diff --git a/python/docs/source/tutorial/more_calculations.ipynb b/python/docs/source/tutorial/more_calculations.ipynb index 415b77d2..190f13ae 100644 --- a/python/docs/source/tutorial/more_calculations.ipynb +++ b/python/docs/source/tutorial/more_calculations.ipynb @@ -494,19 +494,10 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " WARN: possible bad root solving: Infinity 7.5194007542814499E-088\n", - " WARN: possible bad root solving: Infinity 7.5194007542814499E-088\n" - ] - } - ], + "outputs": [], "source": [ "env = model.phase_envelope_pt(\n", - " z=[0.5, 0.5], kind=\"bubble\", max_points=600, t0=150.0, p0=4.0\n", + " z=[0.5, 0.5], kind=\"bubble\", max_points=600, t0=200.0, p0=1.0\n", ")" ] }, @@ -576,7 +567,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -725,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -776,7 +767,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -795,7 +786,7 @@ "36.295000810814706" ] }, - "execution_count": 26, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -830,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -878,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -930,7 +921,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -995,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1008,7 +999,7 @@ " [0.19999997, 0.2 , 0.60000003]])}" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1034,7 +1025,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1044,7 +1035,7 @@ " [0.6546546546546547, 0.13613613613613612, 0.2092092092092092])" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }