Hugging Face's logo

AnoushkaJain3
/
curation_machine_learning_models

Tabular Classification
English
Computational Neuroscience
Model card Files Community
1
AnoushkaJain3 commited on
Commit
462feea
•
1 Parent(s): 2f9c57d

Upload model_info.json

Browse files
Files changed (1) hide show
  1. model_info.json +150 -143
model_info.json CHANGED
@@ -1,149 +1,147 @@
1
  {
2
  "metric_params": {
3
- "analyzer_0": {
4
- "quality_metric_params": {
5
- "metric_names": [
6
- "amplitude_cutoff",
7
- "amplitude_cv",
8
- "amplitude_median",
9
- "d_prime",
10
- "drift",
11
- "firing_range",
12
- "firing_rate",
13
- "isi_violation",
14
- "isolation_distance",
15
- "l_ratio",
16
- "nearest_neighbor",
17
- "num_spikes",
18
- "presence_ratio",
19
- "rp_violation",
20
- "sd_ratio",
21
- "silhouette",
22
- "sliding_rp_violation",
23
- "snr",
24
- "synchrony"
25
- ],
26
- "peak_sign": null,
27
- "seed": null,
28
- "qm_params": {
29
- "presence_ratio": {
30
- "bin_duration_s": 60,
31
- "mean_fr_ratio_thresh": 0.0
32
- },
33
- "snr": {
34
- "peak_sign": "neg",
35
- "peak_mode": "extremum"
36
- },
37
- "isi_violation": {
38
- "isi_threshold_ms": 1.5,
39
- "min_isi_ms": 0
40
- },
41
- "rp_violation": {
42
- "refractory_period_ms": 1.0,
43
- "censored_period_ms": 0.0
44
- },
45
- "sliding_rp_violation": {
46
- "min_spikes": 0,
47
- "bin_size_ms": 0.25,
48
- "window_size_s": 1,
49
- "exclude_ref_period_below_ms": 0.5,
50
- "max_ref_period_ms": 10,
51
- "contamination_values": null
52
- },
53
- "synchrony": {
54
- "synchrony_sizes": [
55
- 2,
56
- 4,
57
- 8
58
- ]
59
- },
60
- "firing_range": {
61
- "bin_size_s": 5,
62
- "percentiles": [
63
- 5,
64
- 95
65
- ]
66
- },
67
- "amplitude_cv": {
68
- "average_num_spikes_per_bin": 50,
69
- "percentiles": [
70
- 5,
71
- 95
72
- ],
73
- "min_num_bins": 10,
74
- "amplitude_extension": "spike_amplitudes"
75
- },
76
- "amplitude_cutoff": {
77
- "peak_sign": "neg",
78
- "num_histogram_bins": 100,
79
- "histogram_smoothing_value": 3,
80
- "amplitudes_bins_min_ratio": 5
81
- },
82
- "amplitude_median": {
83
- "peak_sign": "neg"
84
- },
85
- "drift": {
86
- "interval_s": 60,
87
- "min_spikes_per_interval": 100,
88
- "direction": "y",
89
- "min_num_bins": 2
90
- },
91
- "nearest_neighbor": {
92
- "max_spikes": 10000,
93
- "n_neighbors": 5
94
- },
95
- "nn_isolation": {
96
- "max_spikes": 10000,
97
- "min_spikes": 10,
98
- "min_fr": 0.0,
99
- "n_neighbors": 4,
100
- "n_components": 10,
101
- "radius_um": 100,
102
- "peak_sign": "neg"
103
- },
104
- "nn_noise_overlap": {
105
- "max_spikes": 10000,
106
- "min_spikes": 10,
107
- "min_fr": 0.0,
108
- "n_neighbors": 4,
109
- "n_components": 10,
110
- "radius_um": 100,
111
- "peak_sign": "neg"
112
- },
113
- "silhouette": {
114
- "method": [
115
- "simplified"
116
- ]
117
- }
118
  },
119
- "skip_pc_metrics": false
120
- },
121
- "template_metric_params": {
122
- "metric_names": [
123
- "half_width",
124
- "num_negative_peaks",
125
- "num_positive_peaks",
126
- "peak_to_valley",
127
- "peak_trough_ratio",
128
- "recovery_slope",
129
- "repolarization_slope"
130
- ],
131
- "sparsity": null,
132
- "peak_sign": "neg",
133
- "upsampling_factor": 10,
134
- "metrics_kwargs": {
135
- "recovery_window_ms": 0.7,
136
- "peak_relative_threshold": 0.2,
137
- "peak_width_ms": 0.1,
138
- "depth_direction": "y",
139
- "min_channels_for_velocity": 5,
140
- "min_r2_velocity": 0.5,
141
- "exp_peak_function": "ptp",
142
- "min_r2_exp_decay": 0.5,
143
- "spread_threshold": 0.2,
144
- "spread_smooth_um": 20,
145
- "column_range": null
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
146
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
147
  }
148
  }
149
  },
@@ -154,6 +152,15 @@
154
  "label_conversion": {
155
  "1": "noise",
156
  "2": "mua",
157
- "3" : "sua"
 
 
 
 
 
 
 
 
 
