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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
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@ -7,10 +7,16 @@
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#number of easter eggs: 2
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#setup:
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__version__ = "1.0.7.002"
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__version__ = "1.0.8.000"
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#changelog should be viewed using print(analysis.__changelog__)
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__changelog__ = """changelog:
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1.0.8.000:
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- depreciated histo_analysis_old
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- depreciated debug
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- altered basic_analysis to take array data instead of filepath
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- refactor
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- optimization
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1.0.7.002:
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- bug fixes
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1.0.7.001:
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@ -140,15 +146,13 @@ class error(ValueError):
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def _init_device (setting, arg): #initiates computation device for ANNs
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if setting == "cuda":
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temp = setting + ":" + str(arg)
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try:
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the_device_woman = torch.device(temp if torch.cuda.is_available() else "cpu")
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return the_device_woman #name that reference
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try:
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return torch.device(temp if torch.cuda.is_available() else "cpu")
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except:
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raise error("could not assign cuda or cpu")
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elif setting == "cpu":
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try:
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the_device_woman = torch.device("cpu")
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return the_device_woman #name that reference
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return torch.device("cpu")
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except:
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raise error("could not assign cpu")
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else:
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@ -400,8 +404,7 @@ def load_csv(filepath):
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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
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if method == 'debug':
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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]"
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return out
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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]"
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if method == "1d" or method == 0:
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@ -540,6 +543,7 @@ def stdev_z_split(mean, stdev, delta, low_bound, high_bound): #returns n-th perc
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return z_split
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"""
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def histo_analysis_old(hist_data): #note: depreciated since v 1.0.1.005
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if hist_data == 'debug':
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@ -568,6 +572,7 @@ def histo_analysis_old(hist_data): #note: depreciated since v 1.0.1.005
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high_est = float(hist_data[-1:][0]) + high_bound
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return [low_est, lm_est, mid_est, hm_est, high_est, stdev_derivative]
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"""
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def histo_analysis(hist_data, delta, low_bound, high_bound):
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@ -832,11 +837,39 @@ def optimize_regression(x, y, _range, resolution):#_range in poly regression is
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return eqs, rmss, r2s, overfit
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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.
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data = load_csv(filepath)
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def select_best_regression(eqs, rmss, r2s, overfit, selector):
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b_eq = ""
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b_rms = 0
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b_r2 = 0
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b_overfit = 0
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ind = 0
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if selector == "min_overfit":
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ind = np.argmax(overfit)
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b_eq = eqs[ind]
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b_rms = rmss[ind]
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b_r2 = r2s[ind]
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b_overfit = overfit[ind]
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if selector == "max_rmss":
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ind = np.argmax(rmss)
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b_eq = eqs[ind]
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b_rms = rmss[ind]
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b_r2 = r2s[ind]
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b_overfit = overfit[ind]
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return b_eq, b_rms, b_r2, b_overfit
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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.
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row = len(data)
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column = []
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for i in range(0, row, 1):
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@ -857,6 +890,7 @@ def basic_analysis(filepath): #assumes that rows are the independent variable an
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return[row_b_stats, column_b_stats, row_histo]
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def benchmark(x, y):
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start_g = time.time()
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@ -882,6 +916,7 @@ def generate_data(filename, x, y, low, high):
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temp = temp + str(random.uniform(low, high))
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file.write(temp + "\n")
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"""
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def debug():
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data = load_csv('data/data.csv')
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@ -941,6 +976,7 @@ def debug():
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for i in range(0, len(x), 1):
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print(str(x[i]) + " | " + str(y[i]) + " | " + str(z[i]) + " | " + str(o[i][0]) + " | " + str(o[i][1]))
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"""
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#statistics def below
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@ -1,100 +1,101 @@
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Reference in New Issue
Block a user