{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# More advanced plotting with pandas/Matplotlib\n",
"\n",
"```{attention}\n",
"Finnish university students are encouraged to use the CSC Notebooks platform. \n",
"\n",
"```\n",
"\n",
"```{note}\n",
"We do not recommended using Binder for this lesson.\n",
"```\n",
"\n",
"At this point you should know the basics of making plots with pandas and the Matplotlib module. Now we will expand on our basic plotting skills to learn how to create more advanced plots. In this part, we will show how to visualize data using pandas/Matplotlib and create plots like the example below.\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Input data\n",
"\n",
"In this part of the lesson we'll continue working with the same weather observation data from the Helsinki-Vantaa airport used in the first part of the lesson (downloaded from the [NOAA online databases](https://www.ncei.noaa.gov/cdo-web/)).\n",
"\n",
"If you are working with Jupyter Lab installed on your own computer, Lesson 6 covered [how to download the weather data](https://geo-python-site.readthedocs.io/en/latest/notebooks/L6/advanced-data-processing-with-pandas.html#downloading-the-data). **Those using the CSC Notebooks do not need to download the data**."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting started\n",
"\n",
"Let's start again by importing the libraries we'll need."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading the data\n",
"\n",
"Now we'll load the data just as we did in the first part of the lesson:\n",
"\n",
"- Set whitespace as the delimiter\n",
"- Specify the no data values\n",
"- Specify a subset of columns\n",
"- Parse the `'YR--MODAHRMN'` column as a datetime index\n",
"\n",
"Reading in the data might take a few moments."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Define absolute path to the file\n",
"fp = r\"/home/jovyan/shared/data/L6/029740.txt\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# IGNORE THIS CELL\n",
"# It is only needed to generate the course website\n",
"fp = r\"data/029740.txt\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_csv(\n",
" fp,\n",
" delim_whitespace=True,\n",
" na_values=[\"*\", \"**\", \"***\", \"****\", \"*****\", \"******\"],\n",
" usecols=[\"YR--MODAHRMN\", \"TEMP\", \"MAX\", \"MIN\"],\n",
" parse_dates=[\"YR--MODAHRMN\"],\n",
" index_col=\"YR--MODAHRMN\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of rows: 931767\n"
]
}
],
"source": [
"print(f\"Number of rows: {len(data)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, we are dealing with a relatively large data set.\n",
"\n",
"Let's have a closer look at the time first rows of data."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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" \n",
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TEMP
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MAX
\n",
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MIN
\n",
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\n",
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YR--MODAHRMN
\n",
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\n",
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\n",
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1952-01-01 00:00:00
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36.0
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37.0
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36.0
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1952-01-02 00:00:00
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36.0
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],
"text/plain": [
" TEMP MAX MIN\n",
"YR--MODAHRMN \n",
"1952-01-01 00:00:00 36.0 NaN NaN\n",
"1952-01-01 06:00:00 37.0 NaN 34.0\n",
"1952-01-01 12:00:00 39.0 NaN NaN\n",
"1952-01-01 18:00:00 36.0 39.0 NaN\n",
"1952-01-02 00:00:00 36.0 NaN NaN"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's rename the `'TEMP'` column as `TEMP_F`, since we'll later convert our temperatures from Fahrenheit to Celsius."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"new_names = {\"TEMP\": \"TEMP_F\"}\n",
"data = data.rename(columns=new_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now check the first rows of data again to confirm successful renaming."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
"
\n",
"
\n",
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TEMP_F
\n",
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MAX
\n",
"
MIN
\n",
"
\n",
"
\n",
"
YR--MODAHRMN
\n",
"
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" \n",
" \n",
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1952-01-01 00:00:00
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36.0
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NaN
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NaN
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1952-01-01 06:00:00
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37.0
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34.0
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1952-01-01 12:00:00
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39.0
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NaN
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NaN
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1952-01-01 18:00:00
\n",
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36.0
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39.0
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NaN
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1952-01-02 00:00:00
