From 3fbf79666c4322a5cc275f2261f261d3970c53f9 Mon Sep 17 00:00:00 2001 From: Eric Denovellis Date: Wed, 7 Feb 2018 13:05:24 -0500 Subject: [PATCH] Fix place field --- ...imulate_Ripple_Decoding_Data_Sorted_Spikes.ipynb | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/examples/Simulate_Ripple_Decoding_Data_Sorted_Spikes.ipynb b/examples/Simulate_Ripple_Decoding_Data_Sorted_Spikes.ipynb index 9b6c792..7422fa4 100644 --- a/examples/Simulate_Ripple_Decoding_Data_Sorted_Spikes.ipynb +++ b/examples/Simulate_Ripple_Decoding_Data_Sorted_Spikes.ipynb @@ -1451,20 +1451,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Tj1tHoAS69fgh1hFa4FAhKpUPxQGLAcri3FChFde1TgAMusY6QaT63tHXOkJJ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\nQmCC\n", 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Y2r6q+mCR8++DNSTwRVi/23UBfAIr6T4Vm9bYqNFzoaq/quoxsArqn4L1PTayrzET1t/P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psOIiJLANzu/rsRgDYAegI4B8B5IvISgP6qOi/vdQdGFyIRUToxsSAiSjhVnWo6hggtVtUh+RtF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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": { "image/png": { "height": 277, - "width": 385 + "width": 395 } }, "output_type": "display_data" @@ -1477,9 +1477,8 @@ "place_field_means = np.arange(0, 200, 25)\n", "\n", "place_fields = np.stack([create_place_field(\n", - " place_field_mean, linear_distance, SAMPLING_FREQUENCY, is_condition=None,\n", - " place_field_std_deviation=12.5, max_firing_rate=10,\n", - " baseline_firing_rate=2) for place_field_mean in place_field_means])\n", + " place_field_mean, linear_distance, SAMPLING_FREQUENCY, is_condition=None)\n", + " for place_field_mean in place_field_means])\n", "plt.plot(linear_distance, place_fields.T)\n", "plt.xlabel('Linear Distance')\n", "plt.ylabel('Firing Rate (Hz)')\n",