diff --git a/tutorials/explainers/LIME/lime_timeseries_weather.ipynb b/tutorials/explainers/LIME/lime_timeseries_weather.ipynb index aa52bbe3..20e52403 100644 --- a/tutorials/explainers/LIME/lime_timeseries_weather.ipynb +++ b/tutorials/explainers/LIME/lime_timeseries_weather.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -71,12 +71,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -146,14 +146,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Explaining: 100%|████████████████████████████████████████████████████████| 10000/10000 [00:00<00:00, 34484.38it/s]\n" + "Explaining: 100%|██████████████████████████████████████████████████████████████| 10000/10000 [00:00<00:00, 36462.57it/s]\n" ] } ], @@ -169,17 +169,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now we can visualize the relevance scores on top of the displayed timeseries using the visualization tool in dianna.
" + "Now we can visualize the relevance scores on top of the displayed timeseries using the visualization tool in dianna.
\n", + "The days contributing positively towards the classificaiton decsision ('summer') are indicated in red and those who contribute negatively - in blue." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -204,7 +205,7 @@ " 'stop': i + 0.5,\n", " 'weight': heatmap_channel[i]})\n", "fig, _ = visualization.plot_timeseries(range(len(heatmap_channel)), data_extreme,\n", - " segments, x_label=\"Time index\", y_label=\"Temperature\")" + " segments, x_label=\"Time index\", y_label=\"Temperature\", cmap='bwr')" ] }, { @@ -228,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -537,7 +538,7 @@ "[8 rows x 165 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -562,7 +563,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -638,7 +639,7 @@ "max 35.700000" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -652,7 +653,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -693,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -702,7 +703,7 @@ "(60, 28, 1)" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -737,7 +738,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -763,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -798,7 +799,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -830,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -840,14 +841,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "Explaining: 100%|████████████████████████████████████████████████████████████| 2000/2000 [00:09<00:00, 210.13it/s]\n" + "Explaining: 100%|██████████████████████████████████████████████████████████████████| 2000/2000 [00:06<00:00, 322.70it/s]\n" ] } ], @@ -866,12 +867,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -890,7 +891,7 @@ " 'stop': i + 0.5,\n", " 'weight': heatmap_channel[i]})\n", "fig, _ = visualization.plot_timeseries(range(len(heatmap_channel)), data_instance[0],\n", - " segments, x_label=\"Time index\", y_label=\"Temperature\")" + " segments, x_label=\"Time index\", y_label=\"Temperature\",cmap='bwr')" ] }, { @@ -929,7 +930,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.10.12" } }, "nbformat": 4,