From 1550901784d07edf70c8a30921fe70e6d0cafbfc Mon Sep 17 00:00:00 2001
From: alex <agebben@pm.me>
Date: Wed, 26 Oct 2022 22:05:43 -0600
Subject: [PATCH] Added some R code for elas anaysis

---
 Bitcoin/Bitcoin_and_Oil.tex                   |    1 +
 Bitcoin/Hash/BCHAIN-HRATE.csv                 | 5045 +++++++++++++++++
 Bitcoin/Hash/R-analysis.r                     |   30 +
 .../Hash/bitcoin_2012-08-26_2022-10-26.csv    | 3714 ++++++++++++
 Bitcoin/Sections/Reg_elas.tex                 |   11 +
 5 files changed, 8801 insertions(+)
 create mode 100644 Bitcoin/Hash/BCHAIN-HRATE.csv
 create mode 100644 Bitcoin/Hash/R-analysis.r
 create mode 100644 Bitcoin/Hash/bitcoin_2012-08-26_2022-10-26.csv
 create mode 100644 Bitcoin/Sections/Reg_elas.tex

diff --git a/Bitcoin/Bitcoin_and_Oil.tex b/Bitcoin/Bitcoin_and_Oil.tex
index 1a4f6a3..ab2798c 100644
--- a/Bitcoin/Bitcoin_and_Oil.tex
+++ b/Bitcoin/Bitcoin_and_Oil.tex
@@ -40,6 +40,7 @@
 \input{./Sections/Mining_Structure.tex}
 \input{./Sections/Mining_Model.tex}
 \input{./Sections/Mining_elast.tex}
+\input{./Sections/Reg_elas.tex}
 \section{Theory}
 \section{History}
 %\subsection{Key Events}
diff --git a/Bitcoin/Hash/BCHAIN-HRATE.csv b/Bitcoin/Hash/BCHAIN-HRATE.csv
new file mode 100644
index 0000000..042a537
--- /dev/null
+++ b/Bitcoin/Hash/BCHAIN-HRATE.csv
@@ -0,0 +1,5045 @@
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diff --git a/Bitcoin/Hash/R-analysis.r b/Bitcoin/Hash/R-analysis.r
new file mode 100644
index 0000000..2af33df
--- /dev/null
+++ b/Bitcoin/Hash/R-analysis.r
@@ -0,0 +1,30 @@
+library(tidyverse)
+library(lubridate)
+library(tidyquant)
+
+BTC  <- tq_get("BTC-USD")
+hash  <- read_csv("BCHAIN-HRATE.csv") %>% rename(date=Date,hash=Value)
+df  <- hash %>% inner_join(BTC)
+df$hash_dif  <- c(NA,diff(df$hash))
+df$hash_dif <- 	ifelse(df$hash_dif==0,0.0001,df$hash_dif)
+df  <- df %>% mutate(p_dif  = close-open)
+df$p  <- (df$close+df$open)/2
+df$p_dif  <- ifelse(df$p_dif==0,0.0001,df$p_dif)
+df$p_dif2  <- c(NA,diff(df$p))
+df$down  <- ifelse(0>df$p_dif2,1,0)
+#lag_dis  <- 30*12
+df  <- df %>% arrange(date)
+lag_dis  <- 90 
+df$pw  <- df$p-lag(df$p,lag_dis)
+df$pw <- ifelse(df$pw==0,0.0001,df$pw)
+df$down  <- ifelse(df$pw<0,1,0)
+df$hw  <- df$hash-lag(df$hash,lag_dis)
+df$hw <- ifelse(df$hw==0,0.0001,df$hw)
+
