From b5a2d1b69c725675fcae54e3d50e5d48cd8f1376 Mon Sep 17 00:00:00 2001 From: vignesh1987 Date: Tue, 24 Aug 2021 16:30:08 +0200 Subject: [PATCH] Corrected the scale for the comaprison graphs --- Teaching_CLEWs_Graphs_final.ipynb | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/Teaching_CLEWs_Graphs_final.ipynb b/Teaching_CLEWs_Graphs_final.ipynb index 6ea1cda..e85a231 100644 --- a/Teaching_CLEWs_Graphs_final.ipynb +++ b/Teaching_CLEWs_Graphs_final.ipynb @@ -1269,12 +1269,12 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 104, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1372,10 +1372,12 @@ "CLM_REF_elec_gen.plot(x='YEAR',kind='bar',stacked=True, ax=ax4,legend=False,color=[color_dict[x] for x in CLM_REF_elec_gen.columns if x != 'YEAR']); ax4.set_title('CLM-REF')\n", "COM_REF_elec_gen.plot(x='YEAR',kind='bar',stacked=True, ax=ax5,legend=False,color=[color_dict[x] for x in COM_REF_elec_gen.columns if x != 'YEAR']); ax5.set_title('COM-REF')\n", "ax1.set_xticks(range(0,40,10))\n", + "ax1.set_yticks(np.arange(-10,65,10))\n", "#ax1.set_ylim(0,500)\n", "ax2.set_xticks(range(0,40,10))\n", "#ax2.set_ylim(0,500)\n", "ax3.set_xticks(range(0,40,10))\n", + "ax3.set_yticks(np.arange(-1.6,2.5,0.5))\n", "#ax3.set_ylim(0,500)\n", "ax4.set_xticks(range(0,40,10))\n", "#ax4.set_ylim(0,500)\n", @@ -1391,12 +1393,12 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 100, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1493,8 +1495,10 @@ "ax2.set_xticks(range(0,40,10))\n", "#ax2.set_ylim(0,500)\n", "ax3.set_xticks(range(0,40,10))\n", + "ax3.set_yticks(np.arange(-60,5,10))\n", "#ax3.set_ylim(0,500)\n", "ax4.set_xticks(range(0,40,10))\n", + "ax4.set_yticks(np.arange(-10,2,2))\n", "#ax4.set_ylim(0,500)\n", "ax5.set_xticks(range(0,40,10))\n", "#ax5.set_ylim(0,500)\n", @@ -1508,12 +1512,12 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1612,6 +1616,7 @@ "ax2.set_xticks(range(0,40,10))\n", "#ax2.set_ylim(0,500)\n", "ax3.set_xticks(range(0,40,10))\n", + "ax3.set_yticks(np.arange(-0.05,0.40,0.05))\n", "#ax3.set_ylim(0,500)\n", "ax4.set_xticks(range(0,40,10))\n", "ax4.set_yticks(np.arange(0,1.8,0.2))\n",