From a6f4e24390e85a833025fc8b7adddc7ec9ddb340 Mon Sep 17 00:00:00 2001
From: ltcptgeneral <35508619+ltcptgeneral@users.noreply.github.com>
Date: Thu, 20 Dec 2018 12:21:22 -0600
Subject: [PATCH] analysis.py - v 1.0.8.000

changelog:
- depreciated histo_analysis_old
- depreciated debug
- altered basic_analysis to take array data instead of filepath
- refactor
- optimization
---
 .../__pycache__/analysis.cpython-37.pyc       | Bin 27059 -> 24547 bytes
 data analysis/analysis.py                     |  60 ++++--
 data analysis/data/data.csv                   | 199 +++++++++---------
 3 files changed, 148 insertions(+), 111 deletions(-)

diff --git a/data analysis/__pycache__/analysis.cpython-37.pyc b/data analysis/__pycache__/analysis.cpython-37.pyc
index 584788b167bb7271474aacab34eb8177ef2c2dff..3623dd0414e84ca65868185408946e78896073a8 100644
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diff --git a/data analysis/analysis.py b/data analysis/analysis.py
index cc98b687..ca087419 100644
--- a/data analysis/analysis.py	
+++ b/data analysis/analysis.py	
@@ -7,10 +7,16 @@
 #number of easter eggs: 2
 #setup:
 
-__version__ = "1.0.7.002"
+__version__ = "1.0.8.000"
 
 #changelog should be viewed using print(analysis.__changelog__)
 __changelog__ = """changelog:
+1.0.8.000:
+	- depreciated histo_analysis_old
+	- depreciated debug
+	- altered basic_analysis to take array data instead of filepath
+	- refactor
+	- optimization
 1.0.7.002:
 	- bug fixes
 1.0.7.001:
@@ -140,15 +146,13 @@ class error(ValueError):
 def _init_device (setting, arg): #initiates computation device for ANNs
     if setting == "cuda":
         temp = setting + ":" + str(arg)
-        try:
-            the_device_woman = torch.device(temp if torch.cuda.is_available() else "cpu")
-            return the_device_woman #name that reference
+        try: 
+            return torch.device(temp if torch.cuda.is_available() else "cpu")
         except:
             raise error("could not assign cuda or cpu")
     elif setting == "cpu":
         try:
-            the_device_woman = torch.device("cpu")
-            return the_device_woman #name that reference
+            return torch.device("cpu")
         except:
             raise error("could not assign cpu")
     else:
@@ -400,8 +404,7 @@ def load_csv(filepath):
 def basic_stats(data, method, arg): # data=array, mode = ['1d':1d_basic_stats, 'column':c_basic_stats, 'row':r_basic_stats], arg for mode 1 or mode 2 for column or row
     
     if method == 'debug':
-        out = "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
-        return out
+        return "basic_stats requires 3 args: data, mode, arg; where data is data to be analyzed, mode is an int from 0 - 2 depending on type of analysis (by column or by row) and is only applicable to 2d arrays (for 1d arrays use mode 1), and arg is row/column number for mode 1 or mode 2; function returns: [mean, median, mode, stdev, variance]"
 
     if method == "1d" or method == 0:
 
@@ -540,6 +543,7 @@ def stdev_z_split(mean, stdev, delta, low_bound, high_bound): #returns n-th perc
 
     return z_split
 
+"""
 def histo_analysis_old(hist_data): #note: depreciated since v 1.0.1.005
 
     if hist_data == 'debug':
@@ -568,6 +572,7 @@ def histo_analysis_old(hist_data): #note: depreciated since v 1.0.1.005
     high_est = float(hist_data[-1:][0]) + high_bound
 
     return [low_est, lm_est, mid_est, hm_est, high_est, stdev_derivative]
+""" 
 
 def histo_analysis(hist_data, delta, low_bound, high_bound):
 
