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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 2 Creating the visualizations\n", | |
| "On this part, we are going to plot the organized data using seaborn." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### 2.1 Temperature plot\n", | |
| "Show the forecast for maximun, minimun and average temperature for the next 5 days on the same plots." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/home/gabriel/miniconda3/envs/papermill/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", | |
| "\n", | |
| "To register the converters:\n", | |
| "\t>>> from pandas.plotting import register_matplotlib_converters\n", | |
| "\t>>> register_matplotlib_converters()\n", | |
| " warnings.warn(msg, FutureWarning)\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x432 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Plotting the temperature for the next 5 days\n", | |
| "fig = plt.figure()\n", | |
| "sns_plot = sns.lineplot(data=df_temp, style=\"event\",markers=True, dashes=False)\n", | |
| "sns_plot.set_title(f'Temperature forecast for the next 5 days', fontsize=20)\n", | |
| "sns_plot.set_xlabel('Date', fontsize=14)\n", | |
| "sns_plot.set_ylabel('Temperature Celsius', fontsize=14)\n", | |
| "sns_plot.set_xticklabels(df_temp.index, rotation=20)\n", | |
| "sns_plot.grid(True)\n", | |
| "\n", | |
| "sns_plot.legend(labels=['Min. Temperature', 'Max Temperature', 'Average Temperature'])\n", | |
| "fig.set_size_inches(12, 6)\n", | |
| "\n", | |
| "temperature_plot = f\"{city.split(',')[0].replace(' ','_')}_temperature.png\"\n", | |
| "sns_plot.figure.savefig(temperature_plot, \n", | |
| " dpi=300, facecolor='w', \n", | |
| " orientation='portrait',\n", | |
| " bbox_inches='tight')\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### 2.2 Humidity, rain and clouds plot\n", | |
| "On this plot we are going to aggregate the data about pluviometry and humidity." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>rain_vol</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>2019-12-09</th>\n", | |
| " <td>0.00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2019-12-10</th>\n", | |
| " <td>7.20</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2019-12-11</th>\n", | |
| " <td>2.19</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2019-12-12</th>\n", | |
| " <td>15.56</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2019-12-13</th>\n", | |
| " <td>5.94</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2019-12-14</th>\n", | |
| " <td>1.25</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " rain_vol\n", | |
| "2019-12-09 0.00\n", | |
| "2019-12-10 7.20\n", | |
| "2019-12-11 2.19\n", | |
| "2019-12-12 15.56\n", | |
| "2019-12-13 5.94\n", | |
| "2019-12-14 1.25" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Create a Dataframe with total expected volume for rain on each day\n", | |
| "df_rain_per_day = df.resample('D', on='datetime').sum()[['rain_vol']]\n", | |
| "df_rain_per_day.index = df_rain_per_day.index.date" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x432 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig = plt.figure()\n", | |
| "# Lineplot for humidity and clouds\n", | |
| "ax1 = fig.add_subplot(211)\n", | |
| "ax1 = sns.lineplot(data=df_mean[['clouds', 'humidity']], markers=True, dashes=False)\n", | |
| "ax1.set_xticks([])\n", | |
| "ax1.set_title(f'Expected humidity and rain volume for the next 5 days', fontsize=20)\n", | |
| "ax1.set_ylabel('Percentage', fontsize=14)\n", | |
| "ax1.grid(True)\n", | |
| "\n", | |
| "# Barplot for total rain per day\n", | |
| "ax2 = fig.add_subplot(212)\n", | |
| "ax2 = sns.barplot(x=df_rain_per_day.index, y='rain_vol', \n", | |
| " data=df_rain_per_day,\n", | |
| " palette=\"Blues_d\")\n", | |
| "ax2.set_xticklabels(df_temp.index, rotation=30)\n", | |
| "ax2.set_ylabel('Total Rain Volume in mm', fontsize=14)\n", | |
| "ax2.set_xlabel('Date', fontsize=14)\n", | |
| "fig.set_size_inches(12, 6)\n", | |
| "\n", | |
| "rain_humidity_plot = f\"{city.split(',')[0].replace(' ','_')}_rain_humidity.png\"\n", | |
| "fig.savefig(rain_humidity_plot, \n", | |
| " dpi=300, facecolor='w', \n", | |
| " orientation='portrait',\n", | |
| " bbox_inches='tight')\n" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "papermill", | |
| "language": "python", | |
| "name": "papermill" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.7.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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