12 @@ Results with LR=.01, Batch=32: ## Future Work -With more data to to test with we can further improve and validate out models. With historical data from -other teams we can take our analysis one step further. Based on the training, performance, and fatigue -information from other teams we can use that to create a model to make a recommendation for our team’s -training. This model would be able to make recommendations for our training intensity leading up to a -game. Since this will be heavily dealing with multivariate time series data leading up to a game, using a Long -Short-term Network (LSTM) would bring promising results. \ No newline at end of file +With more data to to test with we can further improve and validate out +models. With historical data from other teams we can take our analysis +one step further. Based on the training, performance, and fatigue +information from other teams we can use that to create a model to make +a recommendation for our team’s training. This model would be able to +make recommendations for our training intensity leading up to a game. +Since this will be heavily dealing with multivariate time series data +leading up to a game, using a Long Short-term Network (LSTM) would +bring promising results. diff --git a/blogContent/posts/data-science/fuzzy-logic.md b/blogContent/posts/data-science/fuzzy-logic.md index c86bce3..e4950b8 100644 --- a/blogContent/posts/data-science/fuzzy-logic.md +++ b/blogContent/posts/data-science/fuzzy-logic.md @@ -1,15 +1,21 @@ -Nearly all applications of Fuzzy logic rely on the notion of +All applications of Fuzzy logic rely on the notion of linguistic variables. These are variables whose values are words rather than -cold hard numbers. Something like "it is nice outside" is an examples of a linquistic -variable. These are values which don't necessarily directly relate to -cold hard numbers, but, they do in a roundabout way. When I say that it is nice +cold hard numbers. Something like "it is nice outside" is an examples of a linguistic +variable. These are values which map to conceptual property rather than numerical numbers. +When I say that it is nice outside, that is subjective to my opinion; other people may have different opinions -on what is considered nice outside. That is why this is called fuzzy logic: each -fuzzy set carries some tolerance for imprecision. The tolerance for ambiguity helps us model -the world in a more realistic form by using language rather than cold hard numbers. -With words we can quickly convey ideas like "young" and "old" and quickly make actions -based on this knowledge. Since there is no definitive answer on what is the -cut of for being old/young, we can use fuzzy logic to deal with partial truth values. +on what is considered nice outside. That is why this field is called fuzzy logic: each +fuzzy set carries some tolerance for imprecision. This tolerance for ambiguity helps us model +the world in a more versatile way because it allows us to language for computation. + +With words we can quickly convey ideas like "hot" and "cold" and take actions. +Since there is no definitive answer on what is the +cut of for being hot/cold, we can use fuzzy logic to model the ambiguity and deal with partial truth values. +For example, it is possible to be 60% cold and 20% hot in a fuzzy logic system. If it is hot, we want to +turn up the fans, if it is cold we want to turn off the fan. Knowing the partial truth values we may decide +to turn the fans on at 10%. + +The remainder of this blog post will dive into the details of each component of a fuzzy logic system. # Fuzzy Sets @@ -21,11 +27,19 @@ Fuzzy sets are usually are represented by trapezoids; however, other shapes such be used. ## Temperature Example - + # Fuzzy Rules + +# De-fuzzification + + # Fuzzy Logic System +-------lucid chart diagram of fuzzifier, rule, deffizifier + # Example + +--javascript code? \ No newline at end of file diff --git a/includes/html/header.html b/includes/html/header.html index b2086f0..a3d27d5 100644 --- a/includes/html/header.html +++ b/includes/html/header.html @@ -65,6 +65,9 @@
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