diff --git a/src/explore.ipynb b/src/explore.ipynb index a1e8c2756f74aa28ebd1ec6364de441f83d269fc..c9bd846ff76f2d05fb69dabb6b02a7d6c551596a 100644 --- a/src/explore.ipynb +++ b/src/explore.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -13366,7 +13366,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 45, "metadata": { "scrolled": true }, @@ -13836,7 +13836,7 @@ "[565 rows x 3 columns]" ] }, - "execution_count": 56, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -13852,7 +13852,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -13861,13 +13861,13 @@ "Text(0, 0.5, 'Score')" ] }, - "execution_count": 58, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -13895,6 +13895,9 @@ " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"createaccount\"]['Freq'],\n", " color=palette(2),\n", " label='createaccount')\n", + "'''\n", + "Remove actions that trip filters rarely because they are not significantly contributing to peak numbers\n", + "\n", "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"autocreateaccount\"]['LogMonth'],\n", " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"autocreateaccount\"]['Freq'],\n", " color=palette(3),\n", @@ -13910,7 +13913,8 @@ "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"upload\"]['LogMonth'],\n", " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"upload\"]['Freq'],\n", " color=palette(6),\n", - " label='upload') \n", + " label='upload') \n", + "'''\n", " \n", "# Add legend\n", "plt.legend(loc=2, ncol=2)\n",