158
  }
159
  }
 
1
  {
2
  "metric_params": {
3
+ "quality_metric_params": {
4
+ "metric_names": [
5
+ "amplitude_cutoff",
6
+ "amplitude_cv",
7
+ "amplitude_median",
8
+ "d_prime",
9
+ "drift",
10
+ "firing_range",
11
+ "firing_rate",
12
+ "isi_violation",
13
+ "isolation_distance",
14
+ "l_ratio",
15
+ "nearest_neighbor",
16
+ "num_spikes",
17
+ "presence_ratio",
18
+ "rp_violation",
19
+ "sd_ratio",
20
+ "silhouette",
21
+ "sliding_rp_violation",
22
+ "snr",
23
+ "synchrony"
24
+ ],
25
+ "peak_sign": null,
26
+ "seed": null,
27
+ "qm_params": {
28
+ "presence_ratio": {
29
+ "bin_duration_s": 60,
30
+ "mean_fr_ratio_thresh": 0.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
31
  },
32
+ "snr": {
33
+ "peak_sign": "neg",
34
+ "peak_mode": "extremum"
35
+ },
36
+ "isi_violation": {
37
+ "isi_threshold_ms": 1.5,
38
+ "min_isi_ms": 0
39
+ },
40
+ "rp_violation": {
41
+ "refractory_period_ms": 1.0,
42
+ "censored_period_ms": 0.0
43
+ },
44
+ "sliding_rp_violation": {
45
+ "min_spikes": 0,
46
+ "bin_size_ms": 0.25,
47
+ "window_size_s": 1,
48
+ "exclude_ref_period_below_ms": 0.5,
49
+ "max_ref_period_ms": 10,
50
+ "contamination_values": null
51
+ },
52
+ "synchrony": {
53
+ "synchrony_sizes": [
54
+ 2,
55
+ 4,
56
+ 8
57
+ ]
58
+ },
59
+ "firing_range": {
60
+ "bin_size_s": 5,
61
+ "percentiles": [
62
+ 5,
63
+ 95
64
+ ]
65
+ },
66
+ "amplitude_cv": {
67
+ "average_num_spikes_per_bin": 50,
68
+ "percentiles": [
69
+ 5,
70
+ 95
71
+ ],
72
+ "min_num_bins": 10,
73
+ "amplitude_extension": "spike_amplitudes"
74
+ },
75
+ "amplitude_cutoff": {
76
+ "peak_sign": "neg",
77
+ "num_histogram_bins": 100,
78
+ "histogram_smoothing_value": 3,
79
+ "amplitudes_bins_min_ratio": 5
80
+ },
81
+ "amplitude_median": {
82
+ "peak_sign": "neg"
83
+ },
84
+ "drift": {
85
+ "interval_s": 60,
86
+ "min_spikes_per_interval": 100,
87
+ "direction": "y",
88
+ "min_num_bins": 2
89
+ },
90
+ "nearest_neighbor": {
91
+ "max_spikes": 10000,
92
+ "n_neighbors": 5
93
+ },
94
+ "nn_isolation": {
95
+ "max_spikes": 10000,
96
+ "min_spikes": 10,
97
+ "min_fr": 0.0,
98
+ "n_neighbors": 4,
99
+ "n_components": 10,
100
+ "radius_um": 100,
101
+ "peak_sign": "neg"
102
+ },
103
+ "nn_noise_overlap": {
104
+ "max_spikes": 10000,
105
+ "min_spikes": 10,
106
+ "min_fr": 0.0,
107
+ "n_neighbors": 4,
108
+ "n_components": 10,
109
+ "radius_um": 100,
110
+ "peak_sign": "neg"
111
+ },
112
+ "silhouette": {
113
+ "method": [
114
+ "simplified"
115
+ ]
116
  }
117
+ },
118
+ "skip_pc_metrics": false
119
+ },
120
+ "template_metric_params": {
121
+ "metric_names": [
122
+ "half_width",
123
+ "num_negative_peaks",
124
+ "num_positive_peaks",
125
+ "peak_to_valley",
126
+ "peak_trough_ratio",
127
+ "recovery_slope",
128
+ "repolarization_slope"
129
+ ],
130
+ "sparsity": null,
131
+ "peak_sign": "neg",
132
+ "upsampling_factor": 10,
133
+ "metrics_kwargs": {
134
+ "recovery_window_ms": 0.7,
135
+ "peak_relative_threshold": 0.2,
136
+ "peak_width_ms": 0.1,
137
+ "depth_direction": "y",
138
+ "min_channels_for_velocity": 5,
139
+ "min_r2_velocity": 0.5,
140
+ "exp_peak_function": "ptp",
141
+ "min_r2_exp_decay": 0.5,
142
+ "spread_threshold": 0.2,
143
+ "spread_smooth_um": 20,
144
+ "column_range": null
145
  }
146
  }
147
  },
 
152
  "label_conversion": {
153
  "1": "noise",
154
  "2": "mua",
155
+ "3": "sua"
156
+ },
157
+ "additional_required_files": {
158
+ "__main__.CascadedClassifier",
159
+ "numpy.dtype",
160
+ "sklearn.metrics._classification.balanced_accuracy_score",
161
+ "sklearn.metrics._scorer._PredictScorer",
162
+ "sklearn.model_selection._search_successive_halving.HalvingGridSearchCV",
163
+ "sklearn.model_selection._split.StratifiedKFold",
164
+ "__main__.CascadedClassifier"
165
  }
166
  }