diff --git a/actions/calculate-statistics/data/10_calculate_spatial_statistics.html b/actions/calculate-statistics/data/10_calculate_spatial_statistics.html index 99f864178..e6e8f1412 100644 --- a/actions/calculate-statistics/data/10_calculate_spatial_statistics.html +++ b/actions/calculate-statistics/data/10_calculate_spatial_statistics.html @@ -13173,7 +13173,7 @@ div#notebook {
-
14:03:52 [I] klustakwik KlustaKwik2 version 0.2.6
+
14:18:41 [I] klustakwik KlustaKwik2 version 0.2.6
 
@@ -13335,7 +13335,7 @@ div#notebook {
-
<matplotlib.axes._subplots.AxesSubplot at 0x7f1dd5d9ea90>
+
<matplotlib.axes._subplots.AxesSubplot at 0x7fd37b11ed30>
@@ -13361,7 +13361,7 @@ div#notebook {
-
In [ ]:
+
In [7]:
data_loader = dp.Data(
@@ -13378,7 +13378,7 @@ div#notebook {
 
-
In [ ]:
+
In [8]:
first_row = units[units['action'] == '1849-060319-3'].iloc[0]
@@ -13472,6 +13472,8 @@ div#notebook {
     border_score = sp.border_score(smooth_high_rate_map, fields_laplace)
 
     information_rate = stats.information_rate(smooth_high_rate_map, prob_dist)
+    
+    information_spec = stats.information_specificity(smooth_high_rate_map, prob_dist)
 
     single_spikes, bursts, bursty_spikes = spikes.find_bursts(spike_times, threshold=0.01)
     burst_event_ratio = np.sum(bursts) / (np.sum(single_spikes) + np.sum(bursts))
@@ -13500,6 +13502,7 @@ div#notebook {
         'gridness': gridness,
         'border_score': border_score,
         'information_rate': information_rate,
+        'information_specificity': information_spec,
         'head_mean_ang': head_mean_ang,
         'head_mean_vec_len': head_mean_vec_len,
         'spacing': spacing,
@@ -13538,24 +13541,25 @@ div#notebook {
 
 
 