+model1  <- (lm(log(hw)~as.factor(year(date))+as.factor(month(date))+lag(log(hash),30)+log(pw),data=df))
+model1  <- (lm(log(hw)~as.factor(year(date))+as.factor(month(date))+log(pw),data=filter(df,year(df$date)>2012)))
+summary(model1)
+pacf(model1$resid)
+acf(model1$resid)
+plot(model1$resid)
+
diff --git a/Bitcoin/Hash/bitcoin_2012-08-26_2022-10-26.csv b/Bitcoin/Hash/bitcoin_2012-08-26_2022-10-26.csv
new file mode 100644
index 0000000..39d1d1a
--- /dev/null
+++ b/Bitcoin/Hash/bitcoin_2012-08-26_2022-10-26.csv
@@ -0,0 +1,3714 @@
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+Mar-04-2013,36.152,36.152,36.152,36.152,0,0
+Mar-03-2013,34.5,34.5,34.5,34.5,0,0
+Mar-02-2013,34.25,34.25,34.25,34.25,0,0
+Mar-01-2013,34.5,34.5,34.5,34.5,0,0
+Feb-28-2013,33.38,33.38,33.38,33.38,0,0
+Feb-27-2013,30.9012,30.9012,30.9012,30.9012,0,0
+Feb-26-2013,31.1,31.1,31.1,31.1,0,0
+Feb-25-2013,30.4,30.4,30.4,30.4,0,0
+Feb-24-2013,29.89,29.89,29.89,29.89,0,0
+Feb-23-2013,29.8,29.8,29.8,29.8,0,0
+Feb-22-2013,30.2454,30.2454,30.2454,30.2454,0,0
+Feb-21-2013,29.7477,29.7477,29.7477,29.7477,0,0
+Feb-20-2013,29.645,29.645,29.645,29.645,0,0
+Feb-19-2013,29.4176,29.4176,29.4176,29.4176,0,0
+Feb-18-2013,26.95,26.95,26.95,26.95,0,0
+Feb-17-2013,26.8146,26.8146,26.8146,26.8146,0,0
+Feb-16-2013,27.2158,27.2158,27.2158,27.2158,0,0
+Feb-15-2013,27.1,27.1,27.1,27.1,0,0
+Feb-14-2013,27.2205,27.2205,27.2205,27.2205,0,0
+Feb-13-2013,24.2,24.2,24.2,24.2,0,0
+Feb-12-2013,25.1698,25.1698,25.1698,25.1698,0,0
+Feb-11-2013,24.65,24.65,24.65,24.65,0,0
+Feb-10-2013,23.9698,23.9698,23.9698,23.9698,0,0
+Feb-09-2013,23.65,23.65,23.65,23.65,0,0
+Feb-08-2013,22.66,22.66,22.66,22.66,0,0
+Feb-07-2013,22.15,22.15,22.15,22.15,0,0
+Feb-06-2013,21.18,21.18,21.18,21.18,0,0
+Feb-05-2013,20.6,20.6,20.6,20.6,0,0
+Feb-04-2013,20.4301,20.4301,20.4301,20.4301,0,0
+Feb-03-2013,20.59,20.59,20.59,20.59,0,0
+Feb-02-2013,19.63,19.63,19.63,19.63,0,0
+Feb-01-2013,20.499,20.499,20.499,20.499,0,0
+Jan-31-2013,20.41,20.41,20.41,20.41,0,0
+Jan-30-2013,19.7,19.7,19.7,19.7,0,0
+Jan-29-2013,19.5254,19.5254,19.5254,19.5254,0,0
+Jan-28-2013,18.721,18.721,18.721,18.721,0,0
+Jan-27-2013,17.8182,17.8182,17.8182,17.8182,0,0
+Jan-26-2013,17.88,17.88,17.88,17.88,0,0
+Jan-25-2013,17.4,17.4,17.4,17.4,0,0
+Jan-24-2013,16.896,16.896,16.896,16.896,0,0
+Jan-23-2013,17.5,17.5,17.5,17.5,0,0
+Jan-22-2013,17.2614,17.2614,17.2614,17.2614,0,0