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36.0
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NaN
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NaN
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" \n",
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\n",
"
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],
"text/plain": [
" TEMP_F MAX MIN\n",
"YR--MODAHRMN \n",
"1952-01-01 00:00:00 36.0 NaN NaN\n",
"1952-01-01 06:00:00 37.0 NaN 34.0\n",
"1952-01-01 12:00:00 39.0 NaN NaN\n",
"1952-01-01 18:00:00 36.0 39.0 NaN\n",
"1952-01-02 00:00:00 36.0 NaN NaN"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing the data\n",
"\n",
"First, we have to deal with no data values. Let's check how many no data values we have."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of no data values per column:\n",
"TEMP_F 3579\n",
"MAX 900880\n",
"MIN 900896\n",
"dtype: int64\n"
]
}
],
"source": [
"print(f\"Number of no data values per column:\\n{data.isna().sum()}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, we have 3579 missing values in the TEMP_F column, which we can now remove. We do not need to worry about the no data values in the `'MAX'` and `'MIN'` columns since we won't be using them for plotting. \n",
"\n",
"We can remove rows from our DataFrame where `'TEMP_F'` is missing values using the `dropna()` method as shown below."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"data.dropna(subset=[\"TEMP_F\"], inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of rows after removing no data values: 928188\n"
]
}
],
"source": [
"print(f\"Number of rows after removing no data values: {len(data)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's better."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check your understanding\n",
"\n",
"What would happen if we removed all rows with any no data values from our data (also considering no data values in the `MAX` and `MIN` columns)?"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"If we drop all rows with no data values we have 20433 rows left in our DataFrame.\n",
"If we drop only the missing TEMP_F values we have 928188 rows in our DataFrame.\n"
]
}
],
"source": [
"# After removing all no data values we are left with only a fraction of the original data.\n",
"# Note! Here we are *not* applying .dropna() with the \"inplace\" parameter\n",
"# so we are not making any permanent changes to our DataFrame.\n",
"print(f\"If we drop all rows with no data values we have {len(data.dropna())} rows left in our DataFrame.\")\n",
"print(f\"If we drop only the missing TEMP_F values we have {len(data)} rows in our DataFrame.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Converting temperatures to Celsius\n",
"\n",
"Now that we have loaded our data, we can convert the values of temperature in Fahrenheit to Celsius, like we have in earlier lessons."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"data[\"TEMP_C\"] = (data[\"TEMP_F\"] - 32.0) / 1.8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check how our DataFrame looks like at this point:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
TEMP_F
\n",
"
MAX
\n",
"
MIN
\n",
"
TEMP_C
\n",
"
\n",
"
\n",
"
YR--MODAHRMN
\n",
"
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"
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"
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"
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" \n",
" \n",
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1952-01-01 00:00:00
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36.0
\n",
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NaN
\n",
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NaN
\n",
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2.222222
\n",
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\n",
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\n",
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1952-01-01 06:00:00
\n",
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37.0
\n",
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NaN
\n",
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34.0
\n",
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2.777778
\n",
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\n",
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\n",
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1952-01-01 12:00:00
\n",
"
39.0
\n",
"
NaN
\n",
"
NaN
\n",
"
3.888889
\n",
"
\n",
"
\n",
"
1952-01-01 18:00:00
\n",
"
36.0
\n",
"
39.0
\n",
"
NaN
\n",
"
2.222222
\n",
"
\n",
"
\n",
"
1952-01-02 00:00:00
\n",
"
36.0
\n",
"
NaN
\n",
"
NaN
\n",
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2.222222
\n",
"
\n",
" \n",
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\n",
"
"
],
"text/plain": [
" TEMP_F MAX MIN TEMP_C\n",
"YR--MODAHRMN \n",
"1952-01-01 00:00:00 36.0 NaN NaN 2.222222\n",
"1952-01-01 06:00:00 37.0 NaN 34.0 2.777778\n",
"1952-01-01 12:00:00 39.0 NaN NaN 3.888889\n",
"1952-01-01 18:00:00 36.0 39.0 NaN 2.222222\n",
"1952-01-02 00:00:00 36.0 NaN NaN 2.222222"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using subplots\n",
"\n",
"Let's continue working with the weather data and learn how to use *subplots*. Subplots are figures where you have multiple plots in different panels of the same figure, like what was shown at the start of the lesson."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extracting seasonal temperatures\n",
"\n",
"We can start by selecting data from different seasons of the year in 2012/2013:\n",
"\n",
"- Winter (December 2012 - February 2013)\n",
