From aef349c092851d472de00017655570850fe9b2c4 Mon Sep 17 00:00:00 2001 From: steelec Date: Wed, 22 Jun 2022 20:45:55 -0400 Subject: [PATCH 1/2] identified error in alignment of for to ref --- spft/ComputingBxMetrics_testing.ipynb | 387 ++++++++++++++++++++++++-- 1 file changed, 361 insertions(+), 26 deletions(-) diff --git a/spft/ComputingBxMetrics_testing.ipynb b/spft/ComputingBxMetrics_testing.ipynb index 54348c4..ebfa80b 100644 --- a/spft/ComputingBxMetrics_testing.ipynb +++ b/spft/ComputingBxMetrics_testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, + "execution_count": 83, "id": "3f3dfe38-a290-420d-8f95-a7b76745d158", "metadata": {}, "outputs": [ @@ -108,7 +108,7 @@ "\n", "def score_spft_data(data,device_idx=0,description = \"e.g., right hand performance\", \n", " reference_designation='leftReference', trial_type_keys = ['LRN','SMP','RST'],\n", - " exclude_meta_keys = ['blocks','devices']):\n", + " exclude_meta_keys = ['blocks','devices'], save_trial_data=True):\n", " \"\"\"\n", " Compute lag and rmse/sse for SPFT data per trial for all trial_type_keys. Output dictionary contains metadata\n", " from input, blocked data by trial_type ['block_?'] and concatenated data by trial_type ['all'].\n", @@ -137,6 +137,19 @@ " res['reference_designation'] = reference_designation #L or R reference bar\n", " res['description'] = description\n", " res['all'] = {}\n", + " if save_trial_data:\n", + " res['trial_data'] = {}\n", + " res['trial_data']['ref_interp'] = []\n", + " res['trial_data']['for_interp'] = []\n", + " res['trial_data']['common_time'] = []\n", + " res['trial_data']['ref_raw'] = []\n", + " res['trial_data']['for_raw'] = []\n", + " res['trial_data']['ref_time_raw'] = []\n", + " res['trial_data']['for_time_raw'] = []\n", + " res['trial_data']['ref_interp_snipped'] = []\n", + " res['trial_data']['for_interp_snipped'] = []\n", + " \n", + "\n", " for trial_type in trial_type_keys:\n", " res['all'][trial_type] = {}\n", " res['all'][trial_type]['lag_xcorr_ms'] = []\n", @@ -168,45 +181,47 @@ " # print(end-start)\n", "\n", " # compute mask of data in for response vector associated with this specific trial, select time/vals\n", - " for_trial_mask = (for_time_all-start >= 0) & (for_time_all-end+1000<=0) \n", + " for_trial_mask = (for_time_all-start >= 0) & (for_time_all-end<=0) \n", " for_time = for_time_all[for_trial_mask]\n", " for_vals = for_vals_all[for_trial_mask]\n", "\n", " # bring ref vals into the same time space by interpolating, for direct comparison\n", " # then compute lag and other metrics, also shift by lag and compute metrics again\n", " # times are in ms, and we use the median time per interval for the conversion of lag (in timestep units) to ms\n", - " return for_time,ref_time,for_vals,ref_vals\n", - " ref_vals_interp = np.interp(for_time,ref_time,ref_vals) #linear (piece-wise) interpolation of presented target bar positions into the actual response, now we can subtract directly\n", + " # return for_time,ref_time,for_vals,ref_vals\n", + " common_time = np.linspace(ref_time.min(),ref_time.max(),ref_time.shape[0]*2)\n", + " ref_vals_interp = np.interp(common_time,ref_time,ref_vals)\n", + " for_vals_interp = np.interp(common_time,for_time,for_vals)\n", " # ref_vals_interp = interp1d(ref_time,ref_vals,kind='cubic')(for_time) #does not seem to make a difference here\n", - " trial_lag_xcorr = lag_calc(ref_vals_interp,for_vals) #in samples\n", - " time_per_interval = np.mean(np.diff(for_time)) #time, in ms\n", - " time_std_per_interval = np.std(np.diff(for_time)) #time, in ms\n", + " trial_lag_xcorr = lag_calc(ref_vals_interp,for_vals_interp) #in samples\n", + " time_per_interval = np.mean(np.diff(common_time)) #time, in ms\n", + " time_std_per_interval = np.std(np.diff(common_time)) #time, in ms\n", " trial_lag_xcorr_ms = trial_lag_xcorr*time_per_interval\n", - " for_time = for_time - for_time[0] #zero time so that our plots start at 0\n", - " trial_lag_ms = lag_calc_ms(for_time,ref_vals_interp,for_vals) #alternative way, not sure if this is correct in the end\n", + " common_time = common_time - common_time[0] #zero time so that our plots start at 0\n", + " trial_lag_ms = lag_calc_ms(common_time,ref_vals_interp,for_vals_interp) #alternative way, not sure if this is correct in the end\n", " # print(trial_lag_ms)\n", " \n", " # raw RMSE and SSE\n", - " trial_rmse = np.sqrt(np.mean((ref_vals_interp-for_vals)**2)) #root mean squared error\n", - " trial_sse = ((ref_vals_interp-for_vals)**2).sum()\n", + " trial_rmse = np.sqrt(np.mean((ref_vals_interp-for_vals_interp)**2)) #root mean squared error\n", + " trial_sse = ((ref_vals_interp-for_vals_interp)**2).sum()\n", "\n", "\n", " # we now take the aligned vectors, snip the parts that we do not have data for, and compare to compute our lag-aligned version\n", " if trial_lag_xcorr >0: #we have a lag (i.e., the force comes after the reference)\n", - " snipped_for_vals = for_vals[trial_lag_xcorr:]\n", + " snipped_for_vals = for_vals_interp[trial_lag_xcorr:]\n", " snipped_ref_vals = ref_vals_interp[0:trial_lag_xcorr*-1]\n", - " snipped_for_time = for_time[trial_lag_xcorr:]\n", + " # snipped_for_time = for_time[trial_lag_xcorr:]\n", " elif trial_lag_xcorr <0: #force preceded the reference\n", - " snipped_for_vals = for_vals[0:trial_lag_xcorr*-1]\n", + " snipped_for_vals = for_vals_interp[0:trial_lag_xcorr*-1]\n", " snipped_ref_vals = ref_vals_interp[trial_lag_xcorr:]\n", - " snipped_for_time = for_time[0:trial_lag_xcorr*-1]\n", + " # snipped_for_time = for_time[0:trial_lag_xcorr*-1]\n", " elif trial_lag_xcorr == 0:\n", - " snipped_for_vals = for_vals\n", + " snipped_for_vals = for_vals_interp\n", " snipped_ref_vals = ref_vals_interp\n", - " snipped_for_time = for_time\n", + " # snipped_for_time = for_time\n", "\n", " # proportion of elements used to compute RMSE and SSE\n", - " trial_prop_good_els = snipped_for_vals.shape[0] / for_vals.shape[0] \n", + " # trial_prop_good_els = snipped_for_vals.shape[0] / ref_vals_interp.shape[0] \n", " # lag-algined RMSE and SSE\n", " lag_aligned_trial_rmse = np.sqrt(np.mean((snipped_ref_vals-snipped_for_vals)**2)) #root mean squared error #TOOD: have someone confirm algo\n", " lag_aligned_trial_sse = ((snipped_ref_vals-snipped_for_vals)**2).sum()\n", @@ -227,6 +242,20 @@ " # print(np.corrcoef(snipped_for_vals,snipped_ref_vals)[0,1])\n", " # print(np.corrcoef(ref_vals_interp,np.interp(for_time+trial_lag_ms, for_time,for_vals))[0,1])\n", " \n", + " if save_trial_data:\n", + " res['trial_data']['ref_interp'].append(ref_vals_interp)\n", + " res['trial_data']['for_interp'].append(for_vals_interp)\n", + " res['trial_data']['common_time'].append(common_time)\n", + "\n", + " res['trial_data']['ref_raw'].append(ref_vals)\n", + " res['trial_data']['for_raw'].append(for_vals)\n", + " res['trial_data']['ref_time_raw'].append(ref_time)\n", + " res['trial_data']['for_time_raw'].append(for_time)\n", + "\n", + " res['trial_data']['ref_interp_snipped'].append(snipped_ref_vals)\n", + " res['trial_data']['for_interp_snipped'].append(snipped_for_vals)\n", + " \n", + "\n", " #block-wise data\n", " res[f'block_{block_idx}'][trial_type]['lag_xcorr_ms'].append(trial_lag_xcorr_ms)\n", " res[f'block_{block_idx}'][trial_type]['lag_lstsq_ms'].append(trial_lag_ms)\n", @@ -279,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 47, "id": "1bc9a59a-4a18-4ca1-9d1d-90a571e46c64", "metadata": {}, "outputs": [], @@ -288,7 +317,7 @@ "in_dir = './testing/2022_06_test_right_only'\n", "subs = ['Derek','Isa','Jhelum_L','Kimia','Mika']\n", "data = load_yaml(join(in_dir,f'LAB_{subs[0]}_Test_Right_Only_out-file.txt'))\n", - "for_time,ref_time,for_vals,ref_vals = score_spft_data(data)\n", + "\n", "# for idx,sub in enumerate(subs):\n", "# print(sub)\n", " # data = spft.load_yaml(join(in_dir,f'LAB_{sub}_Test_Right_Only_out-file.txt'))\n", @@ -300,23 +329,323 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 84, + "id": "7b0e593e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "res=score_spft_data(data)\n", + "\n", + "for idx in range(len(res['trial_data']['ref_interp'])):\n", + " plt.plot(res['trial_data']['common_time'][idx],res['trial_data']['ref_interp'][idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "5179925a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for idx in range(1):\n", + " plt.plot(res['trial_data']['ref_time_raw'][idx]-res['trial_data']['ref_time_raw'][idx].min(),res['trial_data']['ref_raw'][idx])\n", + "for idx in range(1):\n", + " plt.plot(res['trial_data']['for_time_raw'][idx]-res['trial_data']['for_time_raw'][idx].min(),res['trial_data']['for_raw'][idx])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "9337f5e0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1440,)\n", + "(2057,)\n" + ] + } + ], + "source": [ + "print(res['trial_data']['ref_time_raw'][idx].shape)\n", + "print(res['trial_data']['for_time_raw'][idx].shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "daad2857", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for idx in range(len(res['trial_data']['ref_interp'])):\n", + " plt.plot(res['trial_data']['common_time'][idx],res['trial_data']['for_interp'][idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "5b47b88c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "common_time = np.linspace(ref_time.min(),ref_time.max(),ref_time.shape[0]*2)\n", + "ref_vals_interp = np.interp(common_time,ref_time,ref_vals)\n", + "for_vals_interp = np.interp(common_time,for_time,for_vals)\n", + "\n", + "plt.plot(ref_vals_interp,'.',label='ref')\n", + "plt.plot(for_vals_interp,'.')\n", + "plt.legend()\n", + "print(for_vals.shape)\n", + "print(for_vals_interp.shape)\n", + "#plt.plot(np.diff(for_time))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c0480389", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ref_time,ref_vals,'.')\n", + "plt.plot(for_time,for_vals,'.')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "7d951021", + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 17, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -328,8 +657,14 @@ } ], "source": [ - "common_time = np.linspace(0,for_time.max(),for_time.shape[0]*2)\n", + "common_time = np.linspace(for_time.min(),for_time.max(),for_time.shape[0]*2)\n", + "ref_vals_interp = np.interp(common_time,ref_time,ref_vals)\n", + "for_vals_interp = np.interp(common_time,for_time,for_vals)\n", "\n", + "plt.plot(common_time,ref_vals_interp,'.')\n", + "plt.plot(common_time,for_vals_interp,'.')