+Jan-21-2013,16.8,16.8,16.8,16.8,0,0
+Jan-20-2013,15.7,15.7,15.7,15.7,0,0
+Jan-19-2013,15.615,15.615,15.615,15.615,0,0
+Jan-18-2013,15.705,15.705,15.705,15.705,0,0
+Jan-17-2013,15.5,15.5,15.5,15.5,0,0
+Jan-16-2013,14.73,14.73,14.73,14.73,0,0
+Jan-15-2013,14.25,14.25,14.25,14.25,0,0
+Jan-14-2013,14.3,14.3,14.3,14.3,0,0
+Jan-13-2013,14.116,14.116,14.116,14.116,0,0
+Jan-12-2013,14.237,14.237,14.237,14.237,0,0
+Jan-11-2013,14.137,14.137,14.137,14.137,0,0
+Jan-10-2013,14.14,14.14,14.14,14.14,0,0
+Jan-09-2013,13.77,13.77,13.77,13.77,0,0
+Jan-08-2013,13.7428,13.7428,13.7428,13.7428,0,0
+Jan-07-2013,13.5876,13.5876,13.5876,13.5876,0,0
+Jan-06-2013,13.454,13.454,13.454,13.454,0,0
+Jan-05-2013,13.44,13.44,13.44,13.44,0,0
+Jan-04-2013,13.5,13.5,13.5,13.5,0,0
+Jan-03-2013,13.3979,13.3979,13.3979,13.3979,0,0
+Jan-02-2013,13.28,13.28,13.28,13.28,0,0
+Jan-01-2013,13.3041,13.3041,13.3041,13.3041,0,0
+Dec-31-2012,13.51,13.51,13.51,13.51,0,0
+Dec-30-2012,13.45,13.45,13.45,13.45,0,0
+Dec-29-2012,13.4,13.4,13.4,13.4,0,0
+Dec-28-2012,13.4212,13.4212,13.4212,13.4212,0,0
+Dec-27-2012,13.4217,13.4217,13.4217,13.4217,0,0
+Dec-26-2012,13.4679,13.4679,13.4679,13.4679,0,0
+Dec-25-2012,13.35,13.35,13.35,13.35,0,0
+Dec-24-2012,13.38,13.38,13.38,13.38,0,0
+Dec-23-2012,13.312,13.312,13.312,13.312,0,0
+Dec-22-2012,13.3714,13.3714,13.3714,13.3714,0,0
+Dec-21-2012,13.5,13.5,13.5,13.5,0,0
+Dec-20-2012,13.5246,13.5246,13.5246,13.5246,0,0
+Dec-19-2012,13.599,13.599,13.599,13.599,0,0
+Dec-18-2012,13.299,13.299,13.299,13.299,0,0
+Dec-17-2012,13.2501,13.2501,13.2501,13.2501,0,0
+Dec-16-2012,13.3,13.3,13.3,13.3,0,0
+Dec-15-2012,13.4901,13.4901,13.4901,13.4901,0,0
+Dec-14-2012,13.6,13.6,13.6,13.6,0,0
+Dec-13-2012,13.7001,13.7001,13.7001,13.7001,0,0
+Dec-12-2012,13.6989,13.6989,13.6989,13.6989,0,0
+Dec-11-2012,13.557,13.557,13.557,13.557,0,0
+Dec-10-2012,13.4334,13.4334,13.4334,13.4334,0,0
+Dec-09-2012,13.388,13.388,13.388,13.388,0,0
+Dec-08-2012,13.4201,13.4201,13.4201,13.4201,0,0
+Dec-07-2012,13.4999,13.4999,13.4999,13.4999,0,0
+Dec-06-2012,13.299,13.299,13.299,13.299,0,0
+Dec-05-2012,13.38,13.38,13.38,13.38,0,0
+Dec-04-2012,13.41,13.41,13.41,13.41,0,0
+Dec-03-2012,12.679,12.679,12.679,12.679,0,0
+Dec-02-2012,12.5,12.5,12.5,12.5,0,0
+Dec-01-2012,12.562,12.562,12.562,12.562,0,0
+Nov-30-2012,12.565,12.565,12.565,12.565,0,0
