diff --git a/examples/Activation and Monitoring.ipynb b/examples/Activation and Monitoring.ipynb index 37d64d1..6578a31 100644 --- a/examples/Activation and Monitoring.ipynb +++ b/examples/Activation and Monitoring.ipynb @@ -27,7 +27,19 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " import cst_python\n", + "except:\n", + " !python3 -m pip install cst_python" + ] + }, + { + "cell_type": "code", + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -97,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -170,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -188,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -200,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -224,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -270,7 +282,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -293,12 +305,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -347,12 +359,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/examples/Implementing a Architecture.ipynb b/examples/Implementing a Architecture.ipynb index 6767f18..d02fe10 100644 --- a/examples/Implementing a Architecture.ipynb +++ b/examples/Implementing a Architecture.ipynb @@ -95,6 +95,18 @@ "For that, we start importing the necessary modules:" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " import cst_python\n", + "except:\n", + " !python3 -m pip install cst_python" + ] + }, { "cell_type": "code", "execution_count": 19, diff --git a/examples/Introduction to CST-Python.ipynb b/examples/Introduction to CST-Python.ipynb index b52cad5..573655e 100644 --- a/examples/Introduction to CST-Python.ipynb +++ b/examples/Introduction to CST-Python.ipynb @@ -18,6 +18,18 @@ "Lets start by importing the CST-Python and other required modules:" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " import cst_python\n", + "except:\n", + " !python3 -m pip install cst_python" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/examples/Publisher-Subscriber.ipynb b/examples/Publisher-Subscriber.ipynb index d820837..b91e83a 100644 --- a/examples/Publisher-Subscriber.ipynb +++ b/examples/Publisher-Subscriber.ipynb @@ -25,6 +25,18 @@ "Lets start by importing the necessary modules:" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " import cst_python\n", + "except:\n", + " !python3 -m pip install cst_python" + ] + }, { "cell_type": "code", "execution_count": 1,