"- Spring (March 2013 - May 2013)\n",
"- Summer (June 2013 - August 2013)\n",
"- Autumn (Septempber 2013 - November 2013)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"winter = data.loc[(data.index >= \"201212010000\") & (data.index < \"201303010000\")]\n",
"winter_temps = winter[\"TEMP_C\"]\n",
"\n",
"spring = data.loc[(data.index >= \"201303010000\") & (data.index < \"201306010000\")]\n",
"spring_temps = spring[\"TEMP_C\"]\n",
"\n",
"summer = data.loc[(data.index >= \"201306010000\") & (data.index < \"201309010000\")]\n",
"summer_temps = summer[\"TEMP_C\"]\n",
"\n",
"autumn = data.loc[(data.index >= \"201309010000\") & (data.index < \"201312010000\")]\n",
"autumn_temps = autumn[\"TEMP_C\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can plot our data to see how the different individual seasons look."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax1 = winter_temps.plot()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax2 = spring_temps.plot()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax3 = summer_temps.plot()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax4 = autumn_temps.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK, so from these plots we can already see that the temperatures the four seasons are quite different, which is rather obvious of course. It is important to also notice that the scale of the *y*-axis changes in these four plots. If we would like to compare different seasons to each other we need to make sure that the temperature scale is similar in the plots for each season.\n",
"\n",
"### Finding data bounds\n",
"\n",
"Out next goal is to set our *y*-axis limits so that the upper limit is the maximum temperature + 5 degrees in our data (full year), and the lowest is the minimum temperature - 5 degrees."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Min: -35.0, Max: 35.0\n"
]
}
],
"source": [
"# Find lower limit for y-axis\n",
"min_temp = min(\n",
" winter_temps.min(), spring_temps.min(), summer_temps.min(), autumn_temps.min()\n",
")\n",
"min_temp = min_temp - 5.0\n",
"\n",
"# Find upper limit for y-axis\n",
"max_temp = max(\n",
" winter_temps.max(), spring_temps.max(), summer_temps.max(), autumn_temps.max()\n",
")\n",
"max_temp = max_temp + 5.0\n",
"\n",
"# Print y-axis min, max\n",
"print(f\"Min: {min_temp}, Max: {max_temp}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now use this temperature range to standardize the y-axis range on our plots.\n",
"\n",
"### Creating our first set of subplots\n",
"\n",
"We can now continue and see how we can plot all these different plots in the same figure. First, we can create a 2x2 panel for our visualization using Matplotlib’s `subplots()` function where we specify how many rows and columns we want to have in our figure. We can also specify the size of our figure with `figsize` parameter as we have seen earlier with pandas. As a reminder, `figsize` takes the `width` and `height` values (in inches!) as inputs."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[, ],\n",
" [, ]], dtype=object)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n",
"axes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see that as a result we have now a list containing two nested lists where the first one contains the axis for column 1 and 2 on **row 1** and the second list contains the axis for columns 1 and 2 for **row 2**.\n",
"\n",
"We can split these axes into their own variables so it is easier to work with them."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"ax11 = axes[0][0]\n",
"ax12 = axes[0][1]\n",
"ax21 = axes[1][0]\n",
"ax22 = axes[1][1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have four variables for our plot axes that we can use for the different panels in our figure. Next we will use them to plot the seasonal data. Let's begin by plotting the seasons, and use different colors for the lines and specify the *y*-axis range to be the same for all subplots. We can do this using what we know and some parameters below:\n",
"\n",
"- The `c` parameter changes the color of the line. Matplotlib has a [large list of named colors](https://matplotlib.org/stable/gallery/color/named_colors.html) you can consult to customize your color scheme.\n",
"- The `lw` parameter controls the thickness of the lines\n",
"- The `ylim` parameter controls the y-axis range"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Set the plot line width\n",
"line_width = 1.5\n",
"\n",
"# Plot data\n",
"winter_temps.plot(ax=ax11, c=\"blue\", lw=line_width, ylim=[min_temp, max_temp])\n",
"spring_temps.plot(ax=ax12, c=\"orange\", lw=line_width, ylim=[min_temp, max_temp])\n",
"summer_temps.plot(ax=ax21, c=\"green\", lw=line_width, ylim=[min_temp, max_temp])\n",
"autumn_temps.plot(ax=ax22, c=\"brown\", lw=line_width, ylim=[min_temp, max_temp])\n",
"\n",
"# Display the figure\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Great, now we have all four plots in same figure! However, you can see that there are some problems with our *x*-axis labels and a few missing plot items that we can add. Let's do that below."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create the new figure and subplots\n",
"fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n",
"\n",
"# Rename the axes for ease of use\n",
"ax11 = axes[0][0]\n",
"ax12 = axes[0][1]\n",
"ax21 = axes[1][0]\n",
"ax22 = axes[1][1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we'll add our seasonal temperatures to the plot commands for each time period."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Set plot line width\n",
"line_width = 1.5\n",
