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analysis.py - v 1.0.8.000

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changelog:
- depreciated histo_analysis_old
- depreciated debug
- altered basic_analysis to take array data instead of filepath
- refactor
- optimization
This commit is contained in:
ltcptgeneral 2018-12-20 12:21:22 -06:00
parent 32a2d6321c
commit b7a0c5286a
3 changed files with 148 additions and 111 deletions
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data analysis/__pycache__/analysis.cpython-37.pyc
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data analysis/analysis.py
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@ -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:
@ -141,14 +147,12 @@ 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
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.
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.
data = load_csv(filepath)
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

199
data analysis/data/data.csv
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@ -1,100 +1,101 @@
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