From 761ca774e81605dbbb5cdba7b477c3c2a4aae8be Mon Sep 17 00:00:00 2001 From: Supermjork Date: Thu, 23 Mar 2023 21:32:37 +0200 Subject: [PATCH] Laid out how the notes folder looks --- jupyter-notes/Numpy Be Nummin.ipynb | 30 +++++ jupyter-notes/Panda Bamboo.ipynb | 30 +++++ jupyter-notes/Scipy Skiens.ipynb | 31 +++++ jupyter-notes/Seaborn Pogs.ipynb | 182 ++++++++++++++++++++++++++++ 4 files changed, 273 insertions(+) create mode 100644 jupyter-notes/Numpy Be Nummin.ipynb create mode 100644 jupyter-notes/Panda Bamboo.ipynb create mode 100644 jupyter-notes/Scipy Skiens.ipynb create mode 100644 jupyter-notes/Seaborn Pogs.ipynb diff --git a/jupyter-notes/Numpy Be Nummin.ipynb b/jupyter-notes/Numpy Be Nummin.ipynb new file mode 100644 index 0000000..7b6d0d7 --- /dev/null +++ b/jupyter-notes/Numpy Be Nummin.ipynb @@ -0,0 +1,30 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Numpy Crash Course\n", + "Documenting the usage of Numpy within the project.\n", + "\n", + "Docs:\n", + "- https://numpy.org/doc/1.24/user/absolute_beginners.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.10.2" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/jupyter-notes/Panda Bamboo.ipynb b/jupyter-notes/Panda Bamboo.ipynb new file mode 100644 index 0000000..941cd30 --- /dev/null +++ b/jupyter-notes/Panda Bamboo.ipynb @@ -0,0 +1,30 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pandas Crash Course\n", + "As usual, documenting what is being used from pandas here ig\n", + "\n", + "Docs:\n", + "- https://pandas.pydata.org/docs/getting_started/index.html#getting-started" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.10.2" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/jupyter-notes/Scipy Skiens.ipynb b/jupyter-notes/Scipy Skiens.ipynb new file mode 100644 index 0000000..ec6a51d --- /dev/null +++ b/jupyter-notes/Scipy Skiens.ipynb @@ -0,0 +1,31 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SciPy Crash course Notebook\n", + "\n", + "Hopefully I'll be documenting what is used in Scipy here\n", + "\n", + "Checkout the docs btw:\n", + "- https://docs.scipy.org/doc/scipy/getting_started.html#getting-started-ref" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "version": "3.10.2" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/jupyter-notes/Seaborn Pogs.ipynb b/jupyter-notes/Seaborn Pogs.ipynb new file mode 100644 index 0000000..9641d0f --- /dev/null +++ b/jupyter-notes/Seaborn Pogs.ipynb @@ -0,0 +1,182 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2d236e81", + "metadata": {}, + "source": [ + "# Seaborn Crash Course\n", + "Going to be somewhat documenting the process of learning and using Seaborn within the Data Mining project.\n", + "\n", + "Even better of an idea is to check out the docs here:\n", + "- https://seaborn.pydata.org/tutorial.html\n", + "\n", + "***This is where the fun begins***\n", + "\n", + "Usually how it goes is:\n", + "1. Importing Seaborn\n", + "2. Loading a dataset into a variable\n", + "3. Plotting whatever you'd like (Need to explicitly mention the variables to avoid misinterpretation, like R :D)\n", + "\n", + "Below is a simple *Scatter plot* with histograms and splines." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "94ecb2cf", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "\n", + "# Loading a dataset that comes with Seaborn\n", + "tips_dat = sns.load_dataset(\"tips\")\n", + "\n", + "tip_plot = sns.JointGrid(x = \"total_bill\", y = \"tip\", data = tips_dat);\n", + "tip_plot.plot_joint(sns.histplot)\n", + "tip_plot.plot_marginals(sns.kdeplot)\n", + "\n", + "sns.relplot(\n", + " data=tips_dat,\n", + " x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d58e10cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flights_dat = sns.load_dataset(\"flights\")\n", + "\n", + "sns.relplot(data=flights_dat, x=\"year\", y=\"passengers\", hue=\"month\", kind=\"line\")\n", + "sns.relplot(data=flights_dat, x=\"month\", y=\"passengers\", hue=\"year\", kind=\"line\")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "47f6eb51", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "anscombe_dat = sns.load_dataset(\"anscombe\")\n", + "\n", + "sns.lmplot(\n", + " data = anscombe_dat, x = \"x\", y = \"y\", col = \"dataset\", hue = \"dataset\",\n", + " col_wrap = 2, palette = \"muted\", ci = None,\n", + " height = 4, scatter_kws = {\"s\": 50, \"alpha\": 1}\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}