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
2024-12-27 01:59:08 +00:00 · 2018-12-20 12:21:22 -06:00 · 2018-12-20 12:21:22 -06:00 · b7a0c5286a
commit b7a0c5286a
parent 32a2d6321c
3 changed files with 148 additions and 111 deletions
--- a/analysis/pycache/analysis.cpython-37.pyc
+++ b/analysis/pycache/analysis.cpython-37.pyc
--- a/analysis/analysis.py
+++ b/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:
+        try: 
-            the_device_woman = torch.device(temp if torch.cuda.is_available() else "cpu")
+            return torch.device(temp if torch.cuda.is_available() else "cpu")
            return the_device_woman #name that reference
        except:
            raise error("could not assign cuda or cpu")
    elif setting == "cpu":
        try:
-            the_device_woman = torch.device("cpu")
+            return torch.device("cpu")
            return the_device_woman #name that reference
        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 "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
    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.
+def select_best_regression(eqs, rmss, r2s, overfit, selector):
-    
+
-	data = load_csv(filepath)
+	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
--- a/analysis/data/data.csv
+++ b/analysis/data/data.csv
@ -1,100 +1,101 @@
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