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analysis.py - v 1.0.6.005

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changelog:
        - added z_normalize function to normalize dataset
	- bug fixes
This commit is contained in:
ltcptgeneral 2018-11-28 14:29:32 -06:00
parent 5295bef18b
commit e915fe538e
3 changed files with 150 additions and 6 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 +7,13 @@
#number of easter eggs: 2
#setup:
__version__ = "1.0.6.004"
__version__ = "1.0.6.005"
#changelog should be viewed using print(analysis.__changelog__)
__changelog__ = """changelog:
1.0.6.005:
- added z_normalize function to normalize dataset
- bug fixes
1.0.6.004:
- bug fixes
1.0.6.003:
@ -412,7 +415,7 @@ def basic_stats(data, method, arg): # data=array, mode = ['1d':1d_basic_stats, '
except:
_variance = None
return [_mean, _median, _mode, _stdev, _variance]
return _mean, _median, _mode, _stdev, _variance
elif method == "column" or method == 1:
@ -440,7 +443,7 @@ def basic_stats(data, method, arg): # data=array, mode = ['1d':1d_basic_stats, '
except:
_variance = None
return [_mean, _median, _mode, _stdev, _variance]
return _mean, _median, _mode, _stdev, _variance
elif method == "row" or method == 2:
@ -464,7 +467,7 @@ def basic_stats(data, method, arg): # data=array, mode = ['1d':1d_basic_stats, '
except:
_variance = None
return [_mean, _median, _mode, _stdev, _variance]
return _mean, _median, _mode, _stdev, _variance
else:
raise error("method error")
@ -473,6 +476,47 @@ def z_score(point, mean, stdev): #returns z score with inputs of point, mean and
score = (point - mean)/stdev
return score
def z_normalize(x, y, mode): #mode is either 'x' or 'y' or 'both' depending on the variable(s) to be normalized
x_norm = []
y_norm = []
mean = 0
stdev = 0
if mode == 'x':
_mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
for i in range (0, len(x), 1):
x_norm.append(z_score(x[i], _mean, _stdev))
return x_norm, y
if mode == 'y':
_mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
for i in range (0, len(y), 1):
y_norm.append(z_score(y[i], _mean, _stdev))
return x, y_norm
if mode == 'both':
_mean, _median, _mode, _stdev, _variance = basic_stats(x, "1d", 0)
for i in range (0, len(x), 1):
x_norm.append(z_score(x[i], _mean, _stdev))
_mean, _median, _mode, _stdev, _variance = basic_stats(y, "1d", 0)
for i in range (0, len(y), 1):
y_norm.append(z_score(y[i], _mean, _stdev))
return x_norm, y_norm
else:
return error('method error')
def stdev_z_split(mean, stdev, delta, low_bound, high_bound): #returns n-th percentile of spread given mean, standard deviation, lower z-score, and upper z-score
z_split = []
@ -837,10 +881,10 @@ def debug():
print(log_regression([1, 2, 3, 4], [2, 4, 8, 16], 2.717))
print(exp_regression([1, 2, 3, 4], [2, 4, 8, 16], 2.717))
x, y, z = optimize_regression([0, 1, 2, 3, 4], [1, 2, 4, 7, 19], 10, 100)
x, y, z, o = optimize_regression([0, 1, 2, 3, 4], [1, 2, 4, 7, 19], 10, 100)
for i in range(0, len(x), 1):
print(str(x[i]) + " | " + str(y[i]) + " | " + str(z[i]))
print(str(x[i]) + " | " + str(y[i]) + " | " + str(z[i]) + " | " + str(o[i][0]) + " | " + str(o[i][1]))
#statistics def below

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data analysis/data.csv Normal file
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@ -0,0 +1,100 @@
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