From 1c5b82ee69d24cd2040375ab2755bf5975359111 Mon Sep 17 00:00:00 2001 From: Lyudmila Vaseva <vaseva@mi.fu-berlin.de> Date: Mon, 15 Jul 2019 16:12:04 +0200 Subject: [PATCH] Make diagrams' labels bigger --- src/explore.ipynb | 63 ++++++++++++++++++++++++----------------------- 1 file changed, 32 insertions(+), 31 deletions(-) diff --git a/src/explore.ipynb b/src/explore.ipynb index 7a857e5..15a8cfb 100644 --- a/src/explore.ipynb +++ b/src/explore.ipynb @@ -601,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -617,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -674,19 +674,17 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 960x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -698,16 +696,19 @@ "active_labels = [x[0] for x in active_actions]\n", "active_values = [x[1] for x in active_actions]\n", "\n", - "plt.xlabel('actions')\n", - "plt.xticks(rotation='60')\n", - "plt.ylabel('Num filters')\n", + "plt.figure(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n", + "\n", + "plt.xlabel('actions', fontsize=16)\n", + "plt.xticks(rotation='60', fontsize=16)\n", + "plt.ylabel('Num filters', fontsize=16)\n", + "plt.yticks(fontsize=16)\n", "plt.bar(active_labels, active_values)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -727,19 +728,17 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 960x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -747,16 +746,18 @@ "ah_actions_labels = [x[0] for x in active_hidden_actions]\n", "ah_actions_values = [x[1] for x in active_hidden_actions]\n", "\n", - "plt.xlabel('actions')\n", - "plt.xticks(rotation='60')\n", - "plt.ylabel('Num filters')\n", + "plt.figure(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n", + "plt.xlabel('actions', fontsize=16)\n", + "plt.xticks(rotation='60',fontsize=16)\n", + "plt.ylabel('Num filters',fontsize=16)\n", + "plt.yticks(fontsize=16)\n", "plt.bar(ah_actions_labels, ah_actions_values)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -776,19 +777,17 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 432x288 with 1 Axes>" + "<Figure size 960x480 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -796,9 +795,11 @@ "ap_actions_labels = [x[0] for x in active_public_actions]\n", "ap_actions_values = [x[1] for x in active_public_actions]\n", "\n", - "plt.xlabel('actions')\n", - "plt.xticks(rotation='60')\n", - "plt.ylabel('Num filters')\n", + "plt.figure(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n", + "plt.xlabel('actions', fontsize=16)\n", + "plt.xticks(rotation='60', fontsize=16)\n", + "plt.yticks(fontsize=16)\n", + "plt.ylabel('Num filters', fontsize=16)\n", "plt.bar(ap_actions_labels, ap_actions_values)\n", "plt.show()" ] -- GitLab