REmoving old files

as_seg/model/display_results.py

-import pandas as pd
-from IPython.display import display
-import numpy as np
-import itertools
-
-def display_experimental_results(data, conditions, metrics, emphasis = None):
-    assert data.shape[-1] == len(metrics), f"Wrong number of metrics: {data.shape[-1]} != {len(metrics)}"
-    if type(conditions) == list:
-        conditions = np.array(conditions, dtype=object)
-    if len(conditions.shape) == 1 and type(conditions[0]) not in [list, tuple, np.ndarray]:
-        indexes = conditions
-    elif len(conditions.shape) > 1 or (len(conditions.shape) == 1 and type(conditions) in [list, tuple, np.ndarray]):
-        indexes = np.array(list(itertools.product(*conditions))) # cartesian_product
-    else:
-        raise NotImplementedError(f"Wrong format of conditions: {conditions}")
-    
-    dataframe = pd.DataFrame(data, columns = metrics, index = indexes)
-    if emphasis is not None:
-        display(dataframe.style.bar(subset=emphasis, color='#5fba7d'))
-    else:
-        display(dataframe)
-    
-def find_best_condition(data, conditions):
-    if type(conditions) == list:
-        conditions = np.array(conditions, dtype=object)
-    if len(conditions.shape) == 1 and type(conditions[0]) not in [list, tuple, np.ndarray]:
-        best_arg = np.argmax(data)
-        best_val = conditions[best_arg]
-        return best_val
-    elif len(conditions.shape) > 1 or (len(conditions.shape) == 1 and type(conditions) in [list, tuple, np.ndarray]):
-        best_arg_flatten = np.argmax(data)
-        best_arg_tuple = np.unravel_index(best_arg_flatten, data.shape)
-        best_vals = []
-        for idx, best_arg in enumerate(best_arg_tuple):
-            best_vals.append(conditions[idx][best_arg])
-        return np.array(best_vals)
-
-        
-

data/annotations/rwcpop/MIREX10/RM-P001.BLOCKS.lab

-0.0000000	0.0724025	#
-0.0724025	10.7549584	12
-10.7549584	23.2316045	[16-2
-23.2316045	24.9532922	[2]
-24.9532922	37.3862839	-2+16]
-37.3862839	51.7694538	16
-51.7694538	65.8598710	16
-65.8598710	78.2168012	[16-2
-78.2168012	80.0872424	[2]
-80.0872424	85.4207180	-2+8]
-85.4207180	99.6379025	16
-99.6379025	113.8518268	16
-113.8518268	129.8919434	16+2
-129.8919434	140.5222138	12
-140.5222138	149.4280470	10
-149.4280470	163.6359304	16
-163.6359304	175.9931888	[16-2
-175.9931888	177.8596824	[2]
-177.8596824	188.5298626	-2+16]
-188.5298626	202.7271115	16
-202.7271115	205.9023439	x
-205.9023439	209.2920650	#

data/annotations/rwcpop/MIREX10/RM-P001.BLOCKS.txt

-type	I
-pulses	16

data/annotations/rwcpop/MIREX10/RM-P002.BLOCKS.lab

-0.0000000	0.0588499	#
-0.0588499	9.6587452	8
-9.6587452	28.8511890	16
-28.8511890	57.6572819	24
-57.6572819	76.8344662	16
-76.8344662	93.6544910	12+2
-93.6544910	112.8550840	16
-112.8550840	122.4536460	8
-122.4536460	132.0383322	-8+16
-132.0383322	160.8548318	24
-160.8548318	180.0531330	16
-180.0531330	196.8485721	12+2
-196.8485721	218.6629395	16+2
-218.6629395	222.7426553	#

data/annotations/rwcpop/MIREX10/RM-P002.BLOCKS.txt

-type	III
-pulses	24,16,12

data/annotations/rwcpop/MIREX10/RM-P003.BLOCKS.lab

-0.0000000	0.8274155	#
-0.8274155	18.5822838	16
-18.5822838	36.3576997	16
-36.3576997	54.1058108	16
-54.1058108	71.8894682	16
-71.8894682	87.4650666	16-2
-87.4650666	105.2445422	16
-105.2445422	125.2467135	16&2
-125.2467135	134.1082233	-8+16
-134.1082233	149.6817307	16-2
-149.6817307	167.4674791	16
-167.4674791	191.9458819	16+4
-191.9458819	195.4183389	#

data/annotations/rwcpop/MIREX10/RM-P003.BLOCKS.txt

-type	I
-pulses	16

data/annotations/rwcpop/MIREX10/RM-P004.BLOCKS.lab

-0.0000000	0.0625000	#
-0.0625000	11.2051574	8
-11.2051574	22.3629358	8
-22.3629358	44.6824407	16
-44.6824407	55.8520639	8
-55.8520639	78.1794653	16
-78.1794653	100.5029185	16
-100.5029185	122.8303200	16
-122.8303200	134.0038914	8
-134.0038914	156.3273446	16
-156.3273446	178.6507978	16
-178.6507978	200.9703027	16
-200.9703027	212.1359776	8
-212.1359776	234.4752238	16
-234.4752238	239.2091857	x>
-239.2091857	242.5652248	#