+Nov-29-2012,12.45,12.45,12.45,12.45,0,0
+Nov-28-2012,12.3477,12.3477,12.3477,12.3477,0,0
+Nov-27-2012,12.2,12.2,12.2,12.2,0,0
+Nov-26-2012,12.2455,12.2455,12.2455,12.2455,0,0
+Nov-25-2012,12.4821,12.4821,12.4821,12.4821,0,0
+Nov-24-2012,12.4115,12.4115,12.4115,12.4115,0,0
+Nov-23-2012,12.345,12.345,12.345,12.345,0,0
+Nov-22-2012,12.4219,12.4219,12.4219,12.4219,0,0
+Nov-21-2012,11.77,11.77,11.77,11.77,0,0
+Nov-20-2012,11.7328,11.7328,11.7328,11.7328,0,0
+Nov-19-2012,11.7999,11.7999,11.7999,11.7999,0,0
+Nov-18-2012,11.6515,11.6515,11.6515,11.6515,0,0
+Nov-17-2012,11.7889,11.7889,11.7889,11.7889,0,0
+Nov-16-2012,11.7489,11.7489,11.7489,11.7489,0,0
+Nov-15-2012,11.1977,11.1977,11.1977,11.1977,0,0
+Nov-14-2012,10.95,10.95,10.95,10.95,0,0
+Nov-13-2012,10.9512,10.9512,10.9512,10.9512,0,0
+Nov-12-2012,11.008,11.008,11.008,11.008,0,0
+Nov-11-2012,10.8687,10.8687,10.8687,10.8687,0,0
+Nov-10-2012,10.89,10.89,10.89,10.89,0,0
+Nov-09-2012,10.815,10.815,10.815,10.815,0,0
+Nov-08-2012,10.925,10.925,10.925,10.925,0,0
+Nov-07-2012,10.92,10.92,10.92,10.92,0,0
+Nov-06-2012,10.899,10.899,10.899,10.899,0,0
+Nov-05-2012,10.748,10.748,10.748,10.748,0,0
+Nov-04-2012,10.8001,10.8001,10.8001,10.8001,0,0
+Nov-03-2012,10.6425,10.6425,10.6425,10.6425,0,0
+Nov-02-2012,10.4688,10.4688,10.4688,10.4688,0,0
+Nov-01-2012,10.57,10.57,10.57,10.57,0,0
+Oct-31-2012,11.201,11.201,11.201,11.201,0,0
+Oct-30-2012,10.8875,10.8875,10.8875,10.8875,0,0
+Oct-29-2012,10.6,10.6,10.6,10.6,0,0
+Oct-28-2012,10.7,10.7,10.7,10.7,0,0
+Oct-27-2012,10.2605,10.2605,10.2605,10.2605,0,0
+Oct-26-2012,10.1706,10.1706,10.1706,10.1706,0,0
+Oct-25-2012,10.8616,10.8616,10.8616,10.8616,0,0
+Oct-24-2012,11.65,11.65,11.65,11.65,0,0
+Oct-23-2012,11.65,11.65,11.65,11.65,0,0
+Oct-22-2012,11.7101,11.7101,11.7101,11.7101,0,0
+Oct-21-2012,11.6311,11.6311,11.6311,11.6311,0,0
+Oct-20-2012,11.7399,11.7399,11.7399,11.7399,0,0
+Oct-19-2012,11.7401,11.7401,11.7401,11.7401,0,0
+Oct-18-2012,11.9398,11.9398,11.9398,11.9398,0,0
+Oct-17-2012,11.81,11.81,11.81,11.81,0,0
+Oct-16-2012,11.8499,11.8499,11.8499,11.8499,0,0
+Oct-15-2012,11.8381,11.8381,11.8381,11.8381,0,0
+Oct-14-2012,11.7389,11.7389,11.7389,11.7389,0,0
+Oct-13-2012,11.861,11.861,11.861,11.861,0,0
+Oct-12-2012,12,12,12,12,0,0
+Oct-11-2012,12.03,12.03,12.03,12.03,0,0
+Oct-10-2012,12.12,12.12,12.12,12.12,0,0
+Oct-09-2012,11.895,11.895,11.895,11.895,0,0
+Oct-08-2012,11.7781,11.7781,11.7781,11.7781,0,0
+Oct-07-2012,11.8,11.8,11.8,11.8,0,0
+Oct-06-2012,12.505,12.505,12.505,12.505,0,0
+Oct-05-2012,12.688,12.688,12.688,12.688,0,0
+Oct-04-2012,12.85,12.85,12.85,12.85,0,0
+Oct-03-2012,12.89,12.89,12.89,12.89,0,0
+Oct-02-2012,12.84,12.84,12.84,12.84,0,0
+Oct-01-2012,12.4,12.4,12.4,12.4,0,0
+Sep-30-2012,12.4,12.4,12.4,12.4,0,0
+Sep-29-2012,12.3631,12.3631,12.3631,12.3631,0,0
+Sep-28-2012,12.391,12.391,12.391,12.391,0,0
+Sep-27-2012,12.3089,12.3089,12.3089,12.3089,0,0
+Sep-26-2012,12.27,12.27,12.27,12.27,0,0
+Sep-25-2012,12.197,12.197,12.197,12.197,0,0
+Sep-24-2012,12.1,12.1,12.1,12.1,0,0
+Sep-23-2012,12.1933,12.1933,12.1933,12.1933,0,0
+Sep-22-2012,12.2378,12.2378,12.2378,12.2378,0,0
+Sep-21-2012,12.368,12.368,12.368,12.368,0,0
+Sep-20-2012,12.2825,12.2825,12.2825,12.2825,0,0
+Sep-19-2012,12.5725,12.5725,12.5725,12.5725,0,0
+Sep-18-2012,12.25,12.25,12.25,12.25,0,0
+Sep-17-2012,11.89,11.89,11.89,11.89,0,0
+Sep-16-2012,11.87,11.87,11.87,11.87,0,0
+Sep-15-2012,11.75,11.75,11.75,11.75,0,0
+Sep-14-2012,11.67,11.67,11.67,11.67,0,0
+Sep-13-2012,11.399,11.399,11.399,11.399,0,0
+Sep-12-2012,11.3649,11.3649,11.3649,11.3649,0,0
+Sep-11-2012,11.3308,11.3308,11.3308,11.3308,0,0
+Sep-10-2012,11.17,11.17,11.17,11.17,0,0
+Sep-09-2012,11.02,11.02,11.02,11.02,0,0
+Sep-08-2012,11.037,11.037,11.037,11.037,0,0
+Sep-07-2012,11,11,11,11,0,0
+Sep-06-2012,11.181,11.181,11.181,11.181,0,0
+Sep-05-2012,10.9997,10.9997,10.9997,10.9997,0,0
+Sep-04-2012,10.3847,10.3847,10.3847,10.3847,0,0
+Sep-03-2012,10.53,10.53,10.53,10.53,0,0
+Sep-02-2012,10.2041,10.2041,10.2041,10.2041,0,0
+Sep-01-2012,9.9654,9.9654,9.9654,9.9654,0,0
+Aug-31-2012,10.16,10.16,10.16,10.16,0,0
+Aug-30-2012,10.777,10.777,10.777,10.777,0,0
+Aug-29-2012,10.9169,10.9169,10.9169,10.9169,0,0
+Aug-28-2012,10.94,10.94,10.94,10.94,0,0
+Aug-27-2012,10.95,10.95,10.95,10.95,0,0
+Aug-26-2012,10.61,10.61,10.61,10.61,0,0
\ No newline at end of file
diff --git a/Bitcoin/Sections/Reg_elas.tex b/Bitcoin/Sections/Reg_elas.tex
new file mode 100644
index 0000000..8f26bbc
--- /dev/null
+++ b/Bitcoin/Sections/Reg_elas.tex
@@ -0,0 +1,11 @@
+%------------------------------------------------
+\begin{frame}{Elasticity Estimates}
+
+	Place Holder
+	\\
+	Regresion Equation
+	\\
+	Regresion Table
+
+\end{frame}
+