\n", + "print(for_vals.shape)\n", + "print(for_vals_interp.shape)\n", "#plt.plot(np.diff(for_time))" ] }, From b5caa2123ca06e4023e7a94e86ef3a69cc8fce7b Mon Sep 17 00:00:00 2001 From: steelec Date: Wed, 22 Jun 2022 21:49:53 -0400 Subject: [PATCH 2/2] lag vals should now be correclty reported and snipped --- spft/2022_06_Trial_by_trial_Bx.ipynb | 335 +++++++++++++++++++++++++- spft/ComputingBxMetrics_testing.ipynb | 255 +++++++++++++++++--- spft/__pycache__/spft.cpython-39.pyc | Bin 6878 -> 7181 bytes spft/spft.py | 81 ++++--- 4 files changed, 607 insertions(+), 64 deletions(-) diff --git a/spft/2022_06_Trial_by_trial_Bx.ipynb b/spft/2022_06_Trial_by_trial_Bx.ipynb index 4a455d4..72d966c 100644 --- a/spft/2022_06_Trial_by_trial_Bx.ipynb +++ b/spft/2022_06_Trial_by_trial_Bx.ipynb @@ -55,22 +55,345 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "{'ref_interp': [array([0.5429 , 0.55089125, 0.55813301, ..., 0.51374946, 0.52118503,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.54966801, 0.55643603, ..., 0.5135636 , 0.52102366,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.55249197, 0.55937964, ..., 0.51452274, 0.52156137,\n", + " 0.5286 ]),\n", + " array([0.4333 , 0.4333 , 0.43399357, ..., 0.42863008, 0.43096504,\n", + " 0.4333 ]),\n", + " array([0.4333 , 0.4333 , 0.4333 , ..., 0.42871119, 0.4310056 ,\n", + " 0.4333 ]),\n", + " array([0.4333 , 0.4333 , 0.43355517, ..., 0.42902706, 0.43116353,\n", + " 0.4333 ]),\n", + " array([0.5429 , 0.5524152 , 0.55968007, ..., 0.5129512 , 0.52072755,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.54768254, 0.55246508, ..., 0.51299138, 0.52078709,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.54916559, 0.55543118, ..., 0.51359611, 0.52110871,\n", + " 0.5286 ]),\n", + " array([0.4333 , 0.4333 , 0.4333 , ..., 0.43041088, 0.43185544,\n", + " 0.4333 ]),\n", + " array([0.4333 , 0.4333 , 0.43368534, ..., 0.42884836, 0.43107418,\n", + " 0.4333 ]),\n", + " array([0.4333 , 0.4333 , 0.4333 , ..., 0.4283507 , 0.43082109,\n", + " 0.4333 ]),\n", + " array([0.5429 , 0.55207723, 0.5593557 , ..., 0.51422253, 0.52141127,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.54910208, 0.55530416, ..., 0.51492157, 0.52176079,\n", + " 0.5286 ]),\n", + " array([0.5429 , 0.54723504, 0.55157009, ..., 0.51575254, 0.52217627,\n", + " 0.5286 ]),\n", + " array([0.4333 , 0.4333 , 0.4333 , ..., 0.42843298, 0.43083726,\n", + " 0.4333 ]),\n", + " array([0.4333 , 0.4333 , 0.4333 , ..., 0.42831243, 0.43080155,\n", + " 0.4333 ]),\n", + " 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"execution_count": 6, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -86,8 +409,8 @@ "# SMP first, 3 trials, then LRN, then repeat\n", "SMP_lag = all_LRN_lag[:,[0,1,2,6,7,8,12,13,14]]\n", "LRN_lag = all_LRN_lag[:,[3,4,5,9,10,11,15,16,17]]\n", - "plt.plot(LRN_lag.T,'o-',label='LRN')\n", - "# plt.plot(SMP_lag.mean(axis=0),'o-',label='SMP')\n", + "plt.plot(LRN_lag.mean(axis=0),'o-r',label='LRN')\n", + "plt.plot(SMP_lag.mean(axis=0),'o-b',label='SMP')\n", "plt.legend()" ] }, diff --git a/spft/ComputingBxMetrics_testing.ipynb b/spft/ComputingBxMetrics_testing.ipynb index ebfa80b..95b6e5f 100644 --- a/spft/ComputingBxMetrics_testing.ipynb +++ b/spft/ComputingBxMetrics_testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 83, + "execution_count": 171, "id": "3f3dfe38-a290-420d-8f95-a7b76745d158", "metadata": {}, "outputs": [ @@ -123,13 +123,6 @@ " for_time_all = np.array(for_resp['times'])\n", " for_vals_all = compute_normalized_force_response(np.array(for_resp['values']),MVC) #convert to normalized value for comparison\n", "\n", - " all_lag_xcorr_ms = []\n", - " all_lag_lstsq_ms = []\n", - " all_raw_rmse = []\n", - " all_raw_sse = []\n", - " all_rmse = []\n", - " all_sse = []\n", - "\n", " res = {} #results dictionary\n", " for key in data.keys():\n", " if not (key in exclude_meta_keys):\n", @@ -195,7 +188,7 @@ " # ref_vals_interp = interp1d(ref_time,ref_vals,kind='cubic')(for_time) #does not seem to make a difference here\n", " trial_lag_xcorr = lag_calc(ref_vals_interp,for_vals_interp) #in samples\n", " time_per_interval = np.mean(np.diff(common_time)) #time, in ms\n", - " time_std_per_interval = np.std(np.diff(common_time)) #time, in ms\n", + " # time_std_per_interval = np.std(np.diff(common_time)) #time, in ms\n", " trial_lag_xcorr_ms = trial_lag_xcorr*time_per_interval\n", " common_time = common_time - common_time[0] #zero time so that our plots start at 0\n", " trial_lag_ms = lag_calc_ms(common_time,ref_vals_interp,for_vals_interp) #alternative way, not sure if this is correct in the end\n", @@ -204,16 +197,18 @@ " # raw RMSE and SSE\n", " trial_rmse = np.sqrt(np.mean((ref_vals_interp-for_vals_interp)**2)) #root mean squared error\n", " trial_sse = ((ref_vals_interp-for_vals_interp)**2).sum()\n", - "\n", - "\n", + " \n", + " # if (block_idx == 2) and (trial_idx == 4):\n", + " # return ref_vals_interp,for_vals_interp,trial_lag_xcorr,time_per_interval\n", + " \n", " # we now take the aligned vectors, snip the parts that we do not have data for, and compare to compute our lag-aligned version\n", " if trial_lag_xcorr >0: #we have a lag (i.e., the force comes after the reference)\n", " snipped_for_vals = for_vals_interp[trial_lag_xcorr:]\n", - " snipped_ref_vals = ref_vals_interp[0:trial_lag_xcorr*-1]\n", + " snipped_ref_vals = ref_vals_interp[0:-trial_lag_xcorr]\n", " # snipped_for_time = for_time[trial_lag_xcorr:]\n", " elif trial_lag_xcorr <0: #force preceded the reference\n", - " snipped_for_vals = for_vals_interp[0:trial_lag_xcorr*-1]\n", - " snipped_ref_vals = ref_vals_interp[trial_lag_xcorr:]\n", + " snipped_for_vals = for_vals_interp[0:trial_lag_xcorr]\n", + " snipped_ref_vals = ref_vals_interp[trial_lag_xcorr*-1:]\n", " # snipped_for_time = for_time[0:trial_lag_xcorr*-1]\n", " elif trial_lag_xcorr == 0:\n", " snipped_for_vals = for_vals_interp\n", @@ -329,7 +324,118 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 173, + "id": "01086eca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ -92.60376172 -49.97089267 -84.52886419 50.26680792 8.3296214\n", + " 0. -108.47332754 -108.5554637 -41.51613407 50.19203196\n", + " 33.36878083 91.44797846 -24.89858284 -65.7710594 0.\n", + " 0. 238.59012157 0. ]\n", + "[ -92.60376172 -49.97089267 -84.52886419 50.26680792 8.3296214\n", + " 0. -108.47332754 -108.5554637 -41.51613407 50.19203196\n", + " 33.36878083 91.44797846 -24.89858284 -65.7710594 0.\n", + " 0. 238.59012157 0. ]\n" + ] + } + ], + "source": [ + "res=score_spft_data(data)\n", + "import spft as spft\n", + "res2 = spft.score_spft_data(data)\n", + "print(res['all']['LRN']['lag_xcorr_ms'])\n", + "print(res2['all']['LRN']['lag_xcorr_ms'])" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "7d739b2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -92.60376172, -49.97089267, -84.52886419, 50.26680792,\n", + " 8.3296214 , 0. , -108.47332754, -108.5554637 ,\n", + " -41.51613407, 50.19203196, 33.36878083, 91.44797846,\n", + " -24.89858284, -65.7710594 , 0. , 0. ,\n", + " 238.59012157, 0. ])" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "res['all']['LRN']['lag_xcorr_ms'][16]" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "8d106fdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "238.59012157008567\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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raaDXP8v+qYAdLbQKk7bffu08N/zhYzz22klVpvpPLoVv/lxlb9b7qgV/Edf44cEZtnRGCfiUfO6MOkZ8YAk+EBvmTx4+xE1/9ARnJ+ZcPmnlqUkcvpTyASnldinlFinlH1jLPi+l/Lz1/LyU8g4p5R4p5W4p5T/UYruVcnIsxmwirQTNIuT3ctOWDp54YxiZLbDwQbl1VsDCT2ey/N79BxidTfCJb7zOvnMr33jl0OAMkYCXDW0NMKnm38/JDganHFajJfgPvXyMkZkEv/H11+yLfokX/LERddFt7rQtx+3dUbZ0Rnjw9dVLUf/sk0eZSaT5i8ePcHTYmaGpLXzrAl8mK//o8CzrWxsI+dV5ua6lgcvFMbxHHlKCDyAEGU+AYwNjvDE4w78WhrN++d3w1B9WPddwdmKe+VSGSx2CTzZLU3aK08koBwasz/OHVzQOP5OV/N79BxiaTvDyV/8Q/v5HITFVeV3+dELN1emos0Ucu0NDM2zvsX+XzQ1K8GXUGqGGldt4aHCAv3zyKOcm5/n9bx2oejvLwUWRabvPsmB39eXPE9+yo4vT43OcGbcuYI9D8AMrI/jPnxhncDrOL9yyBYBf+srLy77NQo6NzLK5M4oQAqaU4A/QweCUQ8g9XrIeP4n5GH6vYHQ2aYugM8lkEVUbj4/GaA37aYvYIwohBHfv7uUHx8eYjq98Hf7ZRJpnjoxyXX8rAa+H3//WfvvF+QnVHa3RmqRbplDVo8OzbOuyhaW3OcQdXivB5+ZfzS1PSB8B1G/0QKkb5Hh1HtTDQ+rc3+YU/G9+BI/MME4TTxy0Itx8IdtNsgK8cHKc0dkE77luA1vF2fwXK3HrZFPq2C0yMCOWSHN2Yp5Lu23jZINPHf9Jn5WrEm4D4Hv7VEby+tYGnjlizRdqUvPw+KdXvCrvRSH4+89NEfB68i4egFu2q6HX88esGXXh+DmCjSvi0nl4/yAhv4dffPtW7n3rZo6NxDgyVMVJeOZ5GF5aZurxkRibOy0fvVXnPRlZx8BUvuWWxE/Ul+HRX3kbAE8fsYTe6atcxE3y2PBsnnWvuX5TG1kJ+86u/KjnqUPDJDNZfu2OS/nwzZt45ugo4zHLdTM/oSzEkDViXAYLP5OVHB+NsbXL/l16mkO0MUM82J4rXDafzDCf9bGnp4H337iRF06Mk9ZuHefNt8p2fnrU5dy+tqInGnew77x1TAJhlam+TG6tQh7eP0jA5+F33rWTTY0F7isdvbQQmZSKlV/kPN2JUWXNb3Gcrz2eCdLSw7mkdQ1Zo4cjJ89wy6Wd/P4P72I+leGVM5P2Bx24X9Xe+e6fVrX9pXJRCP4bgzNs7bJ9bpoNbWE2dUQ4cNa6y+rSCqAEf5kt/GxW8vD+Id62vZNwwMeHbuoH4Ik3hgtXLP0hX7xdDWsXyXwyw7nJefsEnjoDgSiR5g4Gp23BT2WyzGW9bG7x098RoTXs57glCnlF1RbRJ/T4aIzNHZGi5dp/fHTEceONjcEb/1H1Nqrl4f1DtEcCXNvfxu07u5FSleUAHIJvjRiXwcI/Mz5HMp1la2e+4LeKGWLeltyyZ4+NksDHhiYPe/qaiSUz9o3aWdSsyuNyfCRGRzRAc4PfXti0Hjx+Yj3Xc3zE8ltr4UwtT/SWEyklj+wf4uatHUSCPjZGMhzL9nLymt9SK4wcKv8hWvAXaeHr33ZdS0NuWefccU7Jbs5pF6h2F81P8EOXr+PKDS2APVcG2J3SVjgw5KIQ/MNDM7mJr0K2d0c5P+Hi0gk2LntY5mvnphicjnPnLjW739vcwKXdjWoiWfNvH1MNFdzQYV8zhVGwlaMtljwLv3k9Pc0hBh0W/vePjZGQfvpblQCsa2ngvE6Mijks/Ff+qartz8RTjMwk2NJVbOF3NwWJBn0q9lzzrf8KX3mfHZq4DCTSGZ58Y5jbLuvG6xFc3tdMY9DHM0f1iGY838Jfhlh87S7b6nAdhAM+Or2zTDtSWB5/Y5g0fjoboK9FJcfljoszvX8RFn7RqCubhivfx+auKKfG5shk5dLzM5JzqmnIf/y3su7A/eenOTc5n7temj1xTtHLN3mHmrw+9mT57RW5dKq7xgcsN2dvS0gtkJLo6Mu8LLdxbsL63f0NpESANk+M23d10xYJ0BjycXoslnsPRx5VzydOVrX9pVL3gj81n2JgKl5S8Ld0RhmasnyQzknbaDdMnV7WTkKP7B/E6xG8fYcdjnj9pjb2nZ+yJ0Rf+QdV4iDmEuLlbNLy4CcW6T+3Jkw7HBZ+83p6mxvyBP/FUxMk8dEdVnH5SvCt17WF37Edzlc3B6EtRTcLXwjBlq5ovoV/4mn1OLN8k7nPHhtjNpHmzt0qksPn9XDD5jaeO64t/Enlpw0un4Wvj8uWAtHt9MwyJu1l3zs6ijfQgDebzInQeT334qzYWKWwHB+NsaWz4JjEpyDUxJaOKMlMVkWe6Azsr30I/v1jVW0DgCOPwLHHVX2eMhb6w/sH8Qhy4bve5AyeUCOvjmRh45vg3N7y28uklYWvI/GqdMedn4zj9wo6IlY47PR5PHOj7Bdb7RstMC0a2RxN0hTyI4SwQ2pBXWOj1nc1gl9btD88L9rAwZbOaHFYJkDPHnWCT51xfV8tePTAENf3t9ESticrN3dGmImnGZlN5LtyJk4Uf4Azm++5z8O//TykqouYGLBEe31bg9rewKvQvJ7uphAziTSzCTWKODI8g/QE8GXVsLWzMcjorDWEjY0qd9iGG+wTuULcInScbOmM5EfI6Mqmy1iN8JH9Q0QCXt68pSO3bE9fCyfGYswl0+pGu8w+/HMT8zSFfPkulUyaDiYYzqjfKp7KcHp8Dl8gBOkkvc1K8HPRVfr86L1C3YgrNAgmYknGY8n8m006oTJqQ8250eDxkZhtKZ99Hl6uMvgum4XHftf+f3h/6XVRgn9dfxvtUUtsk7N4G5rVKLWxF2YryG7NpmzX7SLctgNT8/Q0h/B4rITE8WMATEf6czdaKSXj2TA9AfsG0NscYnDaOi5j6j1suFGNqDMrF5RQ94L/xqA6oNtLWfhdUTzo4mmOn0OnSS+TsJwcjXFkeJbbd3bn7491kR0fiakRhsbNEihM3371n+FgYc7bwpyfmicS8NIY9MFr/6IWBqKss6xFHT98ZGgW4Q/linR1RIOMzyXVBOHcqApF67xUTeC6jUZKcHwkhs8juKQ97Pr61q4oQ9MJZnSkjhb8xTZjkRJOPVtS/LJZyWMHh3jbpZ25cEiAneuakNI6n7QPX4vdMlj45ybjeX5i5ifh0+1EsrM8mtyFlJIz43NICf5gCDIJwgEfjSEfQ3ruRR+HHe9S1n6F1mRu1Oe08LXbKtSSuzkfG5mF5vX5b66mNs3ECbVPN/+a+n+ytHF1YjTG4aFZ7trdYy9MzBCKNHN2Yo5MpBNmh8rf1LQPHxYVej0wGae32XFcrOinbEt/zqUzPJNgINNCb8YehXY1hezy0nqb665SSZ/LaFQWUveCf2RohmjQxzrL+ilkc2cErxb8Qh8+LNukii6KVSj4+iI7NjILL/6d/YJbBIK+GfU7fPxVhsgNTsXpaQ6pkEztjrnpl3IRTUeGZkmms5wYjVmWpGXhRwNICeNzSeXTDrer3reQ33qvDMdHZ9nYFsbvdT8Vt+bEJQb7/82uCrnYG/HRx+Fv74bn73N9+ZWzk4zMJLhjZ0/e8st61e9x+Oyo+o0bWtT5EmxaFh/+wNR8vuAffyr39F/nr2JkNsEZ62bstyx8gO6mkEPwRwAB2+9U/597saJtH8u52RwWvr6phZppiwRoCfs5PhpTBcP0SAeqOy5a6DbfAqGWBecZHt6vymzcYfnvSSchHSfS1EJWwoRoUeUlyo22Mkm7HMUiIvHOT83na8nESfD4aejYyOnxOaSUHB6a4dnsLtpmj8CM2u/uxhBjsSTJdNbOW+neaX/GClH/gj88y5YuK8bchaaQn7awJfRiZQV/R08jG9ryLdt1zQ2E/B5l4R97Atq3KWty7BgcLShdoC38n/ySY1l1Qjgw5bBYUnNqaBztYnNnBI9QE96nxmKks5JAsCHPwgcYnUmq9/nD0LldfU4Vgn9sOJZvSRagJ3OPDs/C1z5ov7DYtPWh19Vjibj0Rw8M4fMIbr20K2/5uuYGGvxeBgetxKYGFWutBL/2Fv75yfmciwaAQbXfz/+nFwHBocEZzowr4QiGGnK1dHqaQnZ01eygmmto26z+n66sx8DxkRgBr4f1rY4bTsL6jta8xeaOiIrS8gXhE6fgh/5CvV5NAMGUtT9N61R26rEnSq768H5VRK5P3wQtoW5qUUlOAxnrpjNTJjM7m160SyeblQxNx+l13ognTkHLBrZ2tzAxl2JkNsHhoVn2y371utUmtLtJXS8jswnbKOuwrpepgnyCZaTuBV8lr7j7hzXrW6w7fmHiFVQv+N/+Vdj7NwuuMhFLsvfUOHcUWPcAHo9gU0dUWfjT56H/JujeDa/8I/zDj8Op79srx0bUydvQClf+lFpWpcWiLXxAWR7WJFzI76W/I8LhoZlc/HBDQ0POwu9otAR/NqHmDfwNqjuWL1Sx4GeykhNjsaKJyRxS0n/mfvq9oxwbKhDVxVr4OWvK3QB49MAQN2xuoznsz1uujkuE2JB1o2ixGsOEmmvuw59PZpiYS+Vb+LERiHaz9ZKNALwxMMNrZ6doDfuVS8c6Ll1NQYb0ZPvAq2ouKtioJijLiaHFsZFZLmkP43OOuhwWPqg5l1xophDQc7l6Xk2Cl74BNfWpEg0TJ1z3cXgmzsunJ7lzl+N6sX7ztlYl+CeTloHmnMyfGy+OGstz6TRVdX2PziZIZWSxhd9yCTssl/H+89Nqcl9X45xV36e7Sb1naDpuW/jNG+z9XCHqWvCn5lMMzyTyk0dc6LPuvjIv8cqKwKg2+WrvF+Hbv7LgKvvOT5GVcOPmdtfXt3RGODM8qS7ypj645Cb7RefkbWxEtR70eOBH/koJfxXhcelMluGZuH0CpxxRF8AV61v4wfFxnnhjmI5okEg4nLMkcxb+bEKl1vtC6obZvq1iwT8/OU8ynS1t4Z/+Ad77f54/D/0/xgZOqmVXfwC6dhaPdiphZtB2k80XX2SziTRHh2fzJmudbOmKkh7XlSqtizVUewtfT/7peRRAjWjC7bRZ1UQfPTDEM0dHePOWDoQ3aLvaGoOMziZVlNfkGdu6b+xWFn8FHB+ZVTfh+Ql47j7lly8S/AjDM465FX0D/PrPVi6iI4dssb/+v6hlLu6N/eeUuN/gvF6sbYQbW2iLBDg0Z12v09YI41u/BH+8SQUyjDjORx2WCVY2feU3a90IJjcinh2B8y9B6yVcubGFxqCPr+09wzNHR9mxxWocZM01tUeVUTk+m7Qt/EiH6mfgci4uF3Ut+LlY5lIWpMWmNuvuO+MoZ1pmQm5qLsVLpyfyFzrLoS4Q36uLhW0rETm0uTPK/KR1cUY6lZWvce7P/ITyJWv81TWUHp5JkJXQ43Tp+G2r8p49vUzNp3hw3yBv3daB8NnC0mGdwDnB91vi1NZfcYy8zgHY1FHi+Fg+3iszryNGrGziPT+pLpT5cTvawYUD56dzEUA5xh03Sxe/u04kKzXi2NoZJThvHZcmq8dPqLnmgj9YKCxgz5MA77luA8+fHGdoOsFNWzuUW8W6EbdHAiQzWWbn5tVvpAt6RXty/uSFkFJyZmJeTaI//Cl48NfhxHdsK9RKKtL+fX0MdTkBAIZKR9s8qzOWh9+AfV9X4ZSgRiLgWkc+l/XrPC76+go2sqkjwmtT1m81fU5Z8c75L33ugB2Wab23Ggt/YLIgBv/bv6weN9xAOODjx67u44HXB5lLZrhxp3Wjtc6zVisSb3wuqSx84VVzCeH2Fa2qWdeCryNMSkWAaDa1qwN4dNQx4ekLKkugxAnxG994lR/7q2ftht+QX0Tqb+8uub0jw7O0hv050SxkS2eEJhwXUt+19otOoUrM2CMRUEkwVYxIBnLC4nTp2CLz9h1dXLWxBb9X8LNv2aSsEUvwo0EfQZ+H0VnrBPZZnxHuqDiCZsDNknXiSBy6e+7fkYGoch3c9vtq4ZnnXN82MpPgns98l3f86XdyYaWALcy+BtfjapcTcB9xbO2K0ssYmUCT3TNhGXz4WvB7mgotfCWq771hI00hHx3RAD96VZ86V61J23YrPnxiSpc+sL5LY2WCP25NLPY2h+Dkd9XCJ//Qeq/I9Tbe4gzNBOXW+QnLlVkiR+LJQ8O876+f4wN/8xz84LNq4Q2WZZ+rMOku+O2RAK2OWku54xdspL89wqFxKzroiU/D2NH8D3BGwWSSBT782YrDVbWFv07fiAdfV9fE5f8ZgI/cvBmPgG1dUd6+e4N6zTo3dJ2o8VjSdp0KoW6gcxPFG1sm6lrwc4Lm9IW60NukDsbpCUd1SCHUcN1FGIZn4rmyvf/0vONkctYk16nTLhwZmmFbV2PJieQtnVFahCXcoRZVr+S/vqJO1ESh4DtGCYHqLPycsDhdOgFb7Lwewb/c+yZe+p3bVWlpXzA3aSuEoCMaZGw2abt0wLK+JyoKzxuYiiMEdDWWEHxH4tAtnleZ2vxONaLp3qUWlojq+Ope+5jkdc3SwtyywZ6EdHB8JIbXI9jYtoDgi3FmQ44InmXw4etJ1+5CwbcmiptCfr77G2/nmU+8nYaAVwmLZeG3WUbExJS1T/q4NPYqIS4jbvqaWR/N2pFhZ1+Ap//YckEo63hjexiPsEdFAGy6RT2WuLH84w/U5+07N01sekJFdW24Xr2Y65k8WfS+o8OzxaMu/ZsHG9ncGWFoOkHqqg+pZa9/TT1e93OAyA/3zKbyo3SyqYp7CQxMzhPye2gJ+9Uc0uQpuPU3c3N/G9rCvPw7d/Ctj79FXduO0V844CXo8zARS+aPpIPRFW2lWteCPzgVpzHoIxr0LbheQKiwzFOTBQWggo2uF7MOqXzb9k5+cHxMJeNAftch4XEVPSklR4Zn81LmC9nUEaFZW/j6QmjbpKwg5wWxRMHPWdjaYknmu3QAAj4PjSFrCOxw6YCyWsZjifyRQbhDNYWfn6QcQ9NxOqLBohpHOQoSac6ELrP3o7G3pOA/sn+Qqza20N0U5HFn3X4t+M0bXF06x0ZmuaQtXHJ/+jvCrBNjjHkcHZ9CVlhmDTOyh6bjNIV8SsxBJSjN2y4dgOaw384TyLPwlZjNzOjyxdZxaexRQlPm5qSzRTd4Lavzxl+wt+s4N4I+LxvawhwbdZxv4TY1Knax8KfjKb5zeCQXqDA+Ma4MGY2/wfJnF1u7x0ZibCkcdWk/uF/VwwI4tusX1TJdkOzW34K+q9W8mi7uVujSgYrdOgNTcX6j4X7EoQfgtBU8sfHNeevkHReH4AshrOslmX+9rEAJFyd1L/jdJeLv87A6Xp2aKMhSLTGL/9qZKdoiAX7u5s0k01mePWr54LRLZ/31SvRchqcjswmm5lNsX2AiORL0cUlYF2Jqyd8fp/ugSPCjVbt0GvxemhqsG2JqXrk7SuG1LXxQgj8Wc7HwoSK3zsBUPN9tUUhs2G4MDeyTm+3XmvpcwwwT6Qyvn5vizVvaecvWTr5/bIxs1hLjnOCvd3fpDMdKZvwCBEnT7xnmTNYxeRhqVudPDVs/5kVOgRqNyGye4OfhDdg+fGsyfWbW+n76uOhEwumFS1LkRhdYPvsd74SPfk9t+9qfzVtXhWY6vrcQ1kii2MI/MjRLKiN5z/Ub2N4dZXZm2o6E0+9taC0S/HG3rF+wz0NfkP52JfhH58KqD7Mm3AZbb1frjhxUywozbaHiEVp27Bg/m/wnVcvp6OPqt113Vek3FEzo24LvCI6o8ppdKnUt+APT8fxY5lJYJQxOjSdscYCSSTUHBqbZta6J6za1Egl4efKQ5XrQ1m+rFbHgYumUm7DVXBKxTmht4YPlYnKcHPHpfB9+lf1FB6fU75NzLaXniyz8PHyBPAu/PRJgbEZP2moL35q8qyBsskjYCpkZgrYtuX9fmHOE5TX2qGSkglHU8LSaiL6kPcKbt7QzMZfi4KB1DOOT6kILNRX9Tpms5IRb/Rgnp54lyhyPp3bby5ahns7QdLzAnWOJbynB9wVVfHk2Y1v4s9Z54rTwoWwNIl0rpillGSuNvarRy68cgLfkR59t7oxyYnQ2/5ppWuc6mX7GqiOzsS3CLZd2kUnMkik0LhpaigQ/N5FeaCDpcgReP/0dSjxPjsbgg1amuVU+mst+SD3qCfu8sEzrGqxQcFumHWVDXvxbWH+duiZKUeDua4sE7Elbp0vHWPi1YXBqfmELUmNZ+HNpyYCjJDDhtlwcrZNzk/NsbAsT9HnZs76Zg7r7j7bwW62QLFdLx2osUSZUdEMoQVp6kH6HADmbsmQzqiSt08Kvsr+orguSI+WItnHDG1QWknWDbIsEiM1ZFp5z0hYqtvBL3pCPPaGSpAJhCKpQwDdGXWqOvPDXRZ8JaiL6hs3q5vPS6Un1YnxKXYT+sLq5OdwwZyfmSGaypXMCIBdN8dxUm6oUCctST2dwOl48YQsLCL496R7yewkHvMzFZvNf09E6ZSZuB3WtGH1j0CMDl/Nic2eEeCqbf81svU0VMSsok6ALh61vbWBPXzMNMk4sWyCWDa1FrkDXCB2wLXxvgHDAR29zSGX+tm2CDz8KP/l3+fuvwzWzaTssswqXTjqTJTBfULZcRxiVoiCCqzXssPD1XFlgZfpuaOpW8NOZLCMziQotfCX4GTz5pXi7d6lEEsdwPZ7KMB5L5i7ILZ1Rjg7PqrjnnIXfrx71SebgyPAszQ1+Oq3EpVJ0+eNMEmVk1jGvEHQM/xxRCjkC4apKK+RZ2FIqEVzIpaOtGetia4sGyOobTKFLp4yFP5/MMDWfKm3h6/KxV7wP7n2Sz+7+Gsed1uSdf6geHSUHwFG+tjlEX0sDjUGf3VBGC77eV8doRbsminzFTqyLdzzbkNtOriZ+BXMWlZDJSkZmEsUTtpAf+uhE3wis9dqjAebnSln4C2fCnp+K09vUoEIxPb4FR3w6NDNv4nbbbepx4JW8dU+Pz9HdFCTk97KtO0qDSDCRKS/4R4dnCfo8+UlokCf4oOa9ciGiG66Hlo32Z/oabPdfJrkoH/7QTIJ2MUUWj+23337Xwm8qEPycSycZK5i0rTxSaKnURPCFEHcJIQ4JIY4KIT5ZYp1bhBCvCCH2CyG+U4vtLsTIrBraV+PDz0pPfux2zx5A5nWU0nVKtFBt6YwyHU+r8EQtIM3r1aStm4VvZf6WitDRtHtiTMlIrq4JkD+nUJAIA6iTKFmZ4GeykqGZhD1hq/fdt8CNyGu95oj5Dlmt9XIWYE58Fk4m0b7ikiOwdEJFpWy/A9q30L5xB/FUlnO6BG3rJXDpPUUx/3bkUQNCCLZ2R3NuNNvCd+QdWOSqdpbKCdDvB6aJcHrMeq/2GbtVM10Eo27nrZ4L0jfTQgpusm2RIPF567zR3zUQUSOlshZ+nHXNflWGWlvCJdDurzwjKZdhmm8Nnx6fY6NVRmRTR4QIccaTBZ/f0Fo073VsJMamjgheT8H1ol06lj++3yn4ToRQ16MOzSzMtIWKBH9gcp4OpkiF2lT46c89CeuvWfhNwWIf/kw8jUwW+PBldsXaRC5Z8IUQXuCzwN3ATuC9QoidBeu0AH8F/LCUchfwk0vdbjmKYswXQioXRSTkzxd8bRU5TsLCpBidxXtsZNYWzUAUIl1F1pSUUoVkLhChk9s0MaaI5CoX5j434RAvKBB8KxO2gpDI4Zk4may0Ley03byhJPpmYEU8tEWChISePGuw1wk2lXXpaAu5pIUfG7Zjs7F/57xSyU19RXVIBgois7Z1RTkyXELwHXkTrrHehcSnkJ4ACfx2bfO2zcrKHD644PetFNcY/OnzgLDFtBD9O+mszkiApBZ854itqdd11KnJZiWDU3H69fzR7b+/4L52NgZpCvns3xccN5984T47PperGxX0eQmLJMPxAvnp3KGygc+/klt0bGTWPVNeF0GzDKfNHREm51Iq7LGQlg22iymbtsMyc+VTyrvjBqbidIppZKRT/Y59V5d9D6FmdY5ZuqBj8bPJmO3S0fkcK+THr4WFfz1wVEp5XEqZBL4CvLtgnfcB35RSngaQUhY4w2qPfeEsHIMP5ARyQ3sjx4YdVoKjVVnucwst/DzBtwTEF1QnRYE1NRZLMjGXYmtXiQnb+BQ88jsQnyKYmmKaaK5ePWBV95tRwz8dnpmXaast1/J+fN28JJf0pOvo+xa4QeoLJRcREiCEdYE5fbzhdtcIJSeu2aROYqMQtQuYad96nuA3dqsIFkcPgMKJ4G1djYzOJpQQ5Fw6xb/TseEFavpo4lPQ0ILP47EF3+tT5SRe+nLF8dwLMZSLwXeMtKbOqt+i1ASh/p2s8609EiAV12GLjuPStG7BAmrjc0mSmSx9UUsWFrr5o0INt3c32iMoUNZzQ1uehZ/KKD//+lbLqk0n8ZPm/Jw3/wMvvUc9nn0BUO7TM+Nz7sclk8obgejQzONuVn7zBoeF7+bSKS+2Q9NxOsQU3sbi+lclKeiIpgVfuXS0hV/dxPFSqYXg9wHOGZqz1jIn24FWIcRTQogXhRAfqMF2F2RwERb+xo7GfIvaRfAHCpKVeptCNPi96kbhdIs0risKgdMXxvZSFv5rX4VnPwPPfQERnyTua8rrK0vQMfwrZeFDRYJv+7oLrN2KLHynS6fAwgdlcZYR/AE3S9bpx5zNt/BbIwHaI4F8wY9YQufY1sB0geBbv/XhoRmHhe/ILLZQLf0W8N8DxKcQoWbWtzZwatwxBJ8fVzfgZz+z8PsrYMjN1RUbtb+rG43rVKq+lSjVFg2Q0a4953FpuWTBshfauOjR4fHeheeZQPWZODQ0Y3doA3UDciTNDc8kkNKZ0a1E+fycIKUbrgO0b1EGh/U9To7FyEqXCB3IF27I3UycXadytGxQ50hq3sq0td7nb1C/WyUunak4bWIGX2Nn2XVzhFrUo3Wt6vIKIjVn5yDkLPyVSb6qheC7OaMLZyB8wDXAO4E7gd8RQmx3/TAh7hVC7BVC7B0ZqaCDTQkGp+MEfVZWXDksC39jR2N+s41gs/LFO4obFSZzeTyCzZ0RZeFnnILfUxQCd2RYR+iUsPD15Fx8CuYnyASb7clByLdI9OSWPqnAIfjl/YH64l5XKPiVWPiOIaqrhR/tKjtpOzgVp7nBbycXnfo+/NkuGD2i/o+N5Ak+UNzuMGpZWw5rcqggtt92Bc3kR+lATvAn55KMucV6FxKfhFAz61vDdv9SgLf+unrU+74EhqYTeD3C7uoE+bWK3PD6lKh990/hzAu0R+zOZHnva+1X53IJcdHnWnfYkoWF5nMstndFmZpXfYlzRDrzkuaKbmLWzWg6G+LUmONcFULd2KxzR4+2XUNlnXXtsUdEwzMuoyxdlXLyjDKY9PuEqLiezuB0nKgniXAUFyxLzsJXgt8eDeAlgyebVHWvwHYrrSEL/yywwfH/eqDQUXgWeEhKGZNSjgJPA1e4fZiU8j4p5bVSyms7O6u4mxYw4GzsUQ5r0ra/QwlqLpnE41EHLc/Cny/yO2/pjBa4dELKpTM/nuduODI0S2PQlz9cd6JDQGcGlL841JrXVzY3/EvMlJ60hcpcOlPzhAMFSVfOz3BDC0DGrqcT9VpZxoUW/uzCXrvBwhyJww8qd8MLX1S/WWIaovnHf2uXIyIK7Ncta1JX/3R+rq5jf3pwVB3nvCgd9Z2PVRKhA7meroUN3rnuw7Du6opq1ZRjcDpOZzSYP0mZSVZkbQPwlffSHgm6j7x0fkgJK1+PujobrN93oZu/he4kd2jIIZqRzjwLX5dr7tLnvRX1Ni+D6kbsJGK7A4+NzCJEiYn0TCpP8Jsb/AR8HoZn4sXr6kJ3uhKnY2RQqeAPTcXVb1rGzZWHjuCy3K+t4QBh9DxfoYW/dgT/BWCbEGKTECIAvAco7LP378DNQgifECIM3ADUZparBBXH4EPOwu/vUgcob+K2ILRqcDpRJPhbu6Kcm5wnmdAhikFH3LNt5R8ZVhO2rjehuXG7jv7gPgA8kXaGph0Wiz45kjPWSSQKEq+05Vo+61O1anMmXVVi4edP2gohaA9pcXAIUqRTjVac1UMLKEq60hPNRx9zRKXkuzG2diprclSHquYsfHWj1JFZPY55AT0CGxy2bqZ5Fr76zsfKVMnMMT8BDW2saw4xPBNX7R01zX2uORvVMjTtkh2eji+c4AP2DTY2QnuDJCSSZD1+Zf1rdH7IuHuV0fNT8wS8Hpr91rGoxMK3EggPO/34jb3KnWndmIsisqzzc45gvosOrJuFZeGPzNLX0mCPAp0UuHSEEHQ1BhmedrHwdSy+rg3kuFFUWnBwcDpOkGRFN8EcBRZ+a9hPgxb8terDl1KmgV8EHkaJ+FellPuFEB8VQnzUWucg8BDwGvA88NdSyn1L3fZCDJTL4nQi9aRtFJ9HFAh+S77gT80XzQts6YwiJUxMWZaCN2jXB9clVFEWfkl3zt4v2s+tRuDBpg5mHY3E8+KGLWsTj+MQ6hPMpR5JIUUt9Arj6d3w5U/aAnRra9Bp+US7ALlg2deipCstWGNH7AszUmzhg2PiVr9uuQ9KRWZt7YoyNmp9fp4PX7kTjo3MWh2eygzXrZr0vS0NZKWKzc4R6So7qqmEoek43YU5GukKhOZHv5B72ss4IVJkCkcFHdsBoerQu3B+Ul0znpxrsvz10xEN0h4JcHjQYSW3bVKjJ8vYGZpO4PeK/ElLoCHSlB/hA1a1VXXeHBtxKZqmKbDwASX4bha+Nr7cLHx/+dyVbFYyMj2HT6aqtPDzk/J8Xg89IetaLorSWTs+fKSUD0gpt0spt0gp/8Ba9nkp5ecd6/xvKeVOKeVuKeWf12K7pUims5yfnOeStgr9bZZ16ff52dgezo/UCTXn/OWpTJbhmUTRyEG7AiZndP2SIPRY6ffHn4LUPGOzCcZiydIhmbpEaudluUUNzUrQcu6DgGP4Nz+Z778HZWWC3TpuAc5PxW3/PTgmbRcSfO0KsUPfuhqy+a/BgqVuQSVdjc4m8iN0nNbx2b3qUVvwFjnB1zdkX1Bty6p3XlT902J7dyPxGWseJs+lY1n4wyVivZ1k0uomG27L3VAGnBOE0S7lwtPx4YtkyGUESSZRJG5F7Pxh+Ol/BaAtO0qYOClPwfkfCKuEpBIhpCdGZ+nviDiCD8ps02Jbd5TDTteMrn9klSkemo7T1egYTVo+/M721vwIH8i5dLKZ7MKRU66CH8ofEWsCYXWtuAl+IFI2d2V8LlnVTTBHsDgpb32DrpFlBYQstrPeIqnLTNvT43NkpUrGqAgrSgfhtf3xmoaWnIU/YkUb9BSEEva3RxACpmdmlXWvC0H98F+qFQZezVmlJWvoTJ9VF8qbP55b1NimBC/XlNrZhcsKEcyjsRcQZXuXJtIZlYXsrEOvfYiBEvsHRWGZAB2WS0c6L4Qy5QZOjunGJ47jMztsl2XQ3azat+S9r7c5RCTgzU/02Xo7HH0UpCxp4e9c10STmLP3rWBy+3glETraTRaI5m5U551+/DI3uUqIp1T2cXehKzIdr8i9on3VzalRomKehMfFGu3aqVofFiCl5MRIjM0dkcrcew4utUIzc3Mr+rhZNXWK3HfWb9nT3saxkVm7TAWocyAdZ3BsnPlUpvS8SoFLB9TE7fC0i4UPyq2zSJfOoPbfQ3UWfiACiLzP7wta+1co+GvFpXMhcnLURVAWQgu+Rwn+ybGY7Z91+PC1L7JQUEJ+L5d2NzI8MZ1/kWy7XT2eezE3dC1ZQ2d6QJ2Ul9jlVls61FA0Z+Hnhn/TuYiRPLx+JfplmiIPTSnBzrPwtTiHmlzeYVEQlgnQHlCjo8mUw1dcJoOx6PhIqazB9Vajl5PfVaGGBTc0IYSK1HEKfs8edXzmxhicmifo89DckC8Ee/qaaUILfovDpRMnmc5yqlSstxPt8gqEczfKIgsfluTWGXKrgw+WS6cCwbdcF4G5QRo9SeaFizj1v0X58AsmmIemE8SSGRURk6tEWZngb+tuZDaRtm+ATeuV4XP+ZfXZM/H8QAXLpdO/rptEOpvrmQzkbpxnzypxLtmtriBKB6CrKcR0PE085ZJ42NgLE1Y57ULBL+PSGZqO2xnl1Vj4wppjc0zI9oUKBN/jyU+oXGbqUvBPVCv4esJQCLZ0RkhlVJs3wI7SkbKkywDg7t29TM7MkHFaHY096gQePsiBgWmiQV/pvID4lDoJdB0eoHOdmmTLxeI7wzLjU8UuHVBunTKCf35qnm7G6XNeS3qeIriA4OcsfNul0xJQN8bzc84qowvXKDleeHwOP6SKsvXfrOKiATovdX3v1s4CwW9erx6nzzM4ncifiLboiAa5rM1R7ExHrqTjOQuzbISOrqfkD9MY9BEOePNzJPQEc0ENmWrQ51dRFFcmUVmUTqhJjdCmz9PsTTAnXd6jq0g6slmBXP7Jpo5ofgJhBVxqRerk/Pgej7p5v/41yKQZmiqo/mm5UG7csQGfR/DIfsfNxzr/R4+9CCwwInaWSLDQ9alcJ26b19tNbwp9+GVKWw9Mxe2M8mosfLCqYdrXQW9A/bbSee0GVq4JSn0K/liM1rCflnBlPkhkJic0uczZ3MRgl7rgEtMLlmt45+W9BEkxny2I+4/2IGeHeeqNYW7c3FY6TDQxoy5WIVQLv+t+jlAwQHOD33bp+MMqLyA+afnwm4s/p0SdeCcDk3N8P/hxrnnypx3bn1aisqAPv9jCb/anyUjBwJSzH/DCfskTozG6m4JEdGMane5/2bvsiIrOHa7v3dIVZXA6budKOKpADrqEzGqu6FCn+mDcl/c9dGnrN20uUadG42i4IYSgpylkHxew9/tbv7Tw5yyAngQuii5LJyoWX10+odGTYEa6/Ba6d+zzX8hbrEORN3c6ffiVWbPbu1xCM6/8KUjNERs4RCyZyf9OlvuiqamFN21p5+H9g7Y7aMP1EGomePxxdvc12RO9hbhY+Pqm4jpx6zyfPNX58Iem4zSI6kY9OQqaKLX71edMZUP567iUYV8O6lPwR2KV++9BWfhWm7ItHY5SCeAQlKGSLgNQE4odIclUquAnjXYxPXqO81NxfvSq9aX3ITlrW8Zv+WV4558A6uLPuXSEUG3hzrzg7sMHNaqYXdiPPDw+iUdIQsMv2wvj0wu7c8BRPM228Ju8aeIEOJ+XEbywhX9iNJY/+tKji2i3/dld7oJv1y6yrDJHnXcV+eNugW1v95GVgkcPT6rf0RuEdJzHDw6zu6+pfESXw6UDSlzyYvFbNqj5BCjbZKQUdrz6EgS/UQl+lDjThdUoQd2MWzaq8tOOujrHR2I0+L1KmLWFX26i2KI57KerMaiymTXWCG3qvIoIyrPwU3OAAF+IO3f1cHJszo7W8fpJd1xGU+wEb9u+QB6Om0vHsvBdJ26dI8Yil05swWqVg1NxevX8d9UWfn7542Z/hqwUDMw6QnobWlxbOy4HdSn4J8dilbtzIM/Cbw776YgG7eQrh6CUchloNjZ5mU55c83T9ftTU4P0tTRw564SdTiy2eLuVRbdzQWW5LorYfSwCntzs/DDHWroukBdl/EJl0qW8amF3TlgR204PrvBkyZBIFebB7CyCEUZwXf4k+KT1uiiwe5xuuXtru/dWjgCsyJ5stMDDE2XDsVtDWRJCj+PWO0p8QWJx+d46fQE79hRQX0Uh0sHlFuvSFhu/lX1eOg/yn+eC4PTVgeykGM+JJtR52eliVeNvTA7RJQYo+kSN7F3Ww3EHU3gT4zOsqkjgscjqp60BeXWyRN8yzUTH1YTt0UunUAEhOCOnd0Ikd97eMDXR78Y5G3bu5Q79aHfKp4bcXHpVGzhO3MT/GFVUM1hxBQyOB2nN+ySb1IJgXyXTpNPGUiDznMn1FKz8trlqDvBT2eybGgNc3mfixiWIpvNWfigUrltC98S/NmhBV0GAOuigiR+/v77dibjpKeVjuwon7r0PD5viZ87FQOkq+D3NAXzfcVN6+wsRjcffgX16KcnXeL0E9VY+PbJKtJxUp5gfgkIPRHlEnkwOada1m0utPD1zetHvwAfecKuZ17AJW1h/F7hCM0MQLiDxMQ5UhlZco5EpONIX4jvHxtjaj4FviDnRyeREt5x2QJ1ajS5TGTbwh+ajud3e+qyisR+54/Lf54L+oaVZ1BUGSJJYzfMDBBJT3IuFbH7LTvZcIMqK+yI1jk+GmOTjlRKJwFRJKgLoYuo5SJuwu0QiJIdOwkUzEskZ3Nx6F1NIa7a0MLDB2zBfzXWQaeY4upO4Mn/D37wWXjpS/kbdInSaQ378XuFu4WvXW6Qa6gD2KPkBXJGBqfidGsLf6F+EW4UZPJGvSni+HPu4dw+GAt/cfi8Hr760TfxMzdtqvxNDgsflJ+4SPDLuAwAQiJNOBzmq3vP5CIFXp9SJ/rdr36s9Ex8rplJcURCT1OIkZmEHTXkjE13tj/U5MIDS0eLzExP2v/ouPH4tPuIwYm32MInNU/GEywuWlWiAbx2xfSXEvxAZME64z6vh/72SP7EbaiZhte+TBvTC9TXj+MNNJDOSp46NAy+EIPjU3Q3Bdm9rgLjwOHDB3UjTmelalmnaWiBHe9SoZmLaGih4tULk66qtLaj3ZBNI5CMy6b8mj8aXxC6LssJfiJtVaXUx0T3KK6kLInFpT2NJNJZTlkhtwgBrf34ppXxkx+W6agHD9y5q4d956Y5OzFHOpPliVFl+Pj+ZJM91zBTkMXsEocvhKAzWiL5yvldIo7OYTpnYIE6SIPTcTp1vslCc1xuFETpNJBSFr7TQDIW/gqTzeRlrG7pjDIxl1LdaYKN4I8gLZdBUcgcwInvqiFnOk5HazMTcyketiIPnh1ypIXrEq2F6BPCxaXS3RwiK7HLCTizT51WS+Gy+24pWVNnbnbS/kePBBLT5V06Ho+a8ErH4dCDamiemiPrC+e7dMC9RsmZF5h85q8RAq7c0GIvn590n48owdauaH4s/qa3AvAh30OlR2DpOP5gmI5okEcODJH1BpmYnuG2y7qVG6Mc2qUTsF06QL4fH1TYo8wuaDGWwj3pyjruFfrTneUojso+zroJPkDvFUrwpeT0mMpbyTVwr2bOwOKyHnXuvDGY79YJx87QGPIRDjjcKM568MAdu5RR9cj+IfaemuDVuIuLbTY/jNTNwgc1YhhxK6AG0HO5egw7Jug7rBqOo4dd3zKbSDMTT9OpD0vVFn6+S8eTiZMWwXwLP2Q1NlqBrldG8KHIwtdJOE4rPzk5UOwykFJZxl96F/zFFZCO09IYpa+lgf/7xFEOnJ/m+LjDAiyVAevWrtBCW6w5t46jRnzOOnHS7JgYHtpf9PJcMo10jjR0kxZdqqEcvqAqcPbP74HHf9/qz9nA0HQ8P4Gm4EQH4Gsf5B1H/ifX94XyWzxWcrNxsKUzyqnxOZJpy+q6538zH2hnjzhRWvBT8whfiNt3dvMfrw0wlfLgyya5a3dPZRt1cekA+fMrYLuiJk9RDVJKBt0Miko6kTmxJruTl7yNH2Qvy59Pyltvp7opvfJPPHdCzens7rOOQaWJXg62dUfxiALBb99Ka/wcGxsLbqgFgr+pI8L27ih/870TPHpgiDOeDcT/89fgfV+DTw3Dpre5WPjFk7agJm6LjonmP30J3vNP+SPpxl7lfrSyggvRN/S24GItfEcPC4BUnIw3lO+mDUSVBqVL7HcNMYIPeVE6YCd75KzIxh5SUyryIk/wv/Fh+COrUGhqDgZfR/iC/NzNmzg6PMs9n/kuL4tddhbqdIn4eO36cJu0bSqwJLWF7w/ni7/Gab24jCgGpuJEcJxYOmY/Pp3v2yyFN2D75gdeg+QcnkCUdFYyOuuwrPxhu0SCxgoX/bENBXHPiRlXd1YptnZFyWRlLmMXr58TjVezxTNAR6SEUKUT4A/xI1eqEdCpqQwtgSw3bSkTjqlJFU/aAvkXLjgEv8RorgRT8ymS6ewCgl+h0PTsgd8exPfBf8fjC5S28HdaPYr+/Rc499KD9LeH7eSzRVj4Ib+X/o4Ibww43Hj9b8FPireFCoq1Fbh0AN59pRqNfPGZE7x5azuhy+5Q7S19QeWmKrLwi106oK4X1xLJoLqT7Xhn/jIhlJVfotyEvu5acwXlqrTwC1sYpufBF8p3gVbRiGWpGMEHdUCE/VOsa2kgEvDy6tlJtSDSgbRcHxvbHSfqvm8Uf1aomZ+5aRM/fIUSlrddeSniN88ConT5XG0JB1x8+M0FlmTbFrj6g3DvU+6f5fHAHX+gnrtkfQ5OxYkIh0iNHFZVI1Ox0k2ynTiFYPw4pObxh9Rvcs55Eqfj6kZ29sWij7ips0CEkrGFSzoUoOsR7T9vF7U7IXvpEyN2zZNC0nHwNXDD5nZ+8pr1JPCzodFTmTsHlIUvPLnv3xkN4hF2KGWOXO310xV/H7BvHK5JV1C5SwfA34DHI1jf0sCZUhZ+83r4IdWw5VeGfovbLuvOr5xabbw5yq2z//y0HVNvJXnt8ReMbFPxovDGj9y8Kffdf+KagvDlxm51LjtdHtniKB1Qv9/kXMo927YUPXty7q1CdDBCs9+a/K7Wws+VSLbO1VQcTyDEmfF5e14uV15h+ZOvjOCDJfi2he/1CG7Z0cWjB4aUmyLcgW/eEnxnQbZotyo5+/Pfh0tuUsusidQ/+vE9fO6nruZT79ypTsxIZ+l+otpidrHw28IB/F5h+/y8Pvjhz5TMRAXgxp9X4uRS12VoOk4US3DbNqt4bN3gJdxetH4RTuGZHYT4JIGw2u+8CcLbP60eB6xYf0fF0T5REEGUmK3Kwt/R00RHNMjjB+0b2v5kNx5kydK/TjfF7/zQTrb0ttMTqXxSEt142hJFn9dDRzRYbOE3tKiRUqn5mhLoyJLipCud8FNlOCDKVZJXCLCQqz/AaPdNBESGuy4pqL+/iO3duKWdc5PzOVfolIwyLRvY4Ck4D11uKEGfl0d+5W38w4dv4F2XF8xNRXvUexznUCmXjq5zNVB4I16I9depKJnhA0UvaUPLte9DJRR2zUvPE2yIkMxk7abrK1gT3wg+FE3aAty1q4fR2SQvnpqASCfB9DTdkYLJp/gUXPZD0L1TRT1A7kQOB3zcvaeXZt1xy6UDVo6cD7/Yj+3xCKsKYBUnsMdbsq/s4LTDpdP/FnWS64nbSix8jS4BMX2OSKQRjyC/1O3GG1UYp9VsIzFq+7TF8/fZPnEplWXjMrophdcjuO2yLp46NEIirSy5Z2etBLmCkgE5HFZlU8hPR3NT6dGA6/tjRW6InuZQfjy1pmVj1Rb+UK6sQqHg6yid6gV4W7dq2ZnXRtCJEHw58iEArvnuh+3lqblFWfi3WeGtjx5QN+LTE/Ock510ZQr87+mE6+c3N/h5yzYXF1thZ7NsJr9zlYN1bpVMy7HpZvXoyEvQDE0naG7w489aFUs9VUqmNqLmLKMqFSccVuf6wcGCkf0KFFAzgg9Fk7YAt+7oIuDz8NC+QYh04EGyq9UR05xOqItRD9m0hd97pfs2mteXFoGcD99d9Io6LFVCtDtXrdDJ8HSCVl9CWSpdO5Vlo+ujV2Lh63jhDTfkFvmCEfrbIxwadPhvhVARQ89+Bl7/OocOqQnk6fYrVJnak99T66Xm1cVbhYUPcMeubmYTab5/bIzJuSSvxrvI4oF//wX74nKSns8XTV+wuqbjqXm7S5FFd1Oo2KUDam7l8ENwoLAPUGn0Db2rpEunesHf3h0llZF2qGQBmazkH06qeRsxvB+Of0e9kJovurlVQm9zA7v7mnjsoBL4MxNznJftNCbdLPwqvk9BZzM7cqnYpdPb4lLJtBzNG9X3HSmO1BmcjtvZx9Va96AauoMdtZWOE4movhu5+Q7jw19hCiZtQbXve+u2DlXnw5oI3dHoOIl07Qud/LTrR+EXnoMd97hvo/cKJaxuzUkSM+qCLnERFNVtqYT+m+HkM0V+/MGpOB2BlBLY9m1q4dnn1WMlgq/rjmy80V4WCFuZlgUnrBbxb3yYU8fVTSX041aWpw6D01ZNFRY+wJu3dBAOeHn0wBCnxuaQeJjosrJ0D/xb8RvSifwL1heqLioi6WLhN4WKXToAN/wX9fjcF4pfK8HgdJy2SICgr6C70xJcOrrZTlHNeYuXT08wPpdi/+W/qRZ8+YfVzVJnwi6C2y7r5qXTE4zOJjg9PsegbCM4XzB3Ve0cQUFns4VCVV17FZTD44GObbnGQ05yHchS89X778EeNWu3qZUPsqUzakc0GR/+CuNi4YNKCDk3Oc8jp9Vkzo/P/pMt2IU9ZYUoWf8FgO13AtLd6itRVkHTbQmLrCZO97J3qe0Nvp63eGgmTpsvoU4y3TBFr1OJ4GetRC2HhY+/ge3djZwci+VndjrCMqcHj5MUAQK9u5Vfc+xI/joLfH83Qn4vb9veyVf3nuGpQ8qCjP3EV9SLLpZa0QVbtYVfHFnS3RRkat5lgnD7nXDpPVXVxh+aThQnXcGSXDpbu6IEvB7llnTh0YND+DyC/h1X2QsHXrW+6yKsWeD2nd1ICf/28jke2jfITKALz9xoXm/nqi18nVuga0TpZEEXwQ/5vbRFAtVZ+KDm4o49AcNv5C3OdSBLzS/uN8lZ+Nqloz5nR2+jw8K3BP/rP1u2kNtSMYIPrhY+2Akhv/y0EtotI4/BU/9LvahLrVYaP957pbJq3BI8ygh+T3OQuWSGmUS65DpF6PDAgsnDoak4zV5L8JsKBN8tc7eQbquTV+smu+qgP8INm9qQkpz4Ank3hbbkeeLhderG2L7NzmxcpIUP8J+u3UAqI/mzxw5zXX8rGzpbVIjdjMvkeKHfuFoL3+WCLwqZzXtxt7qpVdBQHihdByhnzVYv+A0BL2/a0s6jB4dcjYXHDw5z4+Z2IusvtxeOHnG9uVXKzt4mru9v43/+x0FeOTPJ5i1WYpOev8pmrUnhKqzlhlZVCqIClw4oKz+v1Ecl6N4Vr38ttyidyTIyYyXDJWOLOkfxh1RtqdykrRrdXNbbxPmpuEoSc37uY7/HwTf288yR0fy8lhphBB+KonQ0zQ1+fv3OS5knxH9s+m218LnPKWul0MIvhxDKj+9Wqz4xW9bCB5cQwIXQVpGjpk42KxmeSdDoSSirItSkLrzkrLrAK6md8oH7VSu9QNievwg1c8PmdjqiQe5/xSG2d/5/uXjvu70vEOyzSvN2bLdvfLks4+ovplt3dPGuy3vxCPjk3ZepsMKmde4Jblb8cw5fYMGCWUUUJAvBArH4AN271HnlEvnhhrIkXUSw2sSrAu7Y1c0pZzVKixOjMY4Oz6qJ1qZe+KVXlfAMvur6XStFCMH/+JFdgHJ53fpmy/Wnu5jpOYlq3CMej4pyq8ClA2ouYaAw87scV71f9aHWbRBR2e1ZaV1/jvo/VRNuUz58KZXg+xu42ZqcfvzgUP61//wXuOwrb+bxf/4/i9tWGYzgg2uUjubn37aFZz5xK/d84Nfhtt9TC1//WvWCD5bgu4Trlck0Lcq2rQR/SAmcoyjTWCxJOitVlI62KrSVW6brT45Iu13JUl8ADa14PYJ3Xd7LE4eGmda16iPtcNUHcm8N7rhDPenYpi7e+JTDwq/OpaP5P//pSl781O1cc4k1OnHrB5BJq4qIbhZ+pW4yl4nMnlLZtmBX/Tz1bNmPTmeyjM4mlK+46MXFu3QAbr9M+b/zmoxgCQ3wDut1WvtVRuuJ71qF9FoWtT1QYbPP//Y7eOrXb8Hf/yY1f/XaV9WLi6jECaiJ8EKXjsfdQFnXEuJ8tRY+5CqNavI6kC1h1ENDq3LpOL77zt4mNrQ1qBIsHi98/CU7hwP43exn8aYWCKldJDURfCHEXUKIQ0KIo0KITy6w3nVCiIwQ4idqsd2aUcLCBxUWub5VNb3gpl9Wfu6zLzgmbSsvCUDbZtfIGeYnFqwlU7JuSzkKijLpEzgk52yL+h5Vd5+dP1LdZ4NdHdKyUH7s6j6S6Sz/+pItuKN+R12UHe+y3meFsJ59YcHCcZUQ8HlodTbJaOxVE9VZh1/drUG7L6iOe7ZCN5mbD3+h49K0ToloYbaxCyOzCcuSdBH1amvpFNDVFOKqjS08VCD4jx4YYkdPIxuceSUbrrNLQlRR28h1u40hQn6vGtluvkW1O0zNL37EEulysfDdBb+nOcRMPE2sGhcoWAletuBrA6svMK/O1VI5HuUIt6tJ21x5jgaEENy5s4fvHR1TzXzat+Rugp9P/xDP3f3Aoq+JhViy4AshvMBngbuBncB7hRA7S6z3v4CHl7rNmiMzeZm2JdH+50MP2iGW1VhC7duUxV3ocpgbXzAGvmTdlnIUlF3V7w9k5mwL//qfg0+ehh/7f9V9NsDt/0MNha1etJevb2FHTyPfetV26zw61MifpX6cEz/5iP0dN71NWT3P3bckH74rjT3qeDqLl+Usq4IoHedr5UjGisIyXVsdOmlaX1GP25JJV1B9aQUX7t6tqlGeGVejuIlYkhdOjnP7zoIiZb1X2M+XYOEXsfFNarL/3Iu26FVt4Xfbk+BlXTqLGBGDEmZHSK9uiL5u+iW1wFGYrrrPtVw6BaObu3b3kMxkeVLPe3WoqLkHPW/liqtvdPukJVMLC/964KiU8riUMgl8BXi3y3ofB74BLL7L83JRYtLWlbZNavLou3+iDlw1fr3tdwICXvxbe5mUloVfesI05PfSEvZXfwI3tOZZ+Pr9vnQs328Yaq683rqTzktVMw3HZOY9e3rZe2oiZ/U+/sYIX298P/07r7ff5w/BjR+DIw/DXuu3WKJFmSPXTNyR7OPmFskJfoWROi6TtkKIhXMkop35+1GCwVJJV879W6SFD3DXLpWU9pDVZOSJN4bJSooFv+US+3mtjgfYk/dnnlu8hR/ttMsrLBClA9DTpI5TVXNeoCJq5ifUxDLqevF6BE0Zy337439d3edpwu1K8B0WPsDVG1vpiAZzzV+yb/9d/tTzIfq2X61GR8tALQS/D3A6ps9ay3IIIfqAHwU+X+7DhBD3CiH2CiH2joxUHtZWRDJWeQGrBVw6RXgcmbbhjqpqhtO+RWW3HnnEXpaaVxNZZSJkVKvDKsIIQVlpeRZ+AiEkYrERBxVwzx4tLgPEUxmeOTrKbZd1FXcJu/lX1QWmm34vdkKskMKYbSiqdAk4+tpWIArZjDpG/uJ97GtpKB0C6LRKF0DXb3cV/ExC+aqrzfB0sLE9zO6+Jh7YpyJlHjkwSE9TiD2FTYKaHJdtJSG6lRJuU9bxxMnF+/AjXWqUMD9RkUsHqiyvoPdTZnIReINTKlTWY5VVcS1HXglNfWq+Sp8L1nf3eAR37OrmyUPDxFMZXkl083/nbucO6wa9HNRC8N0Ur3Am7M+BT0gpy1Y0klLeJ6W8Vkp5bWfnAj0ty/HIp+DPd1fWWKAaC/+an7GfL8bH1r1L+fH1ZKFOyGgo7dIBu8NSVYSaYd6uPzI0FWdDRCKQy+IfBBX7fWl3Iw+8Psj3jo4ST2XtiUEnHi/c8Wl7P2uFviidDS1yzUscFroOc6zEwtfvDxRP2q1rbihu/qKJdKoJ0DKhmYNTcXweQbtbw+50lSGMJbh7dy8vn57k+MgsTx8e5badLjdh5xxHY41Fp3m9cmUu2sLXI7fhsp+xqCAHKIqZH56xylWn5pWht8iJc9qsZkw6YstxHt65q4e5ZIZnjozy6AGVF3HrpYt0HVVALQT/LLDB8f96oDAQ+lrgK0KIk8BPAH8lhPiRGmy7mEwKHvwk7P0b9f+Z58u/p1IfPih/9fu/qZ4v5qJo36r81jouWcfnVmLhVy34TXldp4Zm4vQ3WjeaZbLwQVn5z58c5wvfOU4k4OWGzSVuZle9Hz72Anz4sdptvHmDqn748j/YywqG0oDDwq9A8JMuNwyL3hbVcEPX9MmjsAZMCXTSlWvlzkxice62AvTI6xf/6WXmUxlu39mz8Bsay7xeLc19KiR5KVE6oNypZQS/IeClucFffZCDnmM69gRgtTZsCtqF8xZLqyX4uj+FYzT7ps3tNIZ8/OvL57j/lfPcuLndrr+1DNRC8F8AtgkhNgkhAsB7gLx0UinlJillv5SyH/g68AtSyn+rwbaL8frzkidyLoOFqMbCB1U35/r/Au/6s6p3r6jDjp4kKiP4fa0NjMwkqiv7GszvpDM4FeeSsDUcrqVVXcA7L1fi8vzJcW7d0VVcLsBJ53b1VyuEgF0/BkP78rMbIf+i1c8rCUfN1cIvdumsa9H+YpcbR06kFnbr5NL33UjHF5V0VcimjgiX9TZxYGCaxqCPG0vdhG/4eeXLr6KfbUU0b1DhsoudhHbePCuoL6SSrxZp4T/wa4Cjjs5SQjLBtvAH96lHx2cFfB7u2tXDf7w+wLnJed57vXsv51qxZMGXUqaBX0RF3xwEviql3C+E+KgQ4qNL/fxF0eqYfHryD+CzN8LhBYKDSpRWKIk/BPf8sX0gq6HTKr8wZA3vtIVfplLl+larKFQ1NUJCTeq7We35hmcS9DVYE17LKPhbu6K88/JeQn4PP3/LlmXbTkl6rcxRbVHlBN8hMrkqhhW0InQbIViss8rxnnM7LrpZTZmJ25JJV2C5dJYu+AAff/tWAj4Pv3bnpaVvwnf/EfzXV2qyvTya+tTIVmfLVjsJnfsthyuqL9TTvAgXaKPtepyLTTMTT1t1dBZfagJQARLhDlcLH+A377mM9kiAGza1cc+eGo+sCvCVX6U8UsoHgAcKlrlO0Eopf6YW21wQnZCx8c1w+lkYOaiG+NvvdF+/Wgt/KTR2q5P/xNOw5yfsRKwyIV/rW5VVcGZi3u49Wg6dzJWYJuFtYDyWpDeYyH9tmfjs+64mm5WVNxipJd1WRu/QflX6Vru1nDc5fYOtRPC1S8dlYnldi54gdBH8Cl06g9NxbtpaovNWpvruU6W4Z08vd+/uKfbdF7KECeKS6NabOg+lWgu/oVVd17Fhe/5pgZtGT1OIfeemS77uSstGuOyH4eD9jA2ezX0Og/NLDypo26Ri+aHos9oiAfZ+6jaA8sdmidRnpu1V71ePd3xaFbGKdKmQsFJZldVE6dSCDdfD4QfhT7Ypf2HbZrsEbKm3tCkLo2SPUjdy3XamGbZivTelT6hl7ctvea+K2INypYQ7YMiqEeTmNotYAusoPVGSnEvHxYffvMDIy2mVlmAuqZpkF5VF1qQTSwrJLGS5BaUkOcG3esdWOy+hy2ZMnKpo4renOcTobMLue1wpV38QgMlhJfiqrEJsaRY+qE51GpccByHEihyb+hX8T55RE6zv/We45ZNqWD1xwn19ma0uvHKp7HSkKRx7Ai55c9m3dDWG8HsFZ8arcOnoHrWJ6dzwtm/mFTWPEClhUdYDQkDPbttnOj8OiPyevYGoEtKqXDrFftyGwALVGX0Bq9NZieb1lEm6gpLNQtYcWvDHj6vHxXynrp0w8kZF2cc6+UqHvFaMNe8yP66OWS5KZyk+fLANrEjnskXIVUJ9Cr4Q+SUP1l+nHs+95L7+Srp0QJUxeN9X7f+7dpV9i9cj6GtpqM7C18lV8encBFbj7HEVxVLvdO9WjamTc/D0/1bng9NVIYQaBVRi4VtzIKWG9b3NodJzK261fRzk1WtxY5HtBi84Il0qEs7qgLao79TYY9VgKmgc4sKClUwX3E81KotPqVGZqpQ5u/Sots23qJuc7je9StSn4BfSuUPF0Q7th9GjdhEmTbWTtktFCNh2h/2/lVJdjvWtYc5MVDlpC5CYynU98qdmKiuDvNbZfIvyf7/xbfX/+uuL16kwE3ahSVtQkTolqzPq+PMSLJhlC1aUTu1cOquGx6MmynWTj8VEHkW7lHsuNqLmYxYw0rSrbVHlFYDM7AiRgJdo0GcVk1vinNeG61UJkyv+89I+Z4lcHILvC6hY2B/8FfzlNfDXb89/faUtfFCiryeXF2pI7mB9awPnqrLwteDPcGJ0jt7GACI+Vds6KRcq66ymHge/pR6vv7d4nWiPasReDrdaPM5NLWThlyqJbaHr2+goLDIpVW5CNwypUeLVBUHEMU+1GAs/2gVI2PvF/IbmLiy64KAvoFx/sVE7VDY+XXWDHvfPXv2R2sUh+Bp94Rb2ll1pC1/zkUfh9k/nlUVdiA1tYUZnk/ldpRbCMWl7cizGpW1CzVfUsk7KhUqkQxUvO2ilhGgfspPGbpipwMLP1W4pVY63gZlE2i4L7aSpT1m1JQTq7MQ8nY1Bu3bKgX+Hb/8yfP//WtuuTeLVBYGeN/L4FmdgOSPZyrglm0I+Gvze6mPxQfWwnh9lQ2tYBXqUaVC0lrh4BH/3j+X/n3GIZja78hY+KCv0pv9a8YSxtgLPVerWCUSV3zQxzcnRGDtarIiFi8HCB9h2m/1ct3N0Eu1R7oFMmRtomdotOvnK1a2jbzROK3/g1dzcwZmJOdu6B7tc9KgVzVKjxKsLAqs39KL94c7M9p9duOiuEILe5kVkpwMy0kEwMcGmtqDKk5EZe9/XOBeP4L/lV1RcvsaZ/VhNaYVVRAvD2UoFXwgINpKITTIWS7Kl0RK2ZUy6uqC47ufs527fuakXkOX9+GWqM+pYfNemG07Bf+4Lqi78F94K//iTgBL8Da2OCBCd+at7B9cw8WrV0S6dxY4wnTftCuLiF6xkugCpYBvrGeS3Xr8bHvyEWljrUhOrxIWvcrXC3wDv/4YSfsgX/Eyq9qnky8CGXPJVNX78ZmLTKg49V1bhYnDpgCpUd8X74B3/3f117UpbwMcO2OLrcc9T1Ba+qx9fC/7hh+DB34D7blH/n3+J+Mw4Zyfm2dThEC9d7E83cKlh4tWqowVbZ8pWi05kqxBVYbZ6wZ/yNLNejBLIxOB1K5qutb/qz7kQuXgEH1S1w+13qedOwc+mSrZLu5DoiAYJ+DyVW/igLPzZSQD6GnQdnZaa79sFiRDwo5+Dm/+b++s567tMGe1MUp0fJVxvXY0hvB7hLvjRbnWj0JPHl9yk/oDZ7/wlUsLmTqfgW6U2dHZwjROvVhXdGrOafrZOPF74kc/BR5+paHVdXiFbZTPwkUyhv17YXdrWODUprbCm0MPKPAs/vSYsfNVusSEX2VERoSYyU5MAdPosQbpYLPxy6Prv5Sz8MiNAr0fQ0xRy9+F7vMr3PHVGuZV+5j/UjeOv3mz1u72GLc5SGVrw9WO9JF6Byo14+6dg0y2L/4wr31fxqr3NIdJZyWgsQVepWkUuDCRD5LXsa71k6Zm2FwgXl4UP7oKfTZUcrl9orG8NV2nhN0F8mt7mEIGUrinTsiz7tuYINSkRXqLggxIX1wJqYFuH2+60Rwl9VxOZPAjIfJeOblgzP6kMEZmpH5eOEPDWX1e9c1eAnlzZi+rcOvdzC18KvR9usGo/tm2u9a6tGhef4AcbVdSDFnzdMm0NWPigJm6r8uGHmvCmZpXbYHZIWYt1EmJWE5o3VubDL+PyW9fSUDoE8IaPwrqr4bbfs5f17KEhNcnuxnkiQYex4bTwc2WA68Sls8JssVxlx4Znq3rfq+Nent/wYTshso6ul4tP8IVQVv7ZvUrssxlArpmLakNrmMm5lOp0XwEy2EQwO8vmjqhq+djYu7J1gy50yiRGAcqHX+b86GttYGBqnnTGpVjX1nfAvU/mR5lYDcNvbyyo76QnbeNTdvJVvVj4K8zGtjABr4cjVQh+Ip3h9Piculk0WXM8m962THu48lx8gg+w/Q449T3VJKNMBMaFhh7+Hx+JVbT+vCdCVM6xqT2syrOuu3IZ924N0tQLM4UN2gqoYI5nc0eEVEZWXPpC9l3DBI28Vb6Y/4K28JF27fg68R+vND6vh82dEY4Oz1T8nlNjc2QlbOmKqnLqH/x2roJmPXBxCr72zQ0fLJtFeaGxtUtN8B2t0GoZS4cIiAzbm9OqiFcFhdouKkItypouVTobLAt/4fNji3VcKnUfjM5l+V5mJ9vmX7G3nc0qH76eTJ62bkQlSjoYyrO1K1qVha+P35bOqBoJb7oZvGvDGKyEi1Pwdfz15GnIWslIayAsE+CS9jA+j6j4JB5KqO+1HaucRMvytlBbc4Sa1DmwUKPxbKqsS2dLhyX4I5Udl+Mjszyf3UE0PmiXDJ4dUqUvtO9YC76x8BfN1q4op8fnKm4Nqo9f3kR6HXFxCn4grFKlJ085LPy1cRf3ez30d0QqtvDPxpX/t2PGaqlYJwkkNUNn4C5UjCtTPoqrOeynIxqsXPBHYxzIWq04/+/VqknK4YfU/5feox5zgr/EWuwXMdu6GpGy8hvxsZEY65pD+RPpdcTFKfighG/iZEUNkS80tnVFKz6Bj8aUdeg585xasAKdrtYUuqJoOcGvYFJ/S2eEYxXOrRwfmeW4t99ecOp7cPIZ5c7RpbPHrXaAi01UMrCtuzoX6LGR2Zx7rh65eAW/bROMn7SH8oG1Y0Vt7YpyaixGIl1+mHpg2rqRnf6BKvuqm3cbFDonYUHBL+/DB+XHPzo8i1xoPsDi2EiMro5OeP831YKxY6pfQ8/lKnJIeGDYGpUZl86i6W+P4PUIjgyVF3wpJceGZ/MT4eqMmgi+EOIuIcQhIcRRIcQnXV7/KSHEa9bfs0KIK2qx3SXRugmmTsPMgPp/DQ2bt3ZFyUo4ObpwPH4qk2XfpCX4c6PQvtmEZBZSiUsnW1km9pbOKFPzKcZj5WvFHB+xhGXrO9S598SnYeSgqv/j9UP7Nhi0evJeDA1rlomAz0N/e5gjFUTqDE0niCUzufj9emTJgi+E8AKfBe4GdgLvFULsLFjtBPA2KeXlwKeB+5a63SWjm478ywfU4xqyonSkTrmT+Mz4HKPZCFIf5jbjzilCl5nQGa5u6Fo6Zcgl+pRx6yTTWc5MzNs1dJyC3m1FUd36W459NIK/FLZ1NVYU5KDdpMbCX5jrgaNSyuNSyiTwFeDdzhWklM9KKXWA8Q8Al24UK8zOd6vhc8Ky7NZQ6NuWzihClPdLnhiNkcVDJmBlChr/fTEVTdqWT7wCWyjKza+cHo+RyUpb8H/yS/aLuqH9rh+xlzmbrxuqZlt3lFNj5SN1coJfxz78WkxF9wHOcoNngRsWWP/DwIOlXhRC3AvcC7Bx4zKGEHr9SvQHX1P/ryELP+T3sr61oazg6+QsX9ISs67CgZch58PXGa5uZNIVRXH1tTQQ9HnKxuLrEUDOktxwnUrwGXkjv+76R7+nQoc9F+9UWy3Y09dMJivZf36Kay5pK7neseFZokEfXY1rJ4CjWmpxJrk5hV1nrYQQt6IE/xOlPkxKeZ+U8lop5bWdnZ2lVqsN7Vvt55Fl3laN2dbVWF7wR2dpDftVIxBfCDbXT4p4zfAFlA99QZdOoqIoLo9HsKOnkZdOTyy4nmus96ab4fqfy1+xZzfsuKfsdg0Lc+XGFgBePj254HrHRmJs6Ywg6nieqxaCfxZwNmVdDxTlqgshLgf+Gni3lHKsBttdOh3b7ee63+Ya4fL1zRwammF0NlFyneMjMTZ3RuGuP4JfPWh8waUINS8s+FV0nbrtsm5eOj3J8AKt9Y6PxOhqDNIYWhvJfmudrsYQmzsiPHloeMH1jo3Ud4QO1EbwXwC2CSE2CSECwHuA+50rCCE2At8EflpKebgG26wNzrKna6S0gub2nd1ICY8fLN2e7/hojM0dEeWOCJceyl70hFrKuHQqb0Jy527lknn4wALHZWQ2v+mJYdm5e08PPzg+zlgJA2k2kWZgKl7X/nuogeBLKdPALwIPAweBr0op9wshPiqEsIrW8N+BduCvhBCvCCH2LnW7NcEfgs232p141hA7e5voa2ng0RLCMhNPMTKTUBa+YWEaWhaetK2iCcm2riibOyI8sn+w5DrHR2PmuKww9+zpJZOVPFLiejk0qHpF1HNIJtSo45WU8gHggYJln3c8/wjwkVpsq+boxJc1hhCC23d288/Pn2YumSYcyD+U+86pE3hbnVssNSHSqSZMS5FOKF9/BQghuHN3D//v6eNMziVpCee/b3AqzuRcqu5dBxcaO3ub6G8P88DrA7z3+uJgkO8cHkUIuGFTfScmmul/j2fNRkHcsbObRDrL04dHi1576vAwfq/ghs3GlVOW5vUwdc69YqaUFU/aau7c1UM6K3n8YLHP+DuH1bI3b6lvYbnQEEJw955enj025poY99ShYa7a0EJrZG30xVgsa1PpDABct6mNppDP1a3z1BsjXNffZiYGK6FpHaRi7m6djCUOFVr4AJf3NdPbHOIhF7fOE28M09scYkdP/XRRWivcs1u5dR4ruF5GZhK8dnaKWy/tWqU9WzmM4K9h/F4Pb9/RxRNvDOV1Wjo3Oc+hoZmL4gSuCc1WHqBb56u0NclXRSNxj0dw564enj48wlwynVueSGd45sgot+7oquvQvwuV3X1q3uvBfQN5y58+rNqd3rqj/q8XI/hrnDt29TAxl+LFU3bs91NW+NmtO9ZWbsGq0Wz5dKfOFL+mLfwqq6neuauHRDrLdw6N5JY9d3ycWDLD282NeFUQQt2Iv3dsjFjCvhE/eWiYzsYgO3ubVnHvVgYj+Guct27vJOD18LnvHMst++ZL51jf2mAmBitFW/iTLoKfs/Cr8+1e199Ka9jP337vZG7Z3z17krZIgLdsW1s5H/XEbTu7SKaz/ONzpwCYS6Z5ZP8Qt2zvxOOp/1GXEfw1TjTo44bNbTx1aIQXT43zwOsDvHhqgnfu6TVug0qJdCoL3s3CT1sJVFVa+D6vh1sv7eL5k+O8eGqc7x4Z4Yk3hvmZN/cT8ntrsNOGxXB9fxvRoI8vfOc4sUSa+54+TjKT5Z2X9672rq0IRvDrgL94z1UA/PrXX+PXv/Yq4YCXX7pt2yrv1RrC41ETt9Pnil/LTdpWX1/lU+/aSTjg5de+9hof/tJefB7BB9/Uv7R9NSwJn9fDZ957JWOxJD/9xef43FPHuGNnN7dcJG42I/h1QFskwK/feSnHR2LEkhn+6McvL4rLN5Qh2qXaDBaSc+lUL/htkQB/8pNXcGI0RjKd5VPvvIzmsImaWm3evqObay9p5aXTk/g8gk//yO7V3qUVw6hCnfDRt21h//kp+tsj/PAV61