diff --git a/data analysis/__pycache__/analysis.cpython-37.pyc b/data analysis/__pycache__/analysis.cpython-37.pyc index 584788b1..3623dd04 100644 Binary files a/data analysis/__pycache__/analysis.cpython-37.pyc and b/data analysis/__pycache__/analysis.cpython-37.pyc differ 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 @@ 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