@@ -832,11 +837,39 @@ def optimize_regression(x, y, _range, resolution):#_range in poly regression is
             
     return eqs, rmss, r2s, overfit
 
-def basic_analysis(filepath): #assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
-    
-	data = load_csv(filepath)
+def select_best_regression(eqs, rmss, r2s, overfit, selector):
+
+	b_eq = ""
+	b_rms = 0
+	b_r2 = 0
+	b_overfit = 0
+
+	ind = 0
+
+	if selector == "min_overfit":
+
+		ind = np.argmax(overfit)
+
+		b_eq = eqs[ind]
+		b_rms = rmss[ind]
+		b_r2 = r2s[ind]
+		b_overfit = overfit[ind]
+
+	if selector == "max_rmss":
+
+		ind = np.argmax(rmss)
+
+		b_eq = eqs[ind]
+		b_rms = rmss[ind]
+		b_r2 = r2s[ind]
+		b_overfit = overfit[ind]
+
+	return b_eq, b_rms, b_r2, b_overfit
+
+
+def basic_analysis(data): #assumes that rows are the independent variable and columns are the dependant. also assumes that time flows from lowest column to highest column.
+
 	row = len(data)
-    
 	column = []
     
 	for i in range(0, row, 1):        
@@ -857,6 +890,7 @@ def basic_analysis(filepath): #assumes that rows are the independent variable an
     
 	return[row_b_stats, column_b_stats, row_histo]
 
+
 def benchmark(x, y):
 
     start_g = time.time()
@@ -882,6 +916,7 @@ def generate_data(filename, x, y, low, high):
         temp = temp + str(random.uniform(low, high))
         file.write(temp + "\n")
 
+"""
 def debug():
 
     data = load_csv('data/data.csv')
@@ -941,6 +976,7 @@ def debug():
 
     for i in range(0, len(x), 1):
         print(str(x[i]) + " | " + str(y[i]) + " | " + str(z[i]) + " | " + str(o[i][0]) + " | " + str(o[i][1]))
+"""
 
 #statistics def below
 
diff --git a/data analysis/data/data.csv b/data analysis/data/data.csv
index c88666ce..64df941f 100644
--- a/data analysis/data/data.csv	
+++ b/data analysis/data/data.csv	
@@ -1,100 +1,101 @@
 2.955056675930594,-0.4979486701328302,-3.5240011093665498,-6.838902185917801,9.788007871311372,6.106467012876365,-3.285505244473292,-0.5099601081887428,4.610380912474962,-1.270252037481372,-3.4505753115368503,-1.0768934522960283,-9.029296423627237,-2.4686959147212484,9.708456055777575,-4.937704564150351,2.9046446016409213,5.72253626726158,-9.584878992151252,8.793815837383033,-1.4486956761261016,-6.620817206647008,-7.357024684215645,3.887564546509452,-8.208473871123388,3.9327541034014217,6.5137266477228195,0.08030583451697382,0.2519788256842066,3.909885683556169,-7.224542242795602,-5.718504114856923,-0.6432250537840005,3.235644203125947,-9.09631649001712,1.749428961118074,1.481071277900309,-3.7437606263551926,5.689818418360906,-2.4020769406632736,-2.400796326253709,8.114454192509932,2.158248412150032,9.328861680758422,9.365855467243357,8.645655516679852,7.754557681567196,9.328018257106333,7.694951367923299,-0.48981584622015895,4.914313552582406,-2.92537870094451,-5.427543041531855,8.729760795248268,9.449339411835965,0.36581997226159224,7.473045293681263,-6.912303503684949,9.173917776634575,7.767354148219031,8.751084873569873,-2.1277517472185252,8.916492138455062,-1.100550643994076,2.6034960771120463,7.710887958588689,-3.4508504200302603,6.208849759409993,-4.023041744006384,-6.752213339699173,-3.8972488255868214,-1.7803707751386781,8.71248012455328,-2.855638877665106,-4.017982749544982,6.051162526185042,4.2471551101344325,-6.250134026155861,-4.252196379303841,-8.26876328487736,-3.334610395764628,-4.975763832391074,9.533085644517904,6.512168858596066,-6.272842141417407,-0.8062637719697321,-0.5766633126218537,-2.066859314347349,6.752961070387109,-1.4040456386888618,9.962404568334378,6.177843326913429,6.588108319044576,-7.870419917415779,-8.29693556928856,-7.93545749919404,8.934707845070726,-9.80030392804334,-4.349342422612208,3.566807983704802
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