From 0548eb33ef11380a1e240a5b04899f21ef366711 Mon Sep 17 00:00:00 2001 From: Michael Zargham Date: Wed, 1 Jan 2020 21:06:33 -0800 Subject: [PATCH] exp! --- abc_sim-simpler.ipynb | 70 +++++++++++++++++++++++++++++++++++-------- 1 file changed, 58 insertions(+), 12 deletions(-) diff --git a/abc_sim-simpler.ipynb b/abc_sim-simpler.ipynb index c55913d..f18b82c 100644 --- a/abc_sim-simpler.ipynb +++ b/abc_sim-simpler.ipynb @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -570,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -1121,7 +1121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1131,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1163,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1195,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "scrolled": false }, @@ -1738,7 +1738,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1778,7 +1778,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1810,18 +1810,64 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sns.jointplot(x='price', y='spot_price',kind='kde',data=df[df.rule==\"step\"])" ]