"\n",
"# Plot data\n",
"winter_temps.plot(\n",
" ax=ax11, c=\"blue\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"spring_temps.plot(\n",
" ax=ax12, c=\"orange\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"summer_temps.plot(\n",
" ax=ax21, c=\"green\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"autumn_temps.plot(\n",
" ax=ax22, c=\"brown\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"\n",
"# Set figure title\n",
"fig.suptitle(\"2012-2013 Seasonal temperature observations - Helsinki-Vantaa airport\")\n",
"\n",
"# Rotate the x-axis labels so they don't overlap\n",
"plt.setp(ax11.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax12.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax21.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax22.xaxis.get_majorticklabels(), rotation=20)\n",
"\n",
"# Axis labels\n",
"ax21.set_xlabel(\"Date\")\n",
"ax22.set_xlabel(\"Date\")\n",
"ax11.set_ylabel(\"Temperature [°C]\")\n",
"ax21.set_ylabel(\"Temperature [°C]\")\n",
"\n",
"# Season label text\n",
"ax11.text(pd.to_datetime(\"20130215\"), -25, \"Winter\")\n",
"ax12.text(pd.to_datetime(\"20130515\"), -25, \"Spring\")\n",
"ax21.text(pd.to_datetime(\"20130815\"), -25, \"Summer\")\n",
"ax22.text(pd.to_datetime(\"20131115\"), -25, \"Autumn\")\n",
"\n",
"# Display plot\n",
"fig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not bad."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check your understading"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualize only the winter and summer temperatures in a 1x2 panel figure.\n",
"Save the figure as a .png file."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Two subplots side-by-side\n",
"fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 4))\n",
"\n",
"# Set plot line width\n",
"line_width = 1.5\n",
"\n",
"# Plot data\n",
"winter_temps.plot(\n",
" ax=axs[0], c=\"blue\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"summer_temps.plot(\n",
" ax=axs[1], c=\"green\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"\n",
"# Set figure title\n",
"fig.suptitle(\n",
" \"2012-2013 Winter and summer temperature observations - Helsinki-Vantaa airport\"\n",
")\n",
"\n",
"# Rotate the x-axis labels so they don't overlap\n",
"plt.setp(axs[0].xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(axs[1].xaxis.get_majorticklabels(), rotation=20)\n",
"\n",
"# Axis labels\n",
"axs[0].set_xlabel(\"Date\")\n",
"axs[1].set_xlabel(\"Date\")\n",
"axs[0].set_ylabel(\"Temperature [°C]\")\n",
"axs[1].set_ylabel(\"Temperature [°C]\")\n",
"\n",
"# Season label text\n",
"axs[0].text(pd.to_datetime(\"20130215\"), -25, \"Winter\")\n",
"axs[1].text(pd.to_datetime(\"20130815\"), -25, \"Summer\")\n",
"\n",
"plt.savefig(\"HelsinkiVantaa_WinterSummer_2012-2013.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extra: pandas/Matplotlib plot style sheets\n",
"\n",
"One cool thing about plotting using pandas/Matplotlib is that is it possible to change the overall appearance of your plot to one of several available plot style options very easily. Let's consider an example below using the four-panel plot we produced in this lesson.\n",
"\n",
"We will start by defining the plot style, using the `'dark_background'` plot style here."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use(\"dark_background\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There is no output from this command, but now when we create a plot it will use the `dark_background` styling. Let's see what that looks like."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(2013-11-15 00:00:00, -25, 'Autumn')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create the new figure and subplots\n",
"fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(14, 9))\n",
"\n",
"# Rename the axes for ease of use\n",
"ax11 = axs[0][0]\n",
"ax12 = axs[0][1]\n",
"ax21 = axs[1][0]\n",
"ax22 = axs[1][1]\n",
"\n",
"# Set plot line width\n",
"line_width = 1.5\n",
"\n",
"# Plot data\n",
"winter_temps.plot(\n",
" ax=ax11, c=\"blue\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"spring_temps.plot(\n",
" ax=ax12, c=\"orange\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"summer_temps.plot(\n",
" ax=ax21, c=\"green\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"autumn_temps.plot(\n",
" ax=ax22, c=\"brown\", lw=line_width, ylim=[min_temp, max_temp], grid=True\n",
")\n",
"\n",
"# Set figure title\n",
"fig.suptitle(\"2012-2013 Seasonal temperature observations - Helsinki-Vantaa airport\")\n",
"\n",
"# Rotate the x-axis labels so they don't overlap\n",
"plt.setp(ax11.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax12.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax21.xaxis.get_majorticklabels(), rotation=20)\n",
"plt.setp(ax22.xaxis.get_majorticklabels(), rotation=20)\n",
"\n",
"# Axis labels\n",
"ax21.set_xlabel(\"Date\")\n",
"ax22.set_xlabel(\"Date\")\n",
"ax11.set_ylabel(\"Temperature [°C]\")\n",
"ax21.set_ylabel(\"Temperature [°C]\")\n",
"\n",
"# Season label text\n",
"ax11.text(pd.to_datetime(\"20130215\"), -25, \"Winter\")\n",
"ax12.text(pd.to_datetime(\"20130515\"), -25, \"Spring\")\n",
"ax21.text(pd.to_datetime(\"20130815\"), -25, \"Summer\")\n",
"ax22.text(pd.to_datetime(\"20131115\"), -25, \"Autumn\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the plot format has now changed to use the `dark_background` style. You can find other plot style options in the [complete list of available Matplotlib style sheets](https://matplotlib.org/stable/gallery/style_sheets/style_sheets_reference.html). Have fun!"
]
}
],
"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": 4
}