Z7d9Ye0S4YPVK8fJGTtpq7d/fwwTddQjyV5Wdu2rSEHTTUkr9471X85jdf533Xb6C76eJpIWkEv07wegR/9VPXrPZurF0iXXDye8XLtQ+/yklbjRCC33/3xWNBrhX6Whr48s9ev9q7seIYl47BAMrCnx9XDcudpLUP/+KxAg31ixF8gwHsfgixkfzlGcuHX2G1TIPhQsYIvsEAEO1Wj4UTt0uYtDUYLjSM4BsMoFw6UGzhp42Fb6gfjOAbDGC7dGYLCtFlqq+lYzBcqBjBNxjAtvCLXDqLT7wyGC40jOAbDACBCASiZtLWUNcYwTcYNJHOYpdOLg7fuHQMax8j+AaDJtpd2qWzxprcGwxu1ETwhRB3CSEOCSGOCiE+6fK6EEJ8xnr9NSHE1bXYrsFQU6Kd7i4dbxBM5VFDHbBkwRdCeIHPAncDO4H3CiF2Fqx2N7DN+rsX+NxSt2sw1JxIl4tLJ2kmbA11Qy0s/OuBo1LK41LKJPAV4N0F67wb+LJU/ABoEUJcHAWoDWuHaDfMT+SXV0jHjeAb6oZaCH4f4OwccdZaVu06AAgh7hVC7BVC7B0ZGXFbxWBYHqIu5RUyyUVXyjQYLjRqIfhuzk25iHXUQinvk1JeK6W8trPT9GQ1rCARHYvvcOukE4uulGkwXGjUQvDPAhsc/68Hzi9iHYNhdcnV03Fa+Alj4RvqhloI/gvANiHEJiFEAHgPcH/BOvcDH7CidW4EpqSUAzXYtsFQO3IuHUdoZjphfPiGumHJDVCklGkhxC8CDwNe4G+klPuFEB+1Xv888ABwD3AUmAM+tNTtGgw1J9yhHmOj9jIj+IY6oiYdr6SUD6BE3bns847nEvhYLbZlMCwbgQh4fBCftJdlkqasgqFuMJm2BoNGCAi1wPykvcxY+IY6wgi+weCkoSXfwk8nTB0dQ91gBN9gcFJo4WcSxqVjqBuM4BsMToosfFNawVA/GME3GJwYC99QxxjBNxicFFn4cePDN9QNRvANBiehFohPQTar/k8nTWkFQ91gBN9gcBJqBpmF5Iz635RWMNQRRvANBicNLepxfhIyaSX+ZtLWUCcYwTcYnIRa1GN80tHP1gi+oT4wgm8wOMmz8HU/WyP4hvrACL7B4CTPwk+o52bS1lAnGME3GJxoCz8+Bak59dzXsGq7YzDUEiP4BoMTbeHPT0JyVj0PRldrbwyGmmIE32BwEmxUPvvYMCQswQ8YwTfUB0bwDQYnQkDLBpg8DcmYWhZsXN19MhhqhBF8g6GQlktg4hQkptX/RvANdYIRfIOhkNZ+GD8BM1bb5caeVd0dg6FWGME3GArpvRwSU3Dye+APQ7BptffIYKgJRvANhkLWXa0eDz+o3DtCrO7+GAw1YkmCL4RoE0I8KoQ4Yj22uqyzQQjxpBDioBBivxDil5ayTYNh2em6TFn2AG2bVndfDIYaslQL/5PA41LKbcDj1v+FpIH/JqW8DLgR+JgQYucSt2swLB9eP9z0y+p5uH1Vd8VgqCW+Jb7/3cAt1vMvAU8Bn3CuIKUcAAas5zNCiINAH3Bgids2GJaPt/yyqqVz1ftXe08MhpqxVMHvtgQdKeWAEKJroZWFEP3AVcBzC6xzL3AvwMaNG5e4ewbDIvEF4R2/s9p7YTDUlLKCL4R4DHCLS/vtajYkhIgC3wB+WUo5XWo9KeV9wH0A1157raxmGwaDwWAoTVnBl1LeVuo1IcSQEKLXsu57geES6/lRYv+PUspvLnpvDQaDwbBoljppez/wQev5B4F/L1xBCCGALwIHpZT/Z4nbMxgMBsMiWarg/xFwuxDiCHC79T9CiHVCiAesdW4Cfhp4uxDiFevvniVu12AwGAxVsqRJWynlGPAOl+XngXus588AJnPFYDAYVhmTaWswGAwXCUbwDQaD4SLBCL7BYDBcJAgpL9xQdyHECHBqkW/vAEZruDsXAvX4naA+v5f5TmuHevtel0gpO91euKAFfykIIfZKKa9d7f2oJfX4naA+v5f5TmuHev1ebhiXjsFgMFwkGME3GAyGi4R6Fvz7VnsHloF6/E5Qn9/LfKe1Q71+ryLq1odvMBgMhnzq2cI3GAwGgwMj+AaDwXCRUHeCL4S4SwhxSAhxVAjh1nLxgkUIcVII8bpVYG6vtaxk32AhxG9a3/OQEOLO1dvzfIQQfyOEGBZC7HMsq/p7CCGusX6Po0KIz1iVV1eFEt/p94QQ59yKAq6R7+Tab7oOjlWp77Wmj1dNkFLWzR/gBY4Bm4EA8Cqwc7X3q4r9Pwl0FCz7Y+CT1vNPAv/Ler7T+n5BYJP1vb2r/R2sfXsrcDWwbynfA3geeBOq+N6DwN0X2Hf6PeDXXNZdK9+pF7jaet4IHLb2fa0fq1Lfa00fr1r81ZuFfz1wVEp5XEqZBL6C6ru7lnk3ql8w1uOPOJZ/RUqZkFKeAI6ivv+qI6V8GhgvWFzV97Aa6jRJKb8v1ZX3Zcd7VpwS36kUa+U7DUgpX7KezwC63/RaP1alvlcp1sT3qgX1Jvh9wBnH/2dZ+EBfaEjgESHEi1ZvXyjoGwzovsFr7btW+z36rOeFyy80flEI8Zrl8tGujzX3nQr6TdfNsXLpo10Xx2ux1Jvgu/nX1lLc6U1SyquBu4GPCSHeusC6a/27akp9j7Xw/T4HbAGuBAaAP7WWr6nvVGm/adb+96qL47UU6k3wzwIbHP+vB86v0r5UjVSNY5BSDgP/inLRDFlDSwr6Bq+171rt9zhrPS9cfsEgpRySUmaklFng/2G71NbMdxLu/abX/LFy+171cLyWSr0J/gvANiHEJiFEAHgPqu/uBY8QIiKEaNTPgTuAfZTuG3w/8B4hRFAIsQnYhppgulCp6ntYroQZIcSNVmTEB3DpmbyaaFG0+FHU8YI18p2sfXDrN72mj1Wp77XWj1dNWO1Z41r/oVorHkbNtP/2au9PFfu9GRUp8CqwX+870A48DhyxHtsc7/lt63se4gKKHgD+GTVkTqGspA8v5nsA16IuymPAX2Jlhl9A3+nvgdeB11Ci0bvGvtNbUC6K14BXrL976uBYlfpea/p41eLPlFYwGAyGi4R6c+kYDAaDoQRG8A0Gg+EiwQi+wWAwXCQYwTcYDIaLBCP4BoPBcJFgBN9gMBguEozgGwwGw0XC/w+T+ihyGggAxQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ref_vals_interp,for_vals_interp,trial_lag_xcorr,tpi = score_spft_data(data)\n", + "trial_lag_xcorr\n", + "print(tpi*trial_lag_xcorr)\n", + "# trial_lag_xcorr*=-1\n", + "if trial_lag_xcorr >0: #we have a lag (i.e., the force comes after the reference)\n", + " snipped_for_vals = for_vals_interp[trial_lag_xcorr:]\n", + " snipped_ref_vals = ref_vals_interp[0:-trial_lag_xcorr]\n", + " # snipped_for_time = for_time[trial_lag_xcorr:]\n", + "elif trial_lag_xcorr <0: #force preceded the reference\n", + " snipped_for_vals = for_vals_interp[0:trial_lag_xcorr]\n", + " snipped_ref_vals = ref_vals_interp[trial_lag_xcorr*-1:]\n", + " # snipped_for_time = for_time[0:trial_lag_xcorr*-1]\n", + "elif trial_lag_xcorr == 0:\n", + " snipped_for_vals = for_vals_interp\n", + " snipped_ref_vals = ref_vals_interp\n", + "\n", + "plt.plot(snipped_ref_vals)\n", + "plt.plot(snipped_for_vals)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 143, "id": "7b0e593e", "metadata": {}, "outputs": [ @@ -355,13 +461,73 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 144, + "id": "abd8ae25", + "metadata": {}, + "outputs": [], + "source": [ + "# ref_vals_interp,for_vals_interp,trial_lag_xcorr = score_spft_data(data)\n", + "\n", + "# # trial_lag_xcorr = trial_lag_xcorr*-1\n", + "# print(trial_lag_xcorr)\n", + "# # we now take the aligned vectors, snip the parts that we do not have data for, and compare to compute our lag-aligned version\n", + "# if trial_lag_xcorr >0: #we have a lag (i.e., the force comes after the reference)\n", + "# snipped_ref_vals = ref_vals_interp[trial_lag_xcorr:]\n", + "# snipped_for_vals = for_vals_interp[0:-trial_lag_xcorr]\n", + "# # snipped_for_time = for_time[trial_lag_xcorr:]\n", + "# elif trial_lag_xcorr <0: #force preceded the reference\n", + "# snipped_ref_vals = ref_vals_interp[0:trial_lag_xcorr]\n", + "# snipped_for_vals = for_vals_interp[trial_lag_xcorr*-1:]\n", + "# # snipped_for_time = for_time[0:trial_lag_xcorr*-1]\n", + "# elif trial_lag_xcorr == 0:\n", + "# snipped_for_vals = for_vals_interp\n", + "# snipped_ref_vals = ref_vals_interp\n", + "\n", + "# plt.plot(snipped_ref_vals)\n", + "# plt.plot(snipped_for_vals)\n", + "# print(np.sum((snipped_for_vals-snipped_ref_vals)**2))" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "id": "8b3e3a57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-13" + ] + }, + "execution_count": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# idx =0\n", + "# idx=16\n", + "idx=6\n", + "lag_calc(res['trial_data']['ref_interp'][idx],res['trial_data']['for_interp'][idx])" + ] + }, + { + "cell_type": "code", + "execution_count": 187, "id": "5179925a", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "78.91896820799694\n" + ] + }, { "data": { - "image/png": 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", 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crd6TQNX0WUqtks73ID8GePB5ZW57863j8Ol3wUO/C8DNjmm+c3ltT/sh9oWAeEZPMieG1msQeMKESJMplLm0ku6JgJBS8uRMbN0kZNj5k7Ywp1f0Td9lU0YiVyRciXF69D74ifvhpb8EQCToZjjo5oWltJqUeyAgXlhMMdHnZcDvqm2Mz5LxjvGsEVjg9HZ3LIl5VsQA42EPAXetVXvA7eD4cJCnriSUFtNlk9taOs/N5efI+SfUhpB6ffeFnyOVL3F5tTdNemyxS1yWwxyr06YAXnSwn6dmY0jDxNQNAXHhK2B3k5h4GXPxHDfWmXYME6yHPM8v9Mb+f24pxcGgYHDmi7W8IN8gAUeZpWSe1V4GD/SY/SEgrqhJ5mhElyy21QSEu6we+HNLqZ4IiHi2SCJX4siQv7YxrSJGXMFBLsb1aqTLK9XpuQWGRAJb5DgceWVtRQgcGvRzeSUDTg8Uuy8gLiynOVz/ewDEZykFJ7iylqVYrvRAg5hnrtLHkUhg00fHRgKq/IfL13UT0+Lz3+CobZ7kwXvVhuAIAP6sMqlcXO5Bln1inkB2jgviQNVBbXBo0E+6UCZV0oEc3TAxrV6EgcNMx5VP8LCxsINq2XEvBZ5f6E1drPNLKX7F8xn4238F09+AY6+F638AfykGwOza3q1quy8ExNOzcQ4M+Ai69OkK/eoOYS8msVHh8EO/qAqDQVdDO6f1CnBqoO6mn/4mAIWhG7nQIwExP69KjYSHxjd9dnDQx8WVNDi6vGpHaVQXoykODfng/JeVcC5mIbOMLTxJRaqor65qEFIikwtczAc3CyrgyJCf6dUM0hXseh/z+Nw5AFw3vEltGL8dRm4CwE2BS8s90CDOf0m99L8Mm219RN/BQXXfLmd0QEc3NIi1S9B/SC1SgAMDddfEZkfa3YSdRU7Pd19ASCk5H00z5aoTzKFx8A3gLMQBycza3m29uj8ExJW4ipCRWj2sMzEBHAmWObFUV2Ii273QTkNAHKgXEMvnIDTB4NgU59b0g9flKKZlHSkzMDS66bOjwwGiyTwVu7vrAmItozSqty//IfzVm+GT74DEHACeoQMA6gE0GtR0w96bTyKKaWaK4YYC4vCQn3JFkncEui4g8suXABg9oEtsCwGv/P8BcKt7QZlCu01S/f7ekc1lvg0BEc3o62BmFFMuAR+5FxafgYEj1XM1jmkgnF7GfJLn57tvYlpI5EjlS/h8dfdFaAK8/QhZJkjW0iCuZVZSea7EskpAGL0fqiYmFUV0amDDl3LxrsV3z6yqm2mdBpFahMAIN4yHSZS1/bvLtu7YSs2stZFj2sySF66uC4iLyyl85Dg1+7dqw/xT1VawoeGDgFbhHR5AdsekobPFF2X/Jps7UBUaKbzVjOtucd38PwDg9NXZ3UduBOD7fM/1pNJtPr5IQvo4NLr53pjsV/ftYtrQIEy8Hpe/AbOPqve3vp3plQxDATf+Op8QAE4fw54KZxaTXXcQG8UaB211v3vfAfCqSeOAN1fLo9qDmCIghBCvF0KcEUKcE0K8p8HnYSHEPwohnhRCPCuE+CkzjtsMz2k19Mbxeg2iFsUEcF1fg7T9LpmZplczDPhdNUdoNlYVELdN9ZFDO/+6rEGkY7r4m3ejdKQ6SWYqzq77IC4uZxgVdRqbJ1ydJPrHDmMTWkAYLS+78btUBcTAeoeo5tR4CJfdRrTo7W5xx3ySkeIs51wbEgIHj8L4bbyc7/DCYvd9EInoLFEZ5rYD/Zs+8zjtjIY8zKf0s2TmQmrmW2BzwK/Nw+hNXFpJc2iD9gCA08uAq0wyV2Ih0d370xAQoXLdPTp2M/jUc3MyVLQ0iO0QQtiBDwJvAE4BbxNCnNqw288Dz0kpbwFeBfy+EMJFDzDU0OvGQrUIBEOD0M1hTvrrVgA+FWfdrXakM6uZmvaQmIffPahU6kCEiT4vbqeDos3d1ZIOUkqKSZ3g49ssIKYGfLgcNtIVR080iHFbTP3h9MHqeXjwNwFw9U8yEvIwu5bRGgTdGc/CMwCk3MPrI6k0boedyX4v0Yq/q21qZVKFUz4z1qBBz9TdTOYvsJjIdD28sxKfY0n2c2KkcXe9A4M+5pN6DGZpEFLCc/fD+G3VwoiXVzIcaCggfATtSjBNr3R39X5uKUXI48CZXVZzw93vguFT1YXVEX/e8kHswF3AOSnlBSllAfg4cN+GfSQQFEIIIACsAj0JYj67mGQo4FYP/iYfhBIQE466qCVjwuxSL4SZtUzN/xB9vvZBYASbTXBo0E+O7kbsLKcKeMv6nD19mz632wQHBnykS/bulVLQXFxOc31AC8OTb1j/ocvHZL+XK2vZWuau2eOREr75QbLCi3Pw0Ja7TfR7mS/4VUhyl0qgJ3Xyl7d/YvOHw9fjrGSZEMtciXV3xerJLrAghhgKNF7DHRjwcSVpsgaRWVGLg+u/H1B1whYSOQ4NbvYJ4fTgtynBNNPl1fvllQxHIgFEaglu+mF4w+8qv5DOx5j05Jldy/YsP6XXmCEgJoCZur9n9bZ6PgBcD8wBTwO/JKVsWI5RCPFOIcRjQojHotHOa+CfXUpxYkTblTdqENrEFBGx2hd03DmxukqiJlEqV7iyluXAgDaXxOt+toAKZzw06CcjXV3Ng7i8kqaPFEVnCOyOhvscGPCRLIpqF75ucXE5w3Gvdjbe9W9Vw6TDr4R73g0om/fsWlaZHsD80g7LZyE5x2fsr+NgZIt+1MBkv5fpvA+QXTM/riwp53BoaGzzh8NKKT8pZpRG1S0qZQKFKCn3CGo9t5mDA746H4RJ12P5rHodvgGgeo5TA97N+9rduCkhRC3oo1vMxbKcDOYgH4fwVO0DvZAcd2UolCqqPtUexAwB0egu2ihOvxd4AhgHbgU+IIRo2PxXSvlhKeUdUso7IpFIx4O7VB9jv1GDcCsBES7VmQ3CWkD8w8+b7iiej+coVSRT2tFHrE5A6ASgwxE/yYqLShcFxFw8R79IIb2bbcwGBwZ8JIo2ZKl7N76UkssraQ664uAKwoG74e0fh5+8H773twE1MS8kcpSNa2Z2D4KZbwPwkcwrONhotaqZ6PMyndPXLd2d5j3JVdVfYHC4gQYRuQ6Ak2JWaVTdIjmPnQp5fwMhpTkw6KOEFthmmZh07ScGVB+SxYS670ZDDQSEw4WtUmAs5GG2iwJCSqlKbDj02MZvrX2oNe+IXR1/r5qZzBAQs0CdaGUSpSnU81PAp6TiHHARuM6EY29LMlckni3WbP4No5gEjuSV2pdGb6m9v/xNU8czszHE1dAgrntT1bxyWGsQ+Uz3QvgW4lmGiGPTSViNmOz3kq3YqJS6EDWkiSbzZAplxliGUOMJabLfS7kiWcsZYZUmC4j7fwGAC5WRxg5RzUS/l1W0htElP0QupgTE6HgDAeEJIcOT3GS/1F2n6JIyexb6jm25y4EBHwWzBYSxWApPqmEkla9pOOTevK/dDeUCUwO+rmoQq+kC+VKFExXdNGv0proxOMATpt+mntO96qg2Q0A8ChwXQhzWjue3Avdv2Gca+B4AIcQIcBLoeqsyw1ZbzQbdGMVkd0L/IRVaCXwi8ONwx0/BxIvU5ybnQ8xU1WY9Ea2ch0Mvh7f+dVVlPTTkJ4ubfLZ70Srz8RxjtjXs4c1JcgaT/V4KOCkXuqdBXFrJcIO4yIGlL9dWkJvGsSExy0wTk85pWDj4/Uhs22oQk/0+ElJ/3qVQ11IySgovoUBjU5c49lpeZXuC6Gr38nTKC08DIIc3xpnUODjop4heZJklsGPTEBgFhxIIhgYxEvJs3tfhgpISEN1cuc/FlJAay1+C8IGqSbqKd4BART2nezXUtWMBIaUsAe8GvgCcBj4hpXxWCPEuIcS79G6/BbxECPE08CDwq1LKrtfJvah76VZNTBt9EACRk9XEoC8XrlNC420fV5+ZbEqYXs3gsAnGwh7lHI0+XzUdGBwa8pGVboq57gmIhViWMbGKCG0tIMb7vBSkg0oXTUyXVtK8xqb6cjN1d8N9JvuVcF/J6mtnpgaxorKWnw2/CmB7DaLPSxK90Mh3R0CIzDIJW9/WO9z8Y3jJM7n4pa4cHyA/8wRX5CADQ1trl/0+J06XnrjN0iDi0yq/QLOUyONz2dfVxapid0M5z4EBH4uJfNd6QxsLzP7sJRjanDSItx9Hbo2hgLua37TXaOyhbBEp5QPAAxu2faju/RzwOjOO1Qrno2qSrfkgjIZBdXIxchLOqqqmsykolis4jdwAk7u6za5lGevz4LDbVLZwPqGOX0ck4KZg8yALS6Yeu55YbBUvOQhubWce7/PyOI6utpU8H01xh/0y0u5CvP0TDfcZC3sRApbSRtSMiQJiWQmI54sjBNyOhiGuBiMhDxlhaBDdqdXlyq+Sc27tF2LqbpKOfo6nutQsJ7uG59wDPFa5Y1MNpnqEEAz3BSGOiSam6ZrmDiwmc421B6jTINQYZ9eyDRMcO2VOCwh3eg4O3bV5B98AZFaY7PcyG7M0iGuO2bXs+kzMjU5qgKHaBJ2RLnVT2B2qDlHBXD/AQjzHmOF0W9UNTwaPrttHCIHD7UN0McxV6kxlttEgBv0upM2J6KKAeGEhye3284hTb67Gvm/E5bAxEvSwmOqCBrF8FhA8kxtkos+7ZdQOqNDfQFgvHLpgYpJS4i+tUfRuzl6uYrOxHLqR68tnu7Nqnn8SW6XAJ8uvZHwbAQEQCesJ2YwopkoZ4lfWaRDRRJ7hYAP/A1Q1CCPYo1tmprlYlrCzhC272vhZCY1DfFaZuvaoBrGnBcSVWJaJvrpVSCMT02DNGZeV7pqzyW1+YbaFRI6RsB6PYXPvP7RpP6c3iL3cnRuuWK7gTKuErO00CCEEbo8XW7c6hmVW+ejl1zIoV9dHhzRgst/LQkoLBrPGUy7Bd/8SJu9kJlFmrG+L1Wodw/0h8rhUyKPJrKQL9JNAGImaW5AdvpVjtjnmFhZNHwPa//Bc5SDjO/wekT5DQJiwgEjMqevad7C6aTGZY3hLDcINpQIT2vw416W8kLl4lptCWvgEGwiI/sOQjnIkVGEullU9ZfYYe1pAzMWy61dCVRNTnYDor92UWVwsGqn77oCpJiYpJQvxHKNGVMbaRTWO+thqjdcXwCXzFEoNU0U6IprMM2KUttgicqg6Dq8XJ91pTC+//aHaH6fevO2+k/3eWuauWRrE4jOQWoC7/y3zsVy11/B2TPT5SOHrigaxEMvQTxJHaPvQbvuBOwHIvPCw6WNg4WnizgjSN4jPtb31ORJWjvS8GUEMa1qb1iGuUkqWEnlGttQgXFDOMxz0YLeJ7gmIWI7rfXoOaKRB6PGedK1Qqsiul/3YDfasgJBSMhfLrRcQVQ2i7rT9w9W3KXzV6AnVHMY8ARHPFsmXKjW76tolFdJX14ehOqRACB95ZlbNL7cxH88yihYQjVZFdXi92uxjZvZyZhXefzviod/lfGWMP733iVruyRaM93mJZkz2QejErPzQDaykC4yHd9Ygxvs8xKWXShcExOriLC5RxtU/ue1+wZOvoiDtiNlvmz4GFp7mouPIjuYlgJEBpUGk0iaYdzZo08l8iWyx3DjEFbSAKGAXMBryVKONzGYuluWIW1/rRgKiXwmIQ0Jpc3sxkmnPCohYpki2WN6gQTTwQdQJC4/bU6dBhEw1MRmri+pKdeV8dQWykWAohE1IppfMz9idj+eYEMuUvBHVEGgbvB71eaFg4gP41N+qkgrAp8ov39YZajAcdJMr6+tklolJd/FbLKmJbqyZSTHkISF9FNPmX5dsVEV9+0aObD+G/hALDCqbvZkUcxA9w+nK5iZBjRjrC1CWglTGhNV7UuV/GFUMlvSzsq2TGqBcYKLP25XEwUKpQjSVZ9IR02PbWoMYragSKXsxF2LPCohaDsQOPog6hkPuDSYm8wTEfFz9v6NhtzLZLL8AQyca7jvQ1wfA7JL5kcALWkAYCUnb4fcpDWIlbqIv5tlPV99+pXJLU5PRSMhDyey4+8wKCBuzOTXZNKNBjGoBUcqY74Mor1wCIDS6dYIaKGf5ij2CJ7MxF7VDrjwGssy38wcZbeK3GAt7KOIgkzVhUszGlMauteklrcVHtnNSA5QLjIY9XTHtLCVzSAkjrKgsf3eD3BRPGLwDhLOzAN0tgbJL7FkBYdgld9QgAH7wI/DKX11/s5lsYlqM162KcjEVIdXAQQ3g86lV7Vy0OxrECdsV7MONhVM9ft0kJRo36XeIX1GlLV71n/j0yz/Ls/IwI1uZEeoYrhcQZpmYsqvg6WNJO79HmpgUR0IekniRXQhzdSSm1es2BQMN8q4B3IWYuQM48zmk3cUXc9dvHT1Ux3DITQEHuZwJk3Mutq5o5GJyJw1Cj69UExBm94UwTM3hSgwC2/iF+g9hj08z6K/zX+4h9peA2EqDuPlH4NW/xkjIo9pbgulOakPwDAc9EFcrjmphwI3o3geLqzHTjm8QW11iVKwiRm7Ycd+gX2kQa3GTbO6zj6jXE6/nQjmCTcBgYOfJaCTkNj9zN7MCvoFaSYcmJsWRsJuk9GEzOfwZwJO+wqror/W92Abp6cNbNnkMZz9PbvJlpPGqe3QH3A47JeEgb4b5MbsG3r7qn4YGsXWYq2FiUqGwhVKFeNbcaLuovi/85UStBUAj+qYgPrt+7thD7F0BEc/hctgYrE9+ahTFVMdEn5fFRI5iuWK+BpHIMRRw4XLYagKiQQQTUO19sLxm/ko1uKpCGY2qmdvuG1AaxGrCJGe5zlxm6DhLiTxDATd229a5BwaRoJuyNASEiT4I3yDRZB6P09Y4Y3cDQ343KeHHWTTfSR3KXWHVtX1UmYHw9ROUKSplk6LcUlFYOcdK5MUARJrQ6gAqwkkxb0IUUza2XoPYLosa6jSIfNUcZraZydAgPAV1n2xJWAmI0ZCbhYQJv8VVxp4VECoHYkPyU6Mopjom+71UpLLT4w5CMWNa7f+FeK5m29U9l7cMM9WryGQyYXpC1JHkdyljh4P37LhvwKfGsZY0SVCunIfQJLj8Os69uYnI7bDj9+rfzjQNYhW8A0STeSJB97ZJcgY2m6DiCuKs5E3vSzFUWiDp2T6ay8Dl78MlSiwnzNLsVAe/2YBaNDSjTQFIm5OiGWGuWpszWNJZ1FteE3vNST2qzVCLJk/Oi4kcDpvAnlvbXkD0HYBSliP+nGViupZQOQcbVOVGpTbqMMxRV2JZpUGAaY7q+frx6AiaLW88rUF4RMHUyIhiuUJ/YY6kZwxcWxemM7DpccSTJmkQ0TPVzHEV576zKcNgIGiE3Jrog/ANspTMN2VSMbB5dcE2E0NdS8UCo3KZQnDnwAEAr19Vyl9eMclHNfso2BycdygHedO/h91JqWiGgFhe9ywsJfJbO6hhnQZh+CkWTTbvLCXzRAIuRGYF/NsICN3H5bA7pau/dqcu1G6xtwXERsfjVk5qTW01kqtFLZhkZlpM1NWWya6C01+70TeiNQg3BVMbkSzEc0yKZXKB5iYiI6okkTJBQKSiMPd4td7OUgsaBEB/yCi4aIKAkFJ1DPRpDaIJP4iBw6drJZmYTb06fxGHqCDrSk1shz/YB8DKqkllx5fPwuAx5tMCm2DbmlTrsLuolAqddVOrlJUPwl+z8y9tV4cJ1kUxGfeQ2av3xUSOg4GKapi1nQahBcSEUy0YlvaYmWlPCggpZeMJaIcw16o9M55TTmowxVGdL5VZyxRrN31mtWEv6CqGBkGRlZR5tZBm17JMiqgqXdwMWoAl0yYIiEsPAxKu+z5K5Qor6QKRVjSIgHbemiEgMivqwQ9NEE3tsFrdgCuoJ4u0eT0h4vMqL8Q11DgvZiPhsBJSsbhJGkRyHkLjLCVzTfuFAGwOF3ZZYjXTwT2ajSnNXjuCpZQsbleHCWrJpaU8boedfp/TdB/EUiLPIZ/+P7dzUgdUou2ITS0Y9lo29Z4UEKvpAsWybGBi2l6DCHqc+F12dZFd5mkQy3qSr9702R0EhNYgPGZrEMurREQcV6S5iciw9aYyJsR3X/6mMtuN3cpyqqBizFvQIIbCysRUMcPEpLOoi+EDxDLFpm3uAAyqss/5hec6H4cmF1WlJvwjR3fYUxEI9QGQjMfMGUByAYJjqk9IE+G+BnanGxelzlbvGZ3rozWIlM6i3vbeMDTvcq1nhNk+iIVEjiM+bd5tQoMYlDH1vT0WybQnBUStXeGGm92YXGxbR6yMhHU2tds8H0Q0uSHxRztIt0QLCK8wV0Bk51W3sMBYg9r2jdAColTIky10aFu98hiM3wZ2R3VCacX2H9EmpqwZUTNrqt/4iveQ+r9bEBDe0SMUpZ3M/NnOx6GprF6iLAUDY9tnURvYPWrxkkrGTDh4RQuI0fVm0GbG4XThpNSZWSWtBYSehBerIa7NmJhUoIASEOZNzNlCmXi2yLhLa87+bTQIdwAcXkKVGGC+qWu32aMCwmhXuOEmqxSV9rBFFBMooTIfz9Wc1CZoEJsExE4ahDYxDbjLVe3DDJzRZwBwTd7e3Be0gHBSquYLtEUpDwvP1PkfjJVf8xOzISDSWRMewKQqjbBU6VP/dwsCYiTkJ0aAfMK8ZlKOxDTzDDIY2jlwAKgGGGRTJvhBos8rzTo0wVIy35KAcLncOEWJuXgHgRQbNIil6rO7nQahfSSl2kLQTNOOsSgbtmsBsZ0GAeAbwF2M4XHaqhUT9gp7WkBsclKXiw2L49UzEvKoFZGJPoh2NYgBZ9lUDcKTvKQykuvKKm+LVuVdFDtT4VcvKuGsk/NqyWnNT0bDYQ8laSOTM+H3SC2CK8hC1tbyOEbCHtZkgEravLafvswVFm2j2Jq0/Rv3ZiFtQiTV1/+3+r8iNxDLFFvzx7i9eCh2Fmln9PfWk3Bt8dCckxrUNVlO5SmZlBdijGFQah9PYHibvQFvPyIb61pdqN1kTwoI4wIPBTZEY5SLtRjqLRgOuYkm88guaBCDfrdylOfiTWkQ/S5zBUR/doZlx5hqiNQMWpi6RId2ZqOcs65+uZjII0SD67MNIyEPZexkzSjtEJ+FsHJQQ6sahIc1grWJzQT68s0nyQFV/1jZjBDs5DzYHCyFbgKaz4EAEE4vAXups0kxG1OvXuV4r5kfm9cgRkJu1cHXpGfFeOb681dUteedQsK9/ZBZZbLfV60Bt1fYkwJiOZUn7HXidmxwRleK2/ofAEaCHgrlCrGSvkHN8EGkcvT7nCqLOr0MSPBvU99FCHB4CDvLpkYxRYpzrHmaDHGF6krNRakzQWV0zxtQNvZoMseg361arzZJJOCmhI1szoTfIzYN4SmiSSWoBlsQVAG3g6QI4cibFUG0QH95lYR3i6z6RugJy1ZIq6z/dpFSNQm69e0sGYEULZj9cPkJ2PKdTYq5uFq06UXRUnKHLGqo0yC0gNdhystJc54V414PJC9U79lt8Q1AdpWpAe+eK9i3JwVENJlvvDpt0sQEsJhF+StM0iCqq9SU7gQW2LopPAAOD0F7hxNzHZVyhUk5RybQZIgrVH8rtyhXtaC2WLuoyqdrrWnHMMYGuBw2ysJBzozM3fgM9B1gKZlnwOfC2YKgAsi7wriLJuVBXPwqALNDL2v+Ow43FeHAL7KdLSDiMyoHYeyWuvpHzZvbcHrxUOgscicXV1VRddb0YiLH8E6Z7XXF+qCmAZr1rESTeVwUcS48DlMNelFvRGsQoyEPa5ninkqW25MCYnmr2PYmTEyG43QxWTCtYF9bAsLpJWAvkimUyRQ6D+1Mnv8GfpGnGG4uUgaoPoj9btmhBnFBVa7VD71KhGpNQABUhJ1cvsNVYj6pJsW+qfXXpQVK7n585YQpnfYqVx4jI92UI9c1/yUhKDt8+Mh3Jrinv6Vex26tmmdaEtxOH26ZI5rKt19NdUMl16VkfutWowbGIq9smJLVmDv6LepYTuW5zbuIqBR3bIcLKH9ido2IXpSaGViy2+xRAVGo3jTraMbEVJ9N7Qqao0Gk6rJ1DQER3FlA+G1KMJhhZgr/zfcBICMnm/+SFqZhl+zs4dvQkH4p0Vp5iyrCQaHY4W8Rm1Gv4fYFBL5BnJQg37mTuDz9GE/Lw9UorWaRrgABsp0J7jOfU33Jx28jmsg1XV23itOHq5KjUCqTyLW5iDE0CM2S1iC2xd5YgzDLBxFN5nmT67vqj9Gbd/6CbwBkmRG3CrtdNklQXQ3sSQGhTExbaRDbm5iMm23JyIXo0AchpaxNRFLC/b+gPgiMbv9FhxevTT0AHd/4das7+4G7m/+ezQEIwq5KZ6ui7FrVvFSuKG2kJVt3dTx2CoUOBYQRVhkYabnMRnUYuj+ANGL426VcxL70NE9VjrQsqITLj1/kOrs3EnMweAxsdmVu8zefRQ2ASyUveii0v4CoExCqAkITobZVDULdCx6nnaDHYaIGUeCeyuMwdqv6fXZCRySOOpX/waxxXA2YIiCEEK8XQpwRQpwTQrxni31eJYR4QgjxrBDiITOO2wgpJb9873Fed0ODFXqltKOJyeO00+dzqrBOE0p+p/IlcsWKmgDmHldlBSbv2rHdJ04PHtQD0PGKJKscqr9Z/HEG+8M77FyHEGB3EXR2oEFIqev9qyiVlVSeimyQo9LMcOwOisUi5U5q/xTUQyydPiUg2hBUrpC6t5IrC+2PA2DxWWzlPE9WjrYsIGzeIH5ynWkQKZUgB9q006o25VQCwtuJqSsXB48qPpjKl8gUyjuPQwilRZRrx4wE3KZGMY1UFmHslqpZdFv0vT2k8ybMGsfVQJPxjlsjhLADHwReC8wCjwoh7pdSPle3Tx/wR8DrpZTTQogdAos7Gg8/+/It7Ozlwo4mJlB22Go2dYc+iHU5EBcfVhvf9rGdv+jw4tZhfCvpDlfNuv/EFTnYuknF4SbkqLCSzlOpyOZj9Q2KWfUg64fICEFueTIChN2JnTIrqSbs1FuORwmIVMVNoVxpS4Pw9hsCYp5Qe6NQLKlH5Fl5iEigtfOxu/wEbUvtR+5IWc2ghtaLJwLVfB0f+fYnxXyqWhizqRwIA4e7amICGAq6TVu5p5NxgrYY9DeZL6S14zBqrrA0iPXcBZyTUl6QUhaAjwP3bdjn7cCnpJTTAFLKJROO2zpNmJhAp+4nzdEgqgIi4FFllQeObJ+6b+D04KyYpEFoAbFsixBsojHOOuwu/I4KxbJsr2uX1l42xrm3krFrYLM7cFDpLGlPC4iVgrr12/FBBAdUzkIm1qEGsXKOsrAzIyNtCG4PPnsHeTK5OJRyVVPnUhuRZYYG4REdmJgKKRXhRn0FhCbGYXet1yCCblNs/5l0kg/wPvXHFi2BN6FNTM58jH6f0xIQG5gAZur+ntXb6jkB9AshviKE+I4Q4ie2+s+EEO8UQjwmhHgsGjWvnAHQlIkJVKhf1Cj53akGoR/goaAL5p9S9YiaweXHVkwT9Dg6D9/TAiLvH2+qMc467C58dhW219Y4DAGhI1U60SDsDicOyp2V/SiqmP1orvUsaoNwRAmIYrxzAbHmmsDr9uB1NS4guSUON15bB2HQST324CjlimQlXWj9t9ACImhrU0BUKkpA6KTUaPXeaF2DiATM0SBSZ7/Ki22n1R99h5r7kl78kF0lYqImczVghoBoNONsNBI7gBcB3wd8L/BfhBAnGv1nUsoPSynvkFLeEYlsk0zWDk2amEZCbpaMbOoO+w8bN8tIaQHi08rx1Qy+IcgsEwm4We7YxDRDASeOYBu/p8OFz6YERFs3fi6mXjdoEA2DCHYaikOZmMzQIBZzakJuR4MY7g8Tk34qyQ4V4ZXzzDsm2oukcnjwiGIHAkLVoyI4xmq6QLkiWzcxaSf1uK/S3r1haOe6dEhNu2xPg0jmSx13YEyvXqn9Mdhcdd2agFhTAmIP+SDMEBCzQH0a6CQw12Cfz0sp01LKZeBh4BYTjt0aLZiYShVJVng71iCWknkcNkF44Ztqw8k3NPdFfwQyq0T8dlNMTFHbEENBb+vftbvwGAKiEw1CN6VfSuYZ9Ove3K0OxenCQbmzsh/aSb2QUeuadiZnv8vOMn3YMh0IiEoFVs5zibG2BYSbYvvRZdVw69GqRtayP0ZrEMPeSnv3hiEgXIaAyON17pBFbeBwV0ttQG3sna7ei6tK2871n6jesztid4A7rJ5XkzSZqwUzBMSjwHEhxGEhhAt4K3D/hn3+AXi5EMIhhPABdwOnTTh2a1R2TpSD2gomKT3qO6X2L7gRcmub/64K52smbA4gEAEkh7wdRqoAxGe5IoeIBJsvKVHF7sYjVIx7Wzd+WpsJdWmRHdtJboPN5sDrkB2amDLg8BJNFXE5bIQ8rcdpCCFI2Adw5zowgV56GEpZni1Ntikg3LhkQfc+aaPcRmxaveoqrtBimQ2oCQh3ub1FjLH4qnNSD4ea6w+O3VkNcwXzciFEfJoVGSTxjodb+6K3D7KrDFkCYj1SyhLwbuALqEn/E1LKZ4UQ7xJCvEvvcxr4PPAU8AjwESnlM50eu2XKOyfKQS0EM1426jG1r0UYNz1zTyj/Q7M+AD2hTrnTHWdmyvgs06X+tiJ2sDtxUMJlt7X38KX0KtsQEMlc+xFINgdee4cN6osZcHp1z+EmJ6MGpF2D+AsdFOz7+h+AJ8w/5W5uW4NwSBU0sNqOCXLlPATHwemp9nNuOXBARzENusvt3RtGjpEWEIvxFvpR2DdoEEFzNIi+1ac5LQ8y0Oqz4huompiyxTLpvEm903cZU/IgpJQPSClPSCmPSil/W2/7kJTyQ3X7/H9SylNSyhullP/bjOO2TAsmJoDVkl5xd+CHWErkGAk4VRez4VPNf1FHl0za14hni+0XZSsXITnPFTnEUJsrVVFWta3aCqlMLakoD/27LyXyjLSpQWCz47FL5jopDlfMgsvPQovd0zZScYfxVdpcOGTX4OLDFG/7SWbzvrY1CIeOcmtrUlx6DoZVeY+5eA4h2hEQSoMYcJVYSeVbz08xnivDxJTMbW7ytRUOd7VhEJhUbiMbYzBzjuddN7ZUSBJQ93hm1TRBdbWwJzOpt6RSBNvOAkIVC4NoXguIDjSIaDLPMU9crVyHGvrlGzOgSmOPS2UrbrvcRmIOgVQ5EG1qEJSL7TvfUovVulOViiTabhY1gM2B3wkXoun2a/8X0uD0spDIMdKBgLC5g3hkm4LqzOegUmJlSvmj2io74vBgk0VstOEgrpTXLVgW4lkiAXfLRQuNBLcBe46KbEOTydec1KoXdQs1ujY4qQerdZA6yyy3IUkFm3RO1+Ptr0Yxwd5JlttfAqJJDcJptzES9LCgI13aLbdRLFdYSRd4WeZLasNUC2UutEnm+rlPAR2sSHSI63w7SXJQVeXbjjNPLWl/ikr4K1dkWzkQANgc+OySQrnSfpOaYhZ0FnU7obYGDl8QFyVyuRbHISU88TcQnmLWq+pitatBgGrm1HJHt3xC5UCEVen3VjvJVXH6wOagz9ZmiYk6J3UiqyoOND2ODU5qp93GgN/V2cq9pH5Hvz/Q+nd9A5BZszSIa5omBQTAeJ+H2YwWEG0myxmrmROJb6ryGiMtmJiEgMFjBONngA6qqSZU2N6cHGwrtFSt1DrQINJLVQ2i1kmufQ3CaVOaQ9srtGKGisNLKl9q7/fQeHyqZMnqaot+iNg0XPoq3PFTRLVW2ErjpCpaQPhsJeZjLTrtc7rIoLb9t120UAjw9BGUbZaY0CHHOH0sJlv0g9hd65zU0HkuhNQ5Mv5AGwLCOwD5OBGfmjMsAXEt0qSJCWC8z8t0qjMNwqixH85cqrbbbIl73g3AQbHY/oSoo1Xm2tUgHEqVjwTcrduZpdQahBYQCaPsSLsahB2nKK/7v1qmmCFvU8dvy+Sm8QS0gFhrsfXokg7eO/TyqtDvRIMY89N6VFfVOaxMRO0WLQTA24dftllioqjH7fS0nmG/QYMAlYzaiWknnVbnEQoEW/+yLrfRLzLYbcISENckLWgQE31eLiZ1hEubGsRSMk+YFK5CrPmkm3WDeBEAt4gL7WsQs4+ScgyA04+/1TIbUF2pRYLu1u3MhZRaJdZFMEGTiVCNsKlSG6C60rVFMUsOdfx2w20B/EElIOLxWGtfTOoUodAE0VQBIWDA144GoSbSMb+ohqk2Tb6mQRhZ1G3/Fp4wnqL6/1qeFLVJB4e3GpnWvA/C3VCD6MQHEU9oARFqQ0DoirS2QoKhQGemrkSuaEoPGDOwBMQWjPd5We2w7ehSMsdhoUsaNJv/UM/w9eAO8f3Ob7cXQRSbgbNf4LL7RPsTgN0FpUJ7ttWc7rpmJMklOlgxA+hifXabaH+lWEiTlWpC7sTEFAqp7NlkywJiAYStWm580O9qPWIGqhrEqK+N1apxP3tCrGWUX6jtaxIYwZ5dxu+yt6lBCHC463pRN6tBuDZpEEaZi3abFyWS6nfpD7VRgtHoYZ9PqlyIDgTVRz/zRX7qd/607e+byf4REFK2bGJK4qNid9fKErRINJnnsNDfbUdA2J1w/fdzpzjDcjsr5nNfBCR/FXhHe3ZuWKdBQIvmDG3Txama4SwmVW/uTb3Cm8XmQFRKna3QilnSUp3LUDuJg5pAuA+AdDLW2hcTc+AfBruqsdW2kNJNcyLeNlbuVR9EaH214XYIjkJyXgUxtDoplrJKExKCpUSOkMfRfE2qRj6IoJtcsUKyzRyEVFoJiIFwCyXxDbQ/h3yy43pML5r7az7Eb7f9fTPZPwKiom+aJjKpQTmpJTay3tFaF7IWWUrmebX7NDi80Ndk6eCNTNxOHwnVP7hVomfA6ee72TbLOYCON68VcmvJnFFQzksjoartTnIGNjtUyp09gMUMybJaJAz6O4hi0iGe2XSLvamT89US2x0JCG1iivhUAENLvqF8TUB05AcB1ZEus8Kovw1Nppir9kVZTLQYSWVvrEFA+9WPM9oHMdjXhgZhCIhCqmNTVyC3wKqjax0RWmL/CAgjqcbenB3eSNiJu0aroaKtspTIc7s4C8dfq1TidohcD4A/eQGSi7XVXzOsXYKBIyynix2sVJ3rNYhW6iAZGoQu6lbNKm8XmwMqJSIBd+t2d1D1j4oZEmUnfT5nW/WgqmgBUUzHWvtecgFC44AhINq8L/T9NOihdd9QnQ+iVo6+Aw0COOpNt25WKWXV4gmlXbYkIPTCpb5botFTo93FQzaroqo83tbavwJVh7+hQSynVP+UdugvLpBw79BxskfsHwFR0QKiSRNTv8+FwyZYtg83t3qvlOHLv7NOmESTOQZlDEIbq5+3gG5mfzj7LPzR3fC3/7r572ZjVLz9rHbihNR5EB6HjbDX2drEXBfGCEa/4U40CC0g2tUgCimQFVZKno78D0B1xVjKttiXOjEHwbFqK9pOTUwDLjUJtWT6yyfVb+n0mmBiUqXPD7mTHWkQS4kWFw92NyBrlgE6r8eUz67XeFvCbfggEkSC7vb7p0jJsIyS8423/t0usH8ERLk1E5PNJhgKuJknorKBdyrYN/8kPPQ++Kf/p7opnkjglZlqolhb+AdZ8R7infKTukTDQ807zXNxCg41kbVvYnJhPIjDQXdr4aV1AqLjLGqoCojRkIflVJ5CqcVsar1yjhbd7a/cDVzapNCKRlfMQXYVgmOkC+VaK9p20E7qfrcR1dVK8EBCCTihzEI+l729CDeoahAT9hjxbJF8qYVy26UcOLxUKqoAY2sahL5+JtZjKuTSVLA1Va9tE1UfRKojQZVLx/GRp+KzTEy9xXBoNWliAnXDXS4Pqj92MjMZZa1XLwCqrIRMGZVMO7vYCyOvXL/hL76/uS/mYmRtamXT/kpVP4jlgu60146T2sdapkCxLNuvwwTqwS2XODDopyLhSqs1mXRU1ULe1bkGYXdQsHkRhWTzUTM6aZHwZNVO3r4PQn2vT1+elibFfLKWJNeJHwSqGsSIUPd/S4Uli1lwetq7N7QGVe+o7vM6cXSQg1DKZykKd/MFNetx+lR0Wj7ZUenx+KqaMxzBwdbH0AX2j4Bo0cQEKuP3QkE3A9nJzGSs6rVjdi1TYEBqoRHoTEBM3/4fuS73Zzz3M+fUhrnHmytBnouTFEpAdGRiAijlW9cgDCe1y1dXUrpTJ3WJQ4PKZHVpJd3a97UQn8l5O8qBMCg5AvhlhlimSVOCcQ+FJ6tOzLYKKEJVcIecOnGwJQGRUP0L6CCL2sA7ADYng3K1+v81jdYgajkQnWkQhtbfzsQspaRSyFC2t/lbCKG0Su2DgDYFxJoSEO7AQHvjMJn9IyCqTurmTQuRoJvnczrkbScNwkim0yuapWSeIaEjXPyddcaLhHzkcBPNAj+k46NXzm//pXJJOWRlh1nDRt5IuUgk1GKceVWD8HbUarSKzQmVEgcGlICYXc209v2MKosxV/B1rkEAFVeAoMg2b0pYfkG9DhyuCYi2ndTqurooEnQ72tcgOsmiBrDZIDhKqLRS/f+aRmsQhlba0uKhqkE0yIVow7SzlinilEUqjg4WMO4gFFJVod+OgEjFlgHwhZvoW98D9qGAaN7ENBx0czodRCJ2DnU1NAh9nKVkngmhLjbhqS2+1BzrShkPHFEbtSlrS7T9P15yrPs/WsZRexBHgh4K5UrzK+aqD8LfeimFRtgcIMsM+l3YRBsPoBYQKzLU2aRo4AkRINu8VrX0nMq4DU107hw2rotOYmxpUszFq1FY0VSHGgRAcBR/Xq18W9cgPNXIuJYy7OvOv55Iq1quZjGRwyMKCEcHv4U7CPkEQbcDt6O9/inZhLpHQ32WgOgtbZiYIkE3eemgEhjZWYMwBIRWeaPJPAfEEhWnD/ydXexqfHeqXkDsoEGU1EMXLzoIuFtIQNpI1QdRrDqYmzZnFDMg7GB3dj4hQtV5aKfCYDvZqlpAxAiYYmKye0MERYZoqkm/jA47RojOymxA7bqUckpAtDIpag0iXyoTyxRNERBO3X61NQ1CNW9abCfDvqrZrj/ecJsaxGIih4cCop0IJgN3APJJhBBtR9pl0yroIdzX3/44TGT/CIg2TUwAed8ExKe339mILS/noZhlKZljSixB36H2nF51+N0OvE5dysDbB77BnU1M2ryzWrB3NgHYa7ZeI0S16Z7QujmPkSkb9jrxONsUVKB8EFDNhWi9vHSais1JAacpJianL9yaBhGbhv5DgBL2A742y2xA1cREOd+6BpFdBe9AtcdI5wJiDFtqnj6fs7UEsaLSIBYTOQb8rtYy7O1baxDtNC9aSuTxUMCuc3bawh2s9rhoV0DkdDa3199Gsl4X2IcCopUoJvUQJj1NZFPXh56ml1lK5Dlki2LTjX86ZV0pg4GjO5uYtAaxUrB1FtJZF8Vk+A+a1iB0cx5QmbId+R+gFn7Ybi5EuUhZqJVnJ2U2DOzesPJBNDuOXKJa1G25kxwIqK2gSyrLvekExlJBmZj8kc6T5AyCo5CLM+lv1cSUrWoQrXez0/uX1p93W0UlUYsetyji9HQqINQ80G42dT6rfZmdaDImsn8ERJtRTACLvuOwdnH7VXt917nH/y/RRI4psVhdMXbKuvpDA0ea9kEsZ22drRAddQIi1KLzrZitldlI5jrLgYB1wqo9AVGgJDovs2Eg3CFCrTipC+lqUbdoKt+ZkBJCJzEqE1O60GQf5LQRej1U/f3ajqQy0KGux3yp1jQZrUGoHIgWx6AzsKsVYTXthpguJfP4bUVsHZmY6gREmxpEIWck63UgqExk/wiIqgbRmg8C4InwvWrDuQe33jmfhKGT6v3Tn6QQn8dDodo6tFPWaRCDR1VMfWGbKB5daz+as3W4Uq1Nyj6X8mc0nbVbzNQK9SWUk7sjjFVjMVs1q7RUubNcoIij8zIbBu4gPrJEm+noJqX+PdSD31EdJgOHZ10ZlKZWrFUBETEnsgyqyXKHW8mmrlSUOdbpVa1GW703qvfCZg0CWk9SW0zk8NtKNed3O7iC1WjGSNDNaqbQci/5cj5NGXtL81Q32YcCovlVm8dpJ+hxqFwIdwhWXth653xC5Tu88ldh9YKqnQQmahDu9RoEKKfnVuiV1XLe1lnkUF0eBOgokVac1E6VKRtN5ol0qkFUV405IgFVzqDpiCqAkhIQZvgfAPCEsCFJp2I771vMAhJcPt1/uc02n/U4lAbRkukvrSPrAsNVX5IZPgiAKUes+TBobRqqOFS5j5Y1CGOFXdygQbQZYrqYzOOzFTsz7RgaREVlyMs2TF2ykKFovzrMS7CfBETVxNRaGn0k6GYplVe5DMbD1YjMqmpc3n8IkBzPPKG2myQgIkE3a5miWpE0E8mkV1Y5XJ2tEOvyIIxxtGRicvlUWYxyhcm+Dm/8DRoEtLhSLBfIS0fnZTYMfCrbtZTc5r4wqAv5jWWKFEqVakHItvGEIJdobVKsMzEtJVWxQGe7jnIDLSBGRYxssUy60ES5DT2xpytOKrKNBErDSb/RxNSmgFhK5HBTrP2/7eAOAhKK6fWh6U2SypdwlHOU7R3eFyayfwREGyYm0GFzybwKVc1sMRHMPgbLZ1SqvS7r/fO2v1efdZgDYWDccCupQk1AbOcT0RNSDldn2ct1eRBQ93s0QyENTh+XdULbZH+HdtV6DaKdiaBcIF+xm6dB6BIq7vwKueIOk2JdVvl8XAnv0XCHE4G3H7JrrVXarTcxJXLtt3+txxMGh5cIKpu6qSg3fX/GdJ5O605qfS9sMDG1bAaFqobrJt+hBmEU7Eu1dX9Gk3m8Io907DENQgjxeiHEGSHEOSHEe7bZ704hRFkI8cNmHLcl2jAxgYpkiibzarWY2aL/8Dc/oF5luTZ5GzjNWQ2sszMboa7bOapLNQ2i7RafUCtCpovStRQxU0iDy8/ZReW4Oz7SRjP4eqoaRKZtAZGpdBj2W4/ObxkUiZ3t/4YG4fJXM4c7ui6gBcSqCpdttstedk1p0a4Ai8lc5/4HUA7z4Cj9ZZVncmWtCZ+Mvj9jBUNAtOqkbqxBAAyHWkuWW80UKFUkzkqhQw2iruR3GxrEUiKHlwKik1Bbk+lYQAgh7MAHgTcAp4C3CSFObbHf7wJf6PSYbdGuicnoPeAb3NrEZNhDv//9EBrj9L1/QVJ6WTj6ox0MeMM4Nk6IO4W6ahU+J92dldj26oQdrT21FDGTi4MnzPRKBpfdxni4w5WRo7ZqHG5DQJRLefLSTA1ClVAZEvGd7f/V5kn+alJbR9cFVB2k7Fq1BtFiM5NiKa9+RyF0AyeTfovgGMGiukdmmxEQWmCuFFTug1kaBKheLvPNBA5olMYjsVfyJpiYWF+PqQUT6FIyj5c8Nncb/Si6hBkaxF3AOSnlBSllAfg4cF+D/X4B+HtgyYRjtk67JqaQm0yhTMEzoDJxGzngihkYOgE+VWDrheBd3J7/PyRe+/udjrpKdUVSzYU4sr2JSa/QynYX/b4OIiKMXrsP/paqVd/sxCylLgoXqjYKstk6Sxisxb5nCbgdeJy2lkwJxXyeIg5zymxATYMgsfPvsa5woUnO4f5DKsM/taRWzc0Iy1IOHG7KFclKutB56LFBcBRXdgmboLnJWS9gVvI2bAIG/S36hWx2FbLeQIMYDXuaE5aapUQePzkEsjbJt4PxrBSS1QCXljQIbWJy7DEBMQHUZ5HN6m1VhBATwFuAD5lwvPaolvtu0cSkJ5OkLay0ECNjup66eH9QqmIRR2e2/w1scnoNHoXk3NahrvoBDAZCiE4yuYWAkZuU+Sw23Xy5jWJW/eaeMIsJk0wZdRqEEIKbAwkmZ/+psdBuQKmYIy+d5pmYHG4q7hBDIr7zRFDXG2MpmSfkcXSWVQ5w3RtBVuDiw7rSbhPCspwHh5vVdIFyRXauxRiExhGJK4wH7FUfy7bo+3MpqzS6tjLKnb4tNYjFRK7pjm5LyRxB9PXxtNGP2qBOg4DWCwcuJXP4RAFHJ8l6JmOGgGg0+2y8Mv8b+FUp5Y7hDUKIdwohHhNCPBaNRk0YnsboPNWiicmYEGNC2xd1PZ911MW3g5rEXboDm1l4XXYCbkddNrUR6nqx8ReKWcrYGAiZsBr5/j9QrwtPNW/7T86r1+Co0iBMcYbqa6D7Ovx7+Zf85Pxvw/Q3m/p6uZg3N8wVEKFxxsVK8yYml193TzPh94hcpwIjll+o+cp2oqQEhKHFmGZiOvhSKOX4Ht8LLLQgIBayHRRwdHpqgreOsbCHUkWynG5ucl5M5AkJQ0B0UOJig78uEmitRlY0kSdgKyKukiQ5MEdAzAL1oTqTwNyGfe4APi6EuAT8MPBHQog3N/rPpJQfllLeIaW8IxLprEz2Ooy68S0mwhgT4kpF3ziN/BAbNQhdQrmjlfsWY9mUC7GVH6KUI4e7c0cowMgpNREtPFOd6Hc07ST0LRAaV4lQZozDOwAIJXz+7I28OPc1tf3ZTzf19UpR5UGYMhaN6DvAQftKixqEWRqVG8KTsPICw0E3K+nCzl32Snmw1+4j07Spo68Gp5/XyEdYaCGKaT5ja/96OH01wVuHIXAW481NzkvJHOMebWHoRIPQYc/GInK4xQZbS8k8fpGvJpdeDZghIB4FjgshDgshXMBbgfvrd5BSHpZSHpJSHgL+Dvh3UsrPmHDs5jEERIsNQQwT07whIJILm3cqrNcgTCkr0YB1DXuMDO21y413LmZ1DoQJK1WnF4LjELtMn9eJ0y52XjFrAZHzjpLMlcxZMdsdys9z6atw+eu17Y98GL743h2/Lkt5itgZNFGDoO8A42K5CR9ELYpJaVQmjWHwGKycr06KO0ZTVTUIkxzlBk4vHHklN+SfaEmDuJLqoIlUeFIVQNzAmA6GaNZRvZTIM+XVPkp3hyYmhwfSys06GnKzmMhtThyMnlU97DeOI5nD02morcl0LCCklCXg3ajopNPAJ6SUzwoh3iWEeFen/79plPPKvNRCsT6Afh1COFPUN04jAaEzhg2WEh02YdmCiT5vrc2mp08Ju1SD8QDlQoasdJo3EfUdgLXLzXft0iamJVQUlGnj8Edg9lEAMq4hHirfrLZ//Q+qpqctKRexOT3YO3WW1xOeIihTpOJbhEAb6BIMUvsgTPNPBcdh/gkmXGolvaPg1j4I4/qZupCJnKS/MEc2nyeZ2yHDXQdRLGRovwTLyI2w8PQmP8RIi2XpF5N5xj163040CCFUboxuNTwS8pArVkhk6yL+Vi/AB++EB//bpq8vJfO45R4TEABSygeklCeklEellL+tt31ISrnJKS2lfIeU8u/MOG5LaNW6VYwJcTrrVQKm0YTcwMTUDQ1ivM/LQiKnShkLAYERSDUOCstn0+Sky7xxjJyC+SdrrUd3evjyCRB2FnNKIJs2IQ4dV6/efr76A1/lM+WX1j6be2Lbr4pKAYfT5OvSrxIjPcktNDkD3RsjUbBRKFXME5j697jxeeUn2tFRbWgQiRxBMxzl9QwcxS5LTIjlnbUIbWLKdmIGPfoaFcU0+8i6zYMBNzbRZOIgEE3kGHaZYGICCEQgtQjUTF3rTG7Pfka9zqwfc75UJp7J45SFq6ZQH+ynTGod3tcOkaCbxVRRrQ4aahDZ6kXNFcvEs0XzVPc6xvu8lCuyZv8PjjQeD1DIZch2mkVdz7HXQjENl77WXLmNfArcARbNKghn8JJfUlFV/+rvGOvz8enKy/jOy/9EfbZ8dtuv2ipFnC6TBcTgMQBC2entaxAVMipJLmWy7f/F/w4CIwRjp4EmVs2GD8KMTnIbiVwHwPVieudIJiNPB1f7TuphdTxW1wdq2FvIC6lUpCo54tTj7cRJDWqO0NnqRqb8OgHx/GfV64YaUtGk6kcB7D0N4pqg1H4STHXFHBzd0cRk2IBNmxDrGO9T458zzEzbaBClfKbzOkz1HHmlCjM996COmNlhAsgnwR2qjnW80zpMBlN3ws99DSbv0A+g4DnvnSoGfeXctl+1yyIut8kP38BRAA7I+e0LBxZV2ZHZNZPKjhg4XHDDD+JcPYtNVJoTEA43c7EcY52W+tjI2C1U7B7utD3fhAaRpWxzUcHWvpYbHFPBE/HNvVpGmnQQr6RVFvWgPavmh06quYIq2KnnCKPW1kK9L8Qo+LlhHpmL5fChr51rbzmprw1K+VpvgxYZ6/OoiS44WlUfq5SLKj9CaxBL3bDtaib0JFvNVA2MbO2DyKfJSjeTfSZNRE4vRE5C9DQjoSYiZgpJcAW4spYl6HaYGvJrMOR347AJ5hK6Vta3P7RlTkShVMEpS3g8Jk+KLh9Z7xiHbfPbx7xnY+DtZ2ZVXbupARMF1cgNiGKGm32xnc0q2gcxu5Y1794wcLhg4kXcaTuzcyRTMUvJpp6RtjUIu1MHTzQSEM2V2zAWMH22bK1URieEp1TVgWKW0bAHIeBKTP8WuYTykwm72qdSe35m1zJ4haVB7B66QXo7TPT5iGeLFL2RzQLCUBWNxjhmlVFowJgWEHPGDRccVbV1SpsfhEoxS9nuJtxJFvVGIichepbJfh9S1mkyjdAmpiuxLBP93bnhbTbBaNjDfCwLY7eqjdPfarjvYjyLkxJer/ljKYQPc0QsbD8hZde0gMjgcdrMDWIYUZVt7vYvMLO2TY8QgFKeks3FcirPZBeui23iNk7aZlmIbQ4/XUcxQ0F4cNpF+325AUJjtZybOiJBz85FA7MxosvKHBQk3bn/Aao+KZ7+JM5/+kUmAjZ1f0JtnGM3q7ysuqTbK2tZFcEEloDYFcqFttVHY4KL2wdUHkS5Liphg4CImp2AVEdAr8RrJiZVTbSRmUkUs+Yn3Awdh8Qsh4JqlW5UaW1IPgnuILNr2arm0w3G+7xKYL7+d9SGuccb7je3lsQmJAGf+WOxR45zRMxxZW2LSbFcVP4R/yDTqxkm+33m5shErgcEt7mucGl5JwGRI11SjulJM7UYg6HjeCiQjl7acRx5HYbdUQkW74Dqsb2B8bCHlXRh+yq7f/EmXvQvql6at5Lq3P8AKtoP4P5fgMf/itd7T9ciD41in0YLgEKtC+XsWpZxn9Z+LSf1LlDKtRXFBDXTzrLoA2StZDKsS4ACZWKyCcyNta9DTYiGgBhVrw0EhK2c76y/biN0x7xbvvhjgGR6OwFRSCkTUxc1CFATwZVYVtmjHV7Vaa8BC6tqtRb0m2/f9Y6dJCwyRJc25odqVi8ozfP465hZyzJl9u/h8sHgUY7JS1yJZbefFEsFkoaAMMsPUo922tu361UCUMySxdm5KdY3CJm1TZsPDKpz2/IeLaRh4Wn60xeYtMdwFlPmaBCGgNDcZX+hZhLO6nEaLQDq2hTPxjJMGcWOLQGxC2jnXDsYqvh8Wd9A9Xb/BiamwYDb3Fj7Oib6PLUVSVWDWO+HkFLiquRweUyeDCNKQDijz3KX4wIz22oQKQoOP8lcqesaxGIiR1miEqcaOCwBFldVfZyg3/yHz65DTYuLW3Qc1LV5pH+Y2dUMBwa6MAGM3sxYVkVxbRtBVMoRL6rHvhsmJqMfiid9ZXsfVSlPuuzovGmSr7EGcXBQ3fuXV7a4Rxeeqb59qX8WoSsPd4yxaAPoO8jr1v4Gf/ysCk03xmkIiDoN4spalomApUHsHh1EMUUCblx2G9MFLeLrV+xVAaEu6sxapjsPnmadBqEfRqJn1u2znCrgpoDXZ7KAGDwO97wbgDf7nmR6q4cPIJ8kJdXv0E0NYqLfS6kilb05PKmqmzZgYU0l0Zke5gqqcCLgim9R9kQLiBRekvkSU90QEGM3489cIUxq6wxiKaGcZ61gw2kXXfGTERxDYmNUrFQjthoOpZQjVbZ3/lv4BpQWvyFs9KD+fy+vbGH2m3+i+vYWz6JyHpvhpLbZ4If+FH74o3DHTwHw4+LzymlvaBCGlqHvi0pFciWWZaxqYrJ8EL2nAw3CZhOM93k4l9ETbr2jumjU+VcX9dJymkOD3QtTG+/zksiVVKaqfxBGb4bT/7hun5nVNF5RwBfooHRxI2w2+N7fhkMv5xXysa19EFJCIUm8rH7vbmoQxmp8ejWzrYBYWtOrtTbNjNvSd5AydoLpLZLl9EpxIacCBrpi2hm5CYATYpb52BYahK5ovJpT91FXtFy7g4J/lAmxsq2PqpTPkqm4Oje3eVWJ/Y3NvPp8ToIeR2MTk5Twld8Bm4MofZywzymHsRkaBMBNPww3/hC89JdJ9t/Aj9gfYm5hQQkIYVfBJVC9L5aSeYplybBHa1yWgNgFOkiUAzgSCfDUqi7TUV+wr67GTq5YZi6e67qAgDozwtTdKv6/LrzzyrJaqQTNFhAGJ9/AZPESxdUtksOKWZAVVkpaQHRRgzg4oH7rS8tppbqnFhtGdS3F1Gqt1XLvTWF3EPdOEinMNLb/65XibFrZ/k0NcTXQjs8Jsbx1dJn+XZZzoqtarghPMs7KthpmMZ8lj7NzYal7sGw0MwkhODjoa2xiij4P2TXKgyd5oTzOweIFNT+Y4aRePwgKN74Vpyhz6h/eAF/9fWXFqJYFVwLC0LSG3Dr4xcqD2AXKnbUTPD4S4PRyGen0rS/5XdUg/NWb8dBQ92yIEzpZruqH6D+kVj/ZmqNucUW9D4dMvuENDtwDwMni86w1Sg7TE+JywYnLYWPI3x2HPSg7ut9l5/R8QmkQsMlRXSxXiKUMDcL8fAyAfPgIh8VC4xWrngguVwVEF+4Pfe4nPWtbh7pqARHNYn4ORB3OgQNM2Fa4tJV5BygXlIDoWFhWK6g28EMM+BtfD/38zt72K5yTE0RS2kTr6etsLA0IvOydfK58J/6sDnEtpmsCQM8dxrM86NKLC0uD2AU61CBODAcplCuUjM5yBlUNwsfFZXXBDw91X4OorhLDujdTXSx4dDWmhmS2k9pg5EbKdje32V5obOM1TCp5JxN93s47yW2DzSa4fizEc/UCYoOZaT6Wwyn16qwbGgQq1PWwWOBiNLn5Qx3vfjEBYa+TkKcLQkp32/u5yseQi8823qesBMRKvvsaxKhYYWY5teU+lWLOHA2iamLa3KflwKDKXC9vbByk/RWzRT/n5Hhtuxk+iA243R5+y/MfWXbq47zmv9Sc0MY4dJRT2KHvUctJvQu0WazP4PiIclBn7OH1JqZqmKu/Olke7KKJaTjowWET67OpYZ1fZEU7ZLt2ozlcFCI3c6vt/BYrZjUhXsk4u+p/MDg+EuB8NF3rkbH0/LrPZ9YyONEPX6elFLYgMH4dblFk+UqD8M5CCmxOLsbK3YlgMrjtxwG4cfWLjT/XGkRBOruTA2EQnsRFifjK5gQ2A1HOYXN4Oi8WaGgQjSKZBnwUy3KzyU33kJhNwtcrN9a2G1GBJjMxGOAXBv8PvHcVXvEfas+lXlzOrmUYCrhwVnK64nR3tNx22EcCojMN4thwACFgTYTX50EYJabdQS6tpBnwu7pSVsLAbhMcGPApmzuo4mCwLrJqNa7H1EkD9h1wTt7G9eIyMysNVonaxDSdtvVEQBwe8rOaLhBzDis/xOWvrft8ZrVOQHTp4fONqRDg/MKZzR/qrPLZtWx3/A8GP/CHLPuOMlW4QL7UwBeiBUQeZ3cFlQ7jlLGZLdt+2ssFc/J0vKqcfMNciIEtciH0yv1yEtZ8h1U9J9iUw2AWU/0+Lq8VVR9tUC0H7K6qiWl2LctEv0/XdLt6/A+wXwSElB37IHwuB1P9PmbL/ett3KklZbt0uLi4nObQYPfVw8ND/qo5a2M2dbkiSaZ0Cn8XVVXH2I34RZ7UYoPQTsMpm3F01UFtcGRIaXcXVjJw6GVw6WvrnPbTqxm8tu6amBi5gRJ2Bpe+ufmzfBKps8qnuhHBZCAE6YEbuMF2qVrzaR26B0MBB4eHAps/Nwtt9oxUolvWZHLIAh6vCZOhw6VMQ5nNnR6NZLlNjmo9MV+MV5QQ+el/hrt/rqaBmsxkvyrTvy4vxOmrNU1ayzLZ593UV+ZqYH8IiGq70c4mh5OjQc7k+pQGYcRdr5yrhq1dWs5wqIv+B4MjESUgKhWpu1h5qyamhUQOR8Uo+tU9DYLh6wEQ0ec3f1YX93+wFwIzon7zi9G06o2cWYHlWtLazFqW0YC+1bsR5grg7eds8MXck/7S5m5hhRQlh59CucJkN1fugG3iFkZEjIUrlzZ/qMNc7S4v/WbW6NqI9gWNi+WGUUSlUhk3BXw+k34L/1DDVsBjYS9Ou+Dy6gY/mX52z61JdX9O3QlveJ/qsdIFJgd8VOSGDncuPxQyVCqS2VhW+YQ29JW5GtgnAkKvYjqcHE6MBHguo2Ol47Oqxs7Fh+HYvWQLZRYS3Q1xNTg8FCBfqjAXz+rGQZGqBjG7msGHPt9u3mz9quWpK9Egc1k3bU9JL0cjXVypaqb6fdhtggvLKZi8U2189CPVz2dWM4wGDPW+exPj3IE3McwqqXPfWP9BPkHO5tdj7e4EED78IgAylxvUpNLPwWA4aHq/9HV4+qg4vIyKtYZBDPOrygTq95l0b/gj1Taf9dhtgql+3+ZwW237v5ioVBPquomhNa7T6pxeKKZZTuUplCp1AuLqcVDDfhEQZR2K2aGD8shQgJmydorFZ1TkkCzD0InqKqUXGoQRJVUzM41UNYiZtSwB9I3YSX/dnfAPUbR5COXnNtu700tUsLFGsKsRXQYuh40DAzqKLHISrnsTPP5X1ZX87FqGUb+eELtlYgKcx7+HihTkv/WRdaWcyadIS6XNddX2DwQP3gaAbfGpzR+WlAYR6etS+LOBEIjQGGNirWGy3NxKDIBQ0EQBkYo2/OhAo1yIYoaK3U1J2jjQgwWdETG2LrPc6YNChlntQJ+s+iAsDaL36PC+TieHQ0N+rsgh9UdsBuLaFxGeqDqND/fghjsSaSQg1ApqZjVDUBgCokuJcgBCkPFPcUgscGVtg707OU/SMUAk5MXvbq0HeLscHvJzIZpWGtWJ16uHbe0SmUKJ5VSBiM8wMXVPgzg8NcWXKrcyeOEzqjeFQSFFvKJ6A3TbJyO8fczbRgnpDnP1FPJqghru77KAAERwnClnvGGy3OKK0iDCQZPuT2//ujygeg4O+JhZzaxP6CxmKNuVwO6FCXQsrPqgr8tPcfmhmKlqWFMDXt110NIgeo+2vXauQfhZpJ8KuouVEW8fmlRhlnQ3Sc5gOOjG77KrCREgNKHGIyUzqxnGPFpj6qaAAAqjt3On7QzTy4n1HyQXWKK/6jzuBYeH/Fxa0X4Z3R+Bv/nR6m8U8WoNokthrqBWir9m+3/UH5e+WvsgF2ep4OLwoB+3w8Qe0Fuw4DvBWG5zuO2yziYfG+zr+hgIjTFmW2uYLDenM/1DIZPuT0+46vfayIFBP8l8aX1CZ0H1ogB6YmJy2FU036WVDRpEMcOl5Qw2oZMnixnLxLQraNW609Vjv99FwOcl4RyC7/wFPPk36oO+Kc4sJJno8xLsRhLUBoQQHI74uWBoEINHVax9OsoTszEOBiqq5kuX1VXXidcQEhnSl76zbrtMzDFbClc1nV5wJOInV6wwn8jp/gjAyjlOn1ZVOw/16evSRROTzSY4ND7MV92vhEVdLVRKyKxyOeflurHuCmyDYvgwI5VFcvnCuu0rcSXIx4e6aHo0CI7SX17h8kp6UzmWS4sqqc1hVhCFO6Qik+r7tGgaFu0rZsjixuu0m9+XewtOjYV45kq8tsGpNIZzSykm+31q4WA5qXcJQ4MwYXI4NRZireJTTrHzX1Ihri4/ZxaSnBztzQQAylF90chU1eF5+aUXuLicZsJXUtpDNx2RQOj61wDguvLtddtlcoErpXBP/A8GVb9MNK3U9Heo5vCZ6ScYCrjoc+lJqstJSKfGQnw9exBi0zD3hPINVYpczno4OdJ90w6AN3IYlyhz+dJ6LWJVC4jJSH/3BxEcxykLOPKxTaGu81FtDjJrMjRqKOUTmz462KgvRDFDWro4OGhy46ZtuHkqzOWVDHFDk9EmptPzCa4z5g3LSb1LGE5qE0Icb5oI83DhOvXHgXvgjf+DaDLPuWiKG8d7MwEAHI34mV3LksqXqn0als8/jpQwakuo0L8uIwLDpPAjY9O1jaU8tuwqi7Kfo8O9MzEdH1YP2RMzevIZvRkA+8oZjg0HTF0kbMcN4yH+uvAKyu4++PL/C3/8UgDmKwOcGOnN7zEwqfpTLM6cXbd9sYtNkzYRGgNgVKxxdrGWTBnLFMiktTnIrMmwWvxus4CYGvAhRJ2/DqCYIV5ycGKkdwu6Wyb7AHjqSkxtcPqQhQwXV9JcP6bnjWLaEhC7QtVJ3fnq8caJML9f/CHOveWz8NOfh5t/hMen1yhXJK882Z1U/UbcMtmHlCi1NTwFnj5sL/wzAP2lxVpdoi6T9IzgSs3WzAgJ1VVtgQFum+rryRgAIkE314+F+PZFXXLBE0KGJgilLyrhYeStOLqrwp8aD5HEx9mj74AXvlBN4Hqkch0neqRhDh84AUBibr0GsZYwKtr2wKwyqITUCTHD2YWaf+D5hSReYfReNktA6Ak2t1lAeJx2jkUCPDVbM++U82liRWdPNf4bJ5RZrzoOp49KIY2U1AmIPWpiEkK8XghxRghxTgjxngaf/yshxFP63zeEELeYcdymMXH1eNNEmAR+Hs3X0vKfmInhsAmu75GNGWo31ZmFpDIl3fVOxpYe4m73ZTyLjwO9UZ2LgUlGKlGiSf3Q6yxzEZ6gr5Nm9G1wy2SYp6/Eq8IqGz7KocoMp8ZDykfj9KmeFl3k+HAQp13wgP8t1ZITHz36ftKuoZ44RAGcA6qRVH75YnXbSipPJqPNLF0swVIlch04PNztvsyZxZqAeGImhhd9r5gVsVM1MTV2VL/oYD/fnV6rlv3IZVJkcXNDDzX+sNfJ4SE/T87E1AaXD1spC0humQqrsOhSbu9pEEIIO/BB4A3AKeBtQohTG3a7CLxSSnkz8FvAhzs9bkuYlAcByqYZ9Dh4us7h9MjFVW6aDONz9SakE2Ak5GYk5OYb53UG6Y0/CMDPB76i/h6/rSfjcI1ez1FxhUfOqoiuig79HZ442pPj13PLVB+xTLEaUTZjP8AxMcddh/pUhEgP6uy7HDaODwd5YiEPP/5pePWv84noFC86NIDD3iOF3eFWgRSxy8oECXzt3DJuUaRic3VdSAKq3tDozdzhusxjl2qF9L51YYVDxrxstgbRwMQEcPvBfmKZYjWoo5hTAuJFB3vgi6nj5skwT87G1ALG6UMgORi0MRb21hX93HsaxF3AOSnlBSllAfg4cF/9DlLKb0gpjUDlbwG9sX8YlMwzMQkhuGWyj2+dV5EY2UKZ70yvcdfhgY7/71bH8YYbx/jymSjJXJEV1wRlKbgn+xW1g24N2m2Gb7oXlyhz+tEHAVidV6vWI0dP9OT49bz8uPK7/MtplTT4eHYEn8hzxLmmKnj2aHV2x6F+vn1hlWzoCCsv+iWeX8pyd6/vj76DjMko//Kc+i0eOhsl5Cgjull+ZSMTt3OkdI7plRSXltOUyhW+fWGV64f0Qsqs62F0gmtgYgKqguA7l5WgkoUMbm+gJxGH9dx9eJDFRJ7z0RRSz0k/F9ZZ94ZwM7tpUYeYISAmgPp6C7N621b8DPC5rT4UQrxTCPGYEOKxaLRxdmTLmOygfO2pES4sp7n/yTne+w/PICW8/FjElP+7Fd508xiFUoXPPb3An3xzjityCGclr/Ii/IM9GYPt4IupYCd45WEePhvlhfPnSEgvtx3r7RoAVDbqdaNBPvClcywlc/z9tNIYxPJZVVHV1Rsn8etOjVIoV/iDB1/gL75xCYB7jvbmehj4R45wwL7Mv//EE8zHs3z2qXmO9jsQXcwD2cT4bTjLWY6KOT745XN84rFZssUyx/t0LohZJqYdNIgjQ34iQTcf+epFzi4mcZRzDPT1mXPsFjAWML9x/3M8WlY+mtcW1MKqKty60JOiE8wQEI2M3Q1r/AohXo0SEL+61X8mpfywlPIOKeUdkYhJk241iskcAfGW2yewCfjFjz3OJ78zy1DAxUuP9XYCALj9QD8nRgL81j89x4ceOs+qW8vl0Zt6NwhPiPKxe3mL/Wv87J9/m5WFGbKuoZ6GuNbzE/ccIpUv8RN/+ggvSP17RJ9XYck9iOwCeOmxQYYCLj700Hne/6VzHBny99RhD2DrP8CYWEXIMq/4vS9TLFe4ccTdG/+DwZhyNf7g2AqffXqeX/v00wTdDq4b1ALCNA3CcFLHG34shODdrz7GC0spXve/HsJLnmMTvQsoMZga8HHPkUG+dm6ZH3vQyydLr6C/uKhyZaoaRA9yVFrADAExC0zV/T0JzG3cSQhxM/AR4D4p5eb2T93EpFIbBiGPk/f90M14nDYCbgfvf9ttPYunrsdmE/zX778Bu13Q73Myeki7foaO93Qczpt/mBER42fsD/A6+3foH5na+Utd4q13TnHXoQEuRNP86CtuUQ1lls+qUiRGc6UuI4Tgf/zILfhddvwuO//9zTf2/v7oO4BdlnjVWAmB4F+/+CBBR7mrmeSbGDwGNidvPZjE7bAR9Dh43w/djD27ouqEmZWT4nCryKwtNAiAf3X3AW6d6mPQAw5RYbC/z5xjt8h/f8uNhL1OPA47h258MbbsisqVMarR+npritwJM7yqjwLHhRCHgSvAW4G31+8ghDgAfAr4cSnl2c3/RZfpQgz8j94xxY/esXsTocFLjw3xxHtfp/6YHYSZz8L1P9DbQRxUsf6/av9r9fdQd+rqN4PNJvjEu+6pbZg9oOpmpaNd6xjWiFedHObZ33x9z463Cd385k/vG4FD6vrw8XxvNQi7EyIn6U++wOPv/Z3a9jNd0OY8oS19EKDKXXzm51+qelf/HrsWLXQ0EuDJ/6qf14t+eP73VNb9IzpuJ9R70+x2dCwgpJQlIcS7gS8AduCjUspnhRDv0p9/CHgvMAj8kV5JlaSUd3R67KapRjH1Nuyy50y+CN4zvfN+ZhOegOA4JOfgph+Fl//73o9hK8JTMPuYihLx995PtGv0qVBXYtOAFhAddlVsi+FTcPnr67etXoQ+kxdX7tC2GkQVIx/maiiKN3KDer38TbjwZXXNeriIaQZT4jKllA8AD2zY9qG69z8L/KwZx2qLkrkmJosG/Oy/qMmnR3b+puk7AKfvV+97ZGK6KjASJTdkufdUgwCV5f/0J1SOgjuo7O3LL8DtP27ucTxhyMZ23q8aTnoVCAjfgAoo+eYH1N9v+T9dL4/TKvskk9q8UhsWWxCeuPqEA8DRV9fe685/+wKHG4JjELtc21bK916D0GVgWNaW5eyaKilhdv/n4Fg1i39bjGS6HkW07cjozUqz84Rrza6uIvaJgCgAotY03GL/cOze2oM3vDF/c4/Td3C9BmFkk/cS4zf/u59Wr3EdER822cTUd6Ba8n5brrZ8g8OvUK/9h1Ry4VXGPhEQeWVeusrUN4se8fZPwE/+IwT3kYkJ1KRZr0FkVnsfJaMrDbN2SYWhruryH2b7IPqmlADconFQFUODuFryDU7dpypCv+a9uz2ShuwTAVHsvWptcfXgG6it1PYTfQdU18NySa2ss2uq+1ovEQL+9afU+6c+AZ/8SfXe6NlhFoZGUi8QG1FNSOtd3bRtCU/Aey7D8Xt3eyQN2R8CopTveh8AC4urjr4Dqmd64oqK3inney8goFYX7IH/oF5f/etgdskPwym/kx/iKk1Iu1rZHwKiXLAimCz2H2OqJwbf/ABkdcG83RAQvgEYvqH298t/xfxjhHTW/HYC4vnPwsLTgLh6NIirnKvPK9INykVLQFjsP8Zvg4MvU0lY099U23ZDQAC888vwwheVFtONYBF/BGyOarn5TWTX4OM6fzc0YVkUmmSfaBB5S0BY7E9++E/V68LT6tW3S6HIDjdc/ya48Ye68//bbCpZcysNIl1X3cdIIrTYkX0iICwNwmKfEhyF99QVWzY7euhqIrSNgMjFau+/97/3ZDh7gX0iIAp7v8yGhcVWeELwvb+janRdZbV+TGU7AWFkWf/MF2HiRT0b0rXO/hAQJcvEZLHPueffwY/9VW+6ye0WoXHlg2iULGdoEJ6+Xo7ommcP3y11WCYmC4u9T/8hVbaikRZhJNB5+3o5omuefSIgrDBXC4s9z5Buc7vcoKNAVYOw8h9aYZ8ICMvEZGGx54lcp17nn9z8WTYGDq9VUaFF9omAKFpxzxYWe53gCPQfhrnHN3+Wi1nmpTbYJwKiYK0cLCz2AyM3wOKzm7dnY5aDug32h4AoWT4IC4t9QeQ6WD2vnvl6cnFLg2iD/SEgLCe1hcX+YPAoyEqt7wTAM5+CS1+1rAhtYAkICwuLvcPAUfVaH8n09T9QrxN39H481zj7SEBYTmoLiz3PiO5gV++HsLtUP/JXvWd3xnQNs38EhKVeWljsfdxBVbRv5XxtW2wajr3WWiS2wd4XEJUKVEqWicnCYr8wcEQ5qgGKOUgtQL9VwbUd9r6AKOtoBmv1YGGxPxg8UtMg4rPqte/A7o3nGsYUASGEeL0Q4owQ4pwQYpOhTyjerz9/SghxuxnHbYqqgLBMTBYW+4KBo5BZVrkPRo9qS0C0RccCQghhBz4IvAE4BbxNCHFqw25vAI7rf+8E/rjT4zZNVUBYJiYLi33B6I3qdeYRePLj6r0lINrCjJajdwHnpJQXAIQQHwfuA56r2+c+4C+llBL4lhCiTwgxJqWcN+H422OZmCws9hdTd6vXv/mR2jajZ7VFS5hhYpoA6rJSmNXbWt0HACHEO4UQjwkhHotGo52PzhAQVhSThcX+wB2El/5y7e93fBaE2LXhXMuYoUE0+uU3duxoZh+1UcoPAx8GuOOOOxru0xIly8RkYbHveO1/U+1Vp+6G0Zt2ezTXLGYIiFmgvtHtJLCxY0cz+3QHy8RkYbE/ufNnd3sE1zxmmJgeBY4LIQ4LIVzAW4H7N+xzP/ATOprpxUC8J/4HsKKYLCwsLNqkYw1CSlkSQrwb+AJgBz4qpXxWCPEu/fmHgAeANwLngAzwU50et2ksDcLCwsKiLcwwMSGlfAAlBOq3fajuvQR+3oxjtUwpr14tH4SFhYVFS+yfTGorisnCwsKiJfa+gLA0CAsLC4u22PsCoqwFhKVBWFhYWLTE3hcQVh6EhYWFRVvsfQFhaRAWFhYWbbH3BYShQTg8uzsOCwsLi2uMvS8gypaT2sLCwqId9r6AKFkmJgsLC4t22PsCwuoHYWFhYdEWe19AlPJKOFjlfi0sLCxaYu8LiHLBKtRnYWFh0QZ7X0Dkk+AO7PYoLCwsLK459oGASIA7tNujsLCwsLjm2PsCIpcAjyUgLCwsLFpl7wuI1CL4Bnd7FBYWFhbXHHtbQJQKED0DIzfs9kgsLCwsrjn2toBYuwiyDEMnd3skFhYWFtcce1tALL+gXoeO7e44LCwsLK5B9raAWNECYtASEBYWFhatsrcFxMyjEJoAT3i3R2JhYWFxzeHY7QF0hegZ+LM3QmYZXvKLuz0aCwsLi2uSvadBlEvwyXco4XDHz8D3/NfdHpGFhYXFNcne0yBKWZi4HV71n+DUD+z2aCwsLCyuWfaegHAH4b4P7vYoLCwsLK55OjIxCSEGhBBfFEK8oF/7G+wzJYT4shDitBDiWSHEL3VyTAsLCwuL3tCpD+I9wINSyuPAg/rvjZSAX5FSXg+8GPh5IcSpDo9rYWFhYdFlOhUQ9wF/od//BfDmjTtIKeellN/V75PAaWCiw+NaWFhYWHSZTgXEiJRyHpQgAIa321kIcQi4Dfj2Nvu8UwjxmBDisWg02uHwLCwsLCzaZUcntRDiX4DRBh/9eisHEkIEgL8HfllKmdhqPynlh4EPA9xxxx2ylWNYWFhYWJjHjgJCSnnvVp8JIRaFEGNSynkhxBiwtMV+TpRw+Gsp5afaHq2FhYWFRc/o1MR0P/CT+v1PAv+wcQchhAD+FDgtpfyfHR7PwsLCwqJHdCog3ge8VgjxAvBa/TdCiHEhxAN6n5cCPw68RgjxhP73xg6Pa2FhYWHRZYSUV6+ZXwgRBS63+fUhYNnE4VwNWOd0bWCd07XBXj0nv5QyYsZ/dlULiE4QQjwmpbxjt8dhJtY5XRtY53RtYJ3Tzuy9Yn0WFhYWFqZgCQgLCwsLi4bsZQHx4d0eQBewzunawDqnawPrnHZgz/ogLCwsLCw6Yy9rEBYWFhYWHWAJCAsLCwuLhuw5ASGEeL0Q4owQ4pwQolH58asWIcQlIcTTOpnwMb1ty54bQoj/pM/zjBDie3dv5DWEEB8VQiwJIZ6p29byOQghXqR/i3NCiPfrjPxdYYtz+g0hxJVGyZ/XyDk17NNyLV+rbc7pmr1WQgiPEOIRIcST+pz+m97em+skpdwz/wA7cB44AriAJ4FTuz2uFsZ/CRjasO33gPfo9+8Bfle/P6XPzw0c1udtvwrO4RXA7cAznZwD8AhwDyCAzwFvuMrO6TeA/9Bg32vlnMaA2/X7IHBWj/2avVbbnNM1e6308QP6vRNVCfvFvbpOe02DuAs4J6W8IKUsAB9H9ay4ltmq58Z9wMellHkp5UXgHOr8dxUp5cPA6obNLZ2DUIUfQ1LKb0p1Z/8lDXqN9IotzmkrrpVz2qpPyzV7rbY5p624Fs5JSilT+k+n/ifp0XXaawJiApip+3uWa6s5kQT+WQjxHSHEO/W2rXpuXEvn2uo5TOj3G7dfbbxbCPGUNkEZKv41d05ifZ+WPXGtxObeM9fstRJC2IUQT6CqZX9RStmz67TXBEQjm9q1FMf7Uinl7cAbUK1ZX7HNvtf6ucLW53AtnNsfA0eBW4F54Pf19mvqnESTfVq4hs6rwTld09dKSlmWUt4KTKK0gRu32d3Uc9prAmIWmKr7exKY26WxtIyUck6/LgGfRpmMFrV6iFjfc+NaOtdWz2FWv9+4/apBSrmoH9wK8CfUzHvXzDmJxn1arulr1eic9sK1ApBSxoCvAK+nR9dprwmIR4HjQojDQggX8FZUz4qrHiGEXwgRNN4DrwOeYeueG/cDbxVCuIUQh4HjKCfU1UhL56BV5qQQ4sU60uInaNBrZDcxHk7NW1DXCq6Rc9JjaNSn5Zq9Vlud07V8rYQQESFEn37vBe4FnqdX12k3PPPd/Ae8ERW9cB749d0eTwvjPoKKPngSeNYYOzAIPAi8oF8H6r7z6/o8z7CLETEbzuNjKDW+iFq1/Ew75wDcgXqQzwMfQGf9X0Xn9FfA08BT+qEcu8bO6WUoE8NTwBP63xuv5Wu1zTlds9cKuBl4XI/9GeC9entPrpNVasPCwsLCoiF7zcRkYWFhYWESloCwsLCwsGiIJSAsLCwsLBpiCQgLCwsLi4ZYAsLCwsLCoiGWgLCwsLCwaIglICwsLCwsGvL/BxDBtaWyNocCAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -373,30 +539,59 @@ } ], "source": [ - "for idx in range(1):\n", - " plt.plot(res['trial_data']['ref_time_raw'][idx]-res['trial_data']['ref_time_raw'][idx].min(),res['trial_data']['ref_raw'][idx])\n", - "for idx in range(1):\n", - " plt.plot(res['trial_data']['for_time_raw'][idx]-res['trial_data']['for_time_raw'][idx].min(),res['trial_data']['for_raw'][idx])\n" + "for idx in [idx]:\n", + " plt.plot(res['trial_data']['ref_interp_snipped'][idx])\n", + "for idx in [idx]:\n", + " plt.plot(res['trial_data']['for_interp_snipped'][idx])\n", + "\n", + "print(np.sum((res['trial_data']['ref_interp_snipped'][idx]-res['trial_data']['for_interp_snipped'][idx])**2))\n" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 190, "id": "9337f5e0", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1440,)\n", - "(2057,)\n" - ] + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 190, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print(res['trial_data']['ref_time_raw'][idx].shape)\n", - "print(res['trial_data']['for_time_raw'][idx].shape)" + "plt.plot(res['trial_data']['ref_time_raw'][idx],res['trial_data']['ref_raw'][idx])\n", + "plt.plot(res['trial_data']['for_time_raw'][idx],res['trial_data']['for_raw'][idx])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3dbcf31", + "metadata": {}, + "outputs": [], + "source": [ + "for idx in range(1):\n", + " plt.plot(res['trial_data']['ref_time_raw'][idx]-res['trial_data']['ref_time_raw'][idx].min(),res['trial_data']['ref_raw'][idx])\n", + "for idx in range(1):\n", + " plt.plot(res['trial_data']['for_time_raw'][idx]-res['trial_data']['for_time_raw'][idx].min(),res['trial_data']['for_raw'][idx])\n" ] }, { diff --git a/spft/__pycache__/spft.cpython-39.pyc b/spft/__pycache__/spft.cpython-39.pyc index 7830584d991d9783bac882b7df29ebb10856215f..fea29c3c3fdeafcd6243225cd7c144b6b2188970 100644 GIT binary patch delta 2568 zcmZ`)O>g5w7#=%L;yTWklQwpeer!KhDjfJ)&&qzb3wd>1mi&jok)TRz18LB=a z`}LoG_{a=CJW2B$;dK|Yj^`ns{?CXoLKTPjY0N5S9dp7VjAJVUGFI3M)f_TWd}E-7 zevuq?8eEE^nreaPXkTyb8 zhoAEP686dg`GjLD4xvWG&O~f8VrL_EE@I~+c0t&|ENL+ku<*kg^!EJRObC?9Bs#Yt zq7?F_U%uh5-tgCM_!a2~VL}`G@HaM48zhi>lMX)?1R2>o)lQ{m`FECxAtbl0E zA%R~Uq*#$@XqTL5pd|`JvxN<2{ZCZ1n_prUt)nT+nAb6{GJ}Fc|iO% zcx#APSVqi&jkIZIjr9q^xWdQB22Vvd%4Cx89mF%tVHPXFtA<{M+3;!ulT}#_((Ayp zcyi2{;N|)2tj^ZU#NWV5hi9`1GUefMe!|}bx4_o~9Durw5$oLiP%PLEGUcMW^8a(#I|B%Xd;NZ6C10D*lujh7O}lB zrpxbtS>yaz5o9S&qRX-*x-3Yd%Tgq|5D}1}dU1#zQ1E7NZ5z(*f?xr z*(hPg4rV9Y;t-0ZqqdmjIGkeHs5yp>Lo0?I5Q@!+q0dgUt8j_jIJ_poo%{2o5|R5b z_ir&|?Sg^#PjU3#_!(KROtPp{BC^K0e=CP9OEORpGx4{-<=QGC#ul!J=baa7d7uWy zz-zl_P3jKZhT*kNo9*tP<@FlI>A4r$)6B_vr*qzI4%(eoBh5*k`*|bH8Qd^A!ecX! 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z!F-lBHB+= 0) & (for_time_all-end+1000<=0) + for_trial_mask = (for_time_all-start >= 0) & (for_time_all-end<=0) for_time = for_time_all[for_trial_mask] for_vals = for_vals_all[for_trial_mask] # bring ref vals into the same time space by interpolating, for direct comparison # then compute lag and other metrics, also shift by lag and compute metrics again # times are in ms, and we use the median time per interval for the conversion of lag (in timestep units) to ms - ref_vals_interp = np.interp(for_time,ref_time,ref_vals) #linear (piece-wise) interpolation of presented target bar positions into the actual response, now we can subtract directly + # return for_time,ref_time,for_vals,ref_vals + common_time = np.linspace(ref_time.min(),ref_time.max(),ref_time.shape[0]*2) + ref_vals_interp = np.interp(common_time,ref_time,ref_vals) + for_vals_interp = np.interp(common_time,for_time,for_vals) # ref_vals_interp = interp1d(ref_time,ref_vals,kind='cubic')(for_time) #does not seem to make a difference here - trial_lag_xcorr = lag_calc(ref_vals_interp,for_vals) #in samples - time_per_interval = np.mean(np.diff(for_time)) #time, in ms - time_std_per_interval = np.std(np.diff(for_time)) #time, in ms + trial_lag_xcorr = lag_calc(ref_vals_interp,for_vals_interp) #in samples + time_per_interval = np.mean(np.diff(common_time)) #time, in ms + # time_std_per_interval = np.std(np.diff(common_time)) #time, in ms trial_lag_xcorr_ms = trial_lag_xcorr*time_per_interval - for_time = for_time - for_time[0] #zero time so that our plots start at 0 - trial_lag_ms = lag_calc_ms(for_time,ref_vals_interp,for_vals) #alternative way, not sure if this is correct in the end + common_time = common_time - common_time[0] #zero time so that our plots start at 0 + trial_lag_ms = lag_calc_ms(common_time,ref_vals_interp,for_vals_interp) #alternative way, not sure if this is correct in the end # print(trial_lag_ms) # raw RMSE and SSE - trial_rmse = np.sqrt(np.mean((ref_vals_interp-for_vals)**2)) #root mean squared error - trial_sse = ((ref_vals_interp-for_vals)**2).sum() - - + trial_rmse = np.sqrt(np.mean((ref_vals_interp-for_vals_interp)**2)) #root mean squared error + trial_sse = ((ref_vals_interp-for_vals_interp)**2).sum() + + # if (block_idx == 2) and (trial_idx == 4): + # return ref_vals_interp,for_vals_interp,trial_lag_xcorr,time_per_interval + # we now take the aligned vectors, snip the parts that we do not have data for, and compare to compute our lag-aligned version if trial_lag_xcorr >0: #we have a lag (i.e., the force comes after the reference) - snipped_for_vals = for_vals[trial_lag_xcorr:] - snipped_ref_vals = ref_vals_interp[0:trial_lag_xcorr*-1] - snipped_for_time = for_time[trial_lag_xcorr:] + snipped_for_vals = for_vals_interp[trial_lag_xcorr:] + snipped_ref_vals = ref_vals_interp[0:-trial_lag_xcorr] + # snipped_for_time = for_time[trial_lag_xcorr:] elif trial_lag_xcorr <0: #force preceded the reference - snipped_for_vals = for_vals[0:trial_lag_xcorr*-1] - snipped_ref_vals = ref_vals_interp[trial_lag_xcorr:] - snipped_for_time = for_time[0:trial_lag_xcorr*-1] + snipped_for_vals = for_vals_interp[0:trial_lag_xcorr] + snipped_ref_vals = ref_vals_interp[trial_lag_xcorr*-1:] + # snipped_for_time = for_time[0:trial_lag_xcorr*-1] elif trial_lag_xcorr == 0: - snipped_for_vals = for_vals + snipped_for_vals = for_vals_interp snipped_ref_vals = ref_vals_interp - snipped_for_time = for_time + # snipped_for_time = for_time # proportion of elements used to compute RMSE and SSE - trial_prop_good_els = snipped_for_vals.shape[0] / for_vals.shape[0] + # trial_prop_good_els = snipped_for_vals.shape[0] / ref_vals_interp.shape[0] # lag-algined RMSE and SSE lag_aligned_trial_rmse = np.sqrt(np.mean((snipped_ref_vals-snipped_for_vals)**2)) #root mean squared error #TOOD: have someone confirm algo lag_aligned_trial_sse = ((snipped_ref_vals-snipped_for_vals)**2).sum() @@ -208,6 +219,20 @@ def score_spft_data(data,device_idx=0,description = "e.g., right hand performanc # print(np.corrcoef(snipped_for_vals,snipped_ref_vals)[0,1]) # print(np.corrcoef(ref_vals_interp,np.interp(for_time+trial_lag_ms, for_time,for_vals))[0,1]) + if save_trial_data: + res['trial_data']['ref_interp'].append(ref_vals_interp) + res['trial_data']['for_interp'].append(for_vals_interp) + res['trial_data']['common_time'].append(common_time) + + res['trial_data']['ref_raw'].append(ref_vals) + res['trial_data']['for_raw'].append(for_vals) + res['trial_data']['ref_time_raw'].append(ref_time) + res['trial_data']['for_time_raw'].append(for_time) + + res['trial_data']['ref_interp_snipped'].append(snipped_ref_vals) + res['trial_data']['for_interp_snipped'].append(snipped_for_vals) + + #block-wise data res[f'block_{block_idx}'][trial_type]['lag_xcorr_ms'].append(trial_lag_xcorr_ms) res[f'block_{block_idx}'][trial_type]['lag_lstsq_ms'].append(trial_lag_ms)