data/annotations/rwcpop/MIREX10/RM-P004.BLOCKS.txt

-type	II
-pulses	16,8

data/annotations/rwcpop/MIREX10/RM-P005.BLOCKS.lab

-0.0000000	0.1719582	#
-0.1719582	3.7418903	4
-3.7418903	10.8527088	8
-10.8527088	23.2978679	16-2
-23.2978679	37.5195049	16
-37.5195049	51.7386881	16
-51.7386881	65.9603250	16
-65.9603250	83.7398249	16+4
-83.7398249	90.8474701	8
-90.8474701	105.0715248	16
-105.0715248	119.2851184	16
-119.2851184	133.5126354	16
-133.5126354	151.3161766	16+4
-151.3161766	153.0716903	2
-153.0716903	167.2931988	16
-167.2931988	170.8629309	4
-170.8629309	183.2947815	16-2
-183.2947815	197.5093347	16
-197.5093347	215.2892933	16+4
-215.2892933	218.7958636	4
-218.7958636	225.0382646	x>
-225.0382646	228.1475894	#

data/annotations/rwcpop/MIREX10/RM-P005.BLOCKS.txt

-type	I
-pulses	16

data/annotations/rwcpop/MIREX10/RM-P006.BLOCKS.lab

-0.0000000	0.0585525	#
-0.0585525	1.0539451	x
-1.0539451	5.0564270	4
-5.0564270	17.0638729	12
-17.0638729	25.0562898	8
-25.0562898	41.0620352	16
-41.0620352	53.0402048	12
-53.0402048	69.0584972	16
-69.0584972	77.0592788	8
-77.0592788	93.0566596	16
-93.0566596	105.0599231	12
-105.0599231	121.0614862	16
-121.0614862	140.5594703	16&3.5
-140.5594703	154.5493367	12&2
-154.5493367	170.5550821	16
-170.5550821	186.5566452	16
-186.5566452	202.9053411	16
-202.9053411	206.6243882	#

data/annotations/rwcpop/MIREX10/RM-P006.BLOCKS.txt

-type	II
-pulses	16,12

data/annotations/rwcpop/MIREX10/RM-P007.BLOCKS.lab

-0.0000000	0.0919470	#
-0.0919470	3.9931265	x
-3.9931265	19.7291975	16
-19.7291975	35.4687381	16
-35.4687381	51.2066553	16
-51.2066553	68.9143159	16+2
-68.9143159	84.6455560	16
-84.6455560	100.3834731	16
-100.3834731	104.3229602	4
-104.3229602	120.0706302	16
-120.0706302	135.7921174	16
-135.7921174	153.4997781	16+2
-153.4997781	169.2443723	16
-169.2443723	184.9822894	16
-184.9822894	200.7135294	16
-200.7135294	216.4581237	16
-216.4581237	234.1631675	16+2
-234.1631675	249.8915434	16
-249.8915434	265.6496656	16
-265.6496656	281.3706049	16
-281.3706049	295.9463102	x>
-295.9463102	298.7288915	#

data/annotations/rwcpop/MIREX10/RM-P007.BLOCKS.txt

-type	I
-pulses	16

data/annotations/rwcpop/MIREX10/RM-P008.BLOCKS.lab

-0.0000000	0.0650000	#
-0.0650000	1.9639215	2
-1.9639215	9.5249987	8
-9.5249987	24.6408849	16
-24.6408849	43.5152523	16&4
-43.5152523	58.6428471	16
-58.6428471	73.7762963	16
-73.7762963	88.8696560	16
-88.8696560	107.7939008	16&4
-107.7939008	122.8865495	16
-122.8865495	138.0125891	16
-138.0125891	153.1219332	16
-153.1219332	168.2646681	16
-168.2646681	183.2270896	16
-183.2270896	189.1631449	x
-189.1631449	192.2556708	#

data/annotations/rwcpop/MIREX10/RM-P008.BLOCKS.txt

-type	I
-pulses	16

data/annotations/rwcpop/MIREX10/RM-P009.BLOCKS.lab

-0.0000000	0.0740494	#
-0.0740494	3.8752516	x
-3.8752516	10.7453897	8
-10.7453897	24.4774382	16
-24.4774382	38.1848036	16
-38.1848036	51.9003967	16
-51.9003967	65.6159899	16
-65.6159899	79.3068998	16
-79.3068998	93.0389484	16
-93.0389484	99.9056056	8
-99.9056056	113.6613879	16
-113.6613879	127.3203364	16
-127.3203364	141.0223221	16
-141.0223221	154.7619655	16
-154.7619655	168.4693309	16
-168.4693309	182.1766963	16
-182.1766963	195.4321705	16
-195.4321705	202.7592630	8
-202.7592630	216.4451098	16
-216.4451098	230.1524752	16
-230.1524752	243.8867389	16
-243.8867389	257.6178381	16
-257.6178381	271.4283145	16
-271.4283145	277.0614408	#

data/annotations/rwcpop/MIREX10/RM-P009.BLOCKS.txt

-type	I
-pulses	16