-
average_rate               3.095328
-speed_score               -0.063922
-out_field_mean_rate        1.837642
-in_field_mean_rate         5.122323
-max_field_mean_rate        8.882211
-max_rate                  23.006163
-sparsity                   0.468122
-selectivity                7.306812
-interspike_interval_cv     3.970863
-burst_event_ratio          0.397921
-bursty_spike_ratio         0.676486
-gridness                  -0.459487
-border_score               0.078474
-information_rate           0.965845
-head_mean_ang              5.788704
-head_mean_vec_len          0.043321
-spacing                    0.624971
-orientation               22.067900
+
average_rate                3.095328
+speed_score                -0.063922
+out_field_mean_rate         1.837642
+in_field_mean_rate          5.122323
+max_field_mean_rate         8.882211
+max_rate                   23.006163
+sparsity                    0.468122
+selectivity                 7.306812
+interspike_interval_cv      3.970863
+burst_event_ratio           0.397921
+bursty_spike_ratio          0.676486
+gridness                   -0.459487
+border_score                0.078474
+information_rate            0.965845
+information_specificity     0.309723
+head_mean_ang               5.788704
+head_mean_vec_len           0.043321
+spacing                     0.624971
+orientation                22.067900
 dtype: float64
@@ -13593,13 +13597,13 @@ dtype: float64
-
+
@@ -13629,7 +13633,6 @@ var element = $('#2b4825d6-9766-4260-96f8-a8462ab148ed'); ret = ret.dtype.type(ret / rcount) /home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/quantities/quantity.py:624: RuntimeWarning: Mean of empty slice. ret = self.magnitude.mean(axis, dtype, None if out is None else out.magnitude) -/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:82: RuntimeWarning: invalid value encountered in long_scalars
@@ -13711,6 +13714,28 @@ var element = $('#2b4825d6-9766-4260-96f8-a8462ab148ed');
+
+
+
+
In [ ]:
+
+
+
statistics_action.modules['parameters'] = {
+    'max_speed': max_speed,
+    'min_speed': min_speed,
+    'position_sampling_rate': position_sampling_rate,
+    'position_low_pass_frequency': position_low_pass_frequency,
+    'box_size': box_size,
+    'bin_size': bin_size,
+    'smoothing_low': smoothing_low,
+    'smoothing_high': smoothing_high
+}
+
+ +
+
+
+
diff --git a/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb b/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb index 37f7e954a..0787a38de 100644 --- a/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb +++ b/actions/calculate-statistics/data/10_calculate_spatial_statistics.ipynb @@ -19,7 +19,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "14:03:52 [I] klustakwik KlustaKwik2 version 0.2.6\n" + "14:18:41 [I] klustakwik KlustaKwik2 version 0.2.6\n" ] } ], @@ -175,7 +175,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -215,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -241,24 +241,25 @@ { "data": { "text/plain": [ - "average_rate 3.095328\n", - "speed_score -0.063922\n", - "out_field_mean_rate 1.837642\n", - "in_field_mean_rate 5.122323\n", - "max_field_mean_rate 8.882211\n", - "max_rate 23.006163\n", - "sparsity 0.468122\n", - "selectivity 7.306812\n", - "interspike_interval_cv 3.970863\n", - "burst_event_ratio 0.397921\n", - "bursty_spike_ratio 0.676486\n", - "gridness -0.459487\n", - "border_score 0.078474\n", - "information_rate 0.965845\n", - "head_mean_ang 5.788704\n", - "head_mean_vec_len 0.043321\n", - "spacing 0.624971\n", - "orientation 22.067900\n", + "average_rate 3.095328\n", + "speed_score -0.063922\n", + "out_field_mean_rate 1.837642\n", + "in_field_mean_rate 5.122323\n", + "max_field_mean_rate 8.882211\n", + "max_rate 23.006163\n", + "sparsity 0.468122\n", + "selectivity 7.306812\n", + "interspike_interval_cv 3.970863\n", + "burst_event_ratio 0.397921\n", + "bursty_spike_ratio 0.676486\n", + "gridness -0.459487\n", + "border_score 0.078474\n", + "information_rate 0.965845\n", + "information_specificity 0.309723\n", + "head_mean_ang 5.788704\n", + "head_mean_vec_len 0.043321\n", + "spacing 0.624971\n", + "orientation 22.067900\n", "dtype: float64" ] }, @@ -345,6 +346,8 @@ " border_score = sp.border_score(smooth_high_rate_map, fields_laplace)\n", "\n", " information_rate = stats.information_rate(smooth_high_rate_map, prob_dist)\n", + " \n", + " information_spec = stats.information_specificity(smooth_high_rate_map, prob_dist)\n", "\n", " single_spikes, bursts, bursty_spikes = spikes.find_bursts(spike_times, threshold=0.01)\n", " burst_event_ratio = np.sum(bursts) / (np.sum(single_spikes) + np.sum(bursts))\n", @@ -373,6 +376,7 @@ " 'gridness': gridness,\n", " 'border_score': border_score,\n", " 'information_rate': information_rate,\n", + " 'information_specificity': information_spec,\n", " 'head_mean_ang': head_mean_ang,\n", " 'head_mean_vec_len': head_mean_vec_len,\n", " 'spacing': spacing,\n", @@ -393,7 +397,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "efa60f02cd1b4f1a946f01a7f61c1640", + "model_id": "df0e286d762c4ef3b5a6a00a3b82eee6", "version_major": 2, "version_minor": 0 }, @@ -425,8 +429,7 @@ "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/numpy/core/_methods.py:132: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/quantities/quantity.py:624: RuntimeWarning: Mean of empty slice.\n", - " ret = self.magnitude.mean(axis, dtype, None if out is None else out.magnitude)\n", - "/home/mikkel/.virtualenvs/expipe/lib/python3.6/site-packages/ipykernel_launcher.py:82: RuntimeWarning: invalid value encountered in long_scalars\n" + " ret = self.magnitude.mean(axis, dtype, None if out is None else out.magnitude)\n" ] } ], @@ -490,6 +493,24 @@ "copy_tree(output_path, str(statistics_action.data_path()))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "statistics_action.modules['parameters'] = {\n", + " 'max_speed': max_speed,\n", + " 'min_speed': min_speed,\n", + " 'position_sampling_rate': position_sampling_rate,\n", + " 'position_low_pass_frequency': position_low_pass_frequency,\n", + " 'box_size': box_size,\n", + " 'bin_size': bin_size,\n", + " 'smoothing_low': smoothing_low,\n", + " 'smoothing_high': smoothing_high\n", + "}" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/actions/calculate-statistics/data/results.csv b/actions/calculate-statistics/data/results.csv index 653a7587e..f8a813482 100644 --- a/actions/calculate-statistics/data/results.csv +++ b/actions/calculate-statistics/data/results.csv @@ -1,1299 +1,1299 @@ -action,channel_group,unit_name,average_rate,speed_score,out_field_mean_rate,in_field_mean_rate,max_field_mean_rate,max_rate,sparsity,selectivity,interspike_interval_cv,burst_event_ratio,bursty_spike_ratio,gridness,border_score,information_rate,head_mean_ang,head_mean_vec_len,spacing,orientation -1849-060319-3,1,104,3.095327925548638,-0.06392219163065944,1.8376416878778516,5.122322826719088,8.882210875057236,23.006162825111684,0.46812244946516457,7.306812452310683,3.9708633148489456,0.39792060491493386,0.6764855256475368,-0.4594873307020717,0.07847392856769916,0.9658450244848825,5.788704328663983,0.04332104438366589,0.6249706580126192,22.067899562410222 -1849-060319-3,1,108,5.852669307677796,-0.11841186450745765,5.107200902095488,6.392464726176824,7.2249647280156095,19.049759415998295,0.918451100792613,3.223492310337398,1.2197765332802881,0.14648065948002537,0.2771213748657358,-0.6154050453897676,0.31117998407933634,0.1913753170903877,1.821597621157436,0.014623602436554538,0.7533333333333333,0.0 -1849-060319-3,1,85,11.05137395459976,-0.05397042035494583,6.499269098987977,16.089831641023427,22.970552246576084,49.220250359522844,0.5348432907637081,4.454534873621216,5.470098832067059,0.37346565682945937,0.6587482219061166,-0.5277105027763117,0.1316603344988129,3.8335871468249185,4.407613944886153,0.12111537934602479,0.5428767575287274,27.758540601060012 -1849-060319-3,1,94,2.227567125699553,-0.055621854406855964,1.6419228669597286,3.0058339409503625,4.504252616265031,9.759683496765163,0.7781680095186402,4.319507091793808,1.6525007968974839,0.09746434231378764,0.1961891319689485,-0.6415432573469907,0.27498896903469416,0.15373974972252638,6.128600987818136,0.09922347095356064,0.4849157210422214,11.309932474020224 -1849-060319-3,1,98,15.923096271143807,0.14757445470741593,15.060596933562156,20.488926796725966,23.683709383200657,36.885141704878556,0.9185488591805281,2.344772391453207,1.425851230705958,0.24803637866887143,0.46124987659196365,-0.08529240196498045,0.1986764891546783,0.5267195184610716,1.6023615615245494,0.05182476537998292,0.6465714091271454,0.0 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