diff --git a/workflow/jupyter/food-intake/w01-popularity-recipes(claude).ipynb b/workflow/jupyter/food-intake/w01-popularity-recipes(claude).ipynb index 3c71ecb..2422416 100644 --- a/workflow/jupyter/food-intake/w01-popularity-recipes(claude).ipynb +++ b/workflow/jupyter/food-intake/w01-popularity-recipes(claude).ipynb @@ -9,6 +9,24 @@ "*Assisted by Claude.ai*" ] }, + { + "cell_type": "markdown", + "id": "d6e71f97", + "metadata": {}, + "source": [ + "*First interaction:*\n", + "\n", + "How can a write a Python + Pandas program over Jupyter to do the following:\n", + "1. read a CVS file named commodity-profile.csv\n", + "2. Draw a scatter plot of the columns: popularity vs recipes\n", + "\n", + "*Second interaction:*\n", + "\n", + "How do I change the color of the bullets according to the value of popularity?\n", + "\n", + "*Result:*" + ] + }, { "cell_type": "code", "execution_count": 18, diff --git a/workflow/jupyter/food-intake/w10-intake-potato-chips(claude).ipynb b/workflow/jupyter/food-intake/w10-intake-potato-chips(claude).ipynb new file mode 100644 index 0000000..d8b14c5 --- /dev/null +++ b/workflow/jupyter/food-intake/w10-intake-potato-chips(claude).ipynb @@ -0,0 +1,88 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a8f4b756-4be2-41f7-8b10-de2cb06a705b", + "metadata": {}, + "source": [ + "# Plotting Correlation between Potato Chips Intake and Age\n", + "*Assisted by Copilot*" + ] + }, + { + "cell_type": "markdown", + "id": "e5c9b0d5-715d-4cb2-9ac4-75cf32b1bf99", + "metadata": {}, + "source": [ + "*Interaction:*\n", + "\n", + "How can a write a Python + Pandas program over Jupyter to do the following:\n", + "1. read a CVS file named intake-person-demo(potato-chips).csv\n", + "2. draw a scatter plot of the columns: age vs. intake_bw, with the color of the bullets according to the value of intake_bw\n", + "\n", + "*Result:*" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "68cbf9ff-0180-41fa-9574-15caa5cf31b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 1. Read the CSV file\n", + "df = pd.read_csv('../../../data/food-intake/grouped/intake-person-demo(potato-chips).csv')\n", + "\n", + "# 2. Create a scatter plot\n", + "plt.figure(figsize=(10, 6))\n", + "scatter = plt.scatter(df['age'], df['intake_bw'], c=df['intake_bw'], cmap='viridis')\n", + "\n", + "# Add labels and title\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Intake (body weight)')\n", + "plt.title('Age vs. Intake (body weight)')\n", + "\n", + "# Add a color bar\n", + "plt.colorbar(scatter, label='Intake (body weight)')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/workflow/jupyter/food-intake/w10-intake-potato-chips(copilot).ipynb b/workflow/jupyter/food-intake/w10-intake-potato-chips(copilot).ipynb new file mode 100644 index 0000000..ea20c6a --- /dev/null +++ b/workflow/jupyter/food-intake/w10-intake-potato-chips(copilot).ipynb @@ -0,0 +1,101 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "413ec0a6", + "metadata": {}, + "source": [ + "# Plotting Correlation between Potato Chips Intake and Age\n", + "*Assisted by Copilot*" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5946fc45-0a5d-496e-b13c-a360604f5abf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " fcid_code age gender ethnicity height bodyweight intake_bw\n", + "0 103296000 0 2 4 70.4 9.4 0.315893\n", + "1 103296000 0 1 1 68.9 10.1 0.460173\n", + "2 103296000 0 2 5 78.4 11.1 0.258317\n", + "3 103296000 0 1 4 69.8 8.4 0.414977\n", + "4 103296000 0 1 1 79.3 13.0 0.496554\n" + ] + } + ], + "source": [ + "# Read a CSV file in the relative path ../../../data/food-intake/grouped/intake-person-demo(potato-chips).csv\n", + "# and print the first five rows of the file\n", + "\n", + "import pandas as pd\n", + "\n", + "# Read the CSV file\n", + "df = pd.read_csv('../../../data/food-intake/grouped/intake-person-demo(potato-chips).csv')\n", + "\n", + "# Print the first five rows of the file\n", + "print(df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "034c2061", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Draw a scatter plot of this file with age vs. intake_bw\n", + "# changing the bullet color of intake_bw according to its value\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Create a scatter plot\n", + "plt.scatter(df['age'], df['intake_bw'], c=df['intake_bw'], cmap='viridis')\n", + "\n", + "# Add labels to the plot\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Intake BW')\n", + "plt.title('Age vs. Intake BW')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + } + ], + "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": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}