From 9304df830d295c9a75f98ec1048abd5b56836972 Mon Sep 17 00:00:00 2001 From: lukashoermann200 Date: Mon, 28 Oct 2024 16:41:59 +0000 Subject: [PATCH] Update to tutorials --- tutorials/tutorial_geometry.ipynb | 50 +++++++++++++------------------ 1 file changed, 21 insertions(+), 29 deletions(-) diff --git a/tutorials/tutorial_geometry.ipynb b/tutorials/tutorial_geometry.ipynb index 53d1c69..c506820 100644 --- a/tutorials/tutorial_geometry.ipynb +++ b/tutorials/tutorial_geometry.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -98,7 +98,7 @@ "True" ] }, - "execution_count": 48, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -116,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 69, "metadata": {}, "outputs": [ { @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -208,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -266,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -327,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -357,17 +357,9 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 77, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/lukas/Source/dfttools/dfttools/geometry.py:2452: UserWarning: Geometry.getIndicesOfAdsorbates: Substrate is not explicitly defined. Using fallback solution of counting all metal atoms as substrate.\n", - " warnings.warn(\n" - ] - }, { "data": { "image/png": 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", @@ -395,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -404,7 +396,7 @@ "array([ 4.91550000e-05, -2.41797632e-04, 7.15230314e+00])" ] }, - "execution_count": 59, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -422,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -450,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -495,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 82, "metadata": {}, "outputs": [ {