{ "cells": [ { "cell_type": "markdown", "id": "70653c4f", "metadata": {}, "source": [ "# Plotting timeseries data\n", "\n", "Most of the data that we want to plot with `Matplotlib` will be in tabular format. In the second demo of this week, we will make some plots to display daily reservoir levels of [Fall Creek Reservoir](https://en.wikipedia.org/wiki/Fall_Creek_Lake) in the Willamette National Forest. \n", "\n", "```{image} images/fall_creek.jpg\n", ":alt: fall creek reservoir\n", ":class: bg-primary mb-1\n", ":width: 600px\n", ":align: center\n", "```" ] }, { "cell_type": "markdown", "id": "35ea1266", "metadata": {}, "source": [ "## Daily reservoir levels" ] }, { "cell_type": "code", "execution_count": 2, "id": "fcbcfdc3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " date level\n", "0 2020-11-05 677.94\n", "1 2020-11-06 691.36\n", "2 2020-11-07 693.29\n", "3 2020-11-08 694.50\n", "4 2020-11-09 694.56\n", ".. ... ...\n", "582 2022-06-10 829.63\n", "583 2022-06-11 830.73\n", "584 2022-06-12 830.90\n", "585 2022-06-13 830.65\n", "586 2022-06-14 830.19\n", "\n", "[587 rows x 2 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.read_csv('data/fall_creek_levels.csv')\n", "df" ] }, { "cell_type": "markdown", "id": "b2f45b30", "metadata": {}, "source": [ "We can see that we have a table with two columns. The first column contains dates (from Nov 5, 2020 to June 14, 2022) and the second column contains reservoir level (in feet). Before we plot, we need to make sure that `Pandas` has interpreted the **date** column as dates." ] }, { "cell_type": "code", "execution_count": 3, "id": "51238b07", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date object\n", "level float64\n", "dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "markdown", "id": "9e819777", "metadata": {}, "source": [ "While the **level** column has been interpeted as a `float64`, the **date** column has not been recognized as dates. We have to alert `Pandas` that this column contains dates using the keyword argument `parse_dates` when we read the file." ] }, { "cell_type": "code", "execution_count": 4, "id": "db9b225f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " date level\n", "0 2020-11-05 677.94\n", "1 2020-11-06 691.36\n", "2 2020-11-07 693.29\n", "3 2020-11-08 694.50\n", "4 2020-11-09 694.56\n", ".. ... ...\n", "582 2022-06-10 829.63\n", "583 2022-06-11 830.73\n", "584 2022-06-12 830.90\n", "585 2022-06-13 830.65\n", "586 2022-06-14 830.19\n", "\n", "[587 rows x 2 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('data/fall_creek_levels.csv', parse_dates=['date'])\n", "df" ] }, { "cell_type": "markdown", "id": "2340aa77", "metadata": {}, "source": [ "Now when we display the column data types, we find that the **date** column has been interpreted as a **NumPy datetime**." ] }, { "cell_type": "code", "execution_count": 5, "id": "0e08c235", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date datetime64[ns]\n", "level float64\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "markdown", "id": "c4789680", "metadata": {}, "source": [ "```{note}\n", "`parse_dates` will automatically recognize and convert many common date formats. But if the date and time is formatted unusually, we might have to specify the format. We can do that using a parser function (see below).\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "id": "4018c247", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/xj/5ps5mr8d5ysbd2mxxqjg3k800000gq/T/ipykernel_49651/4277095575.py:2: FutureWarning: The argument 'date_parser' is deprecated and will be removed in a future version. Please use 'date_format' instead, or read your data in as 'object' dtype and then call 'to_datetime'.\n", " df = pd.read_csv('data/fall_creek_levels.csv', parse_dates=['date'], date_parser=parser)\n" ] } ], "source": [ "parser = lambda date: pd.to_datetime(date).strftime('%Y-%m-%d')\n", "df = pd.read_csv('data/fall_creek_levels.csv', parse_dates=['date'], date_parser=parser)" ] }, { "cell_type": "code", "execution_count": 9, "id": "b519b0f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 2020-11-05\n", "1 2020-11-06\n", "2 2020-11-07\n", "3 2020-11-08\n", "4 2020-11-09\n", " ... \n", "582 2022-06-10\n", "583 2022-06-11\n", "584 2022-06-12\n", "585 2022-06-13\n", "586 2022-06-14\n", "Name: date, Length: 587, dtype: datetime64[ns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['date']" ] }, { "cell_type": "markdown", "id": "87c88786", "metadata": {}, "source": [ "Now that we have read our dataset as a DataFrame, we can plot it easily." ] }, { "cell_type": "code", "execution_count": 12, "id": "6b666c7e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df['date'].values, df['level'].values, linewidth=2)\n", "ax.set_title('Fall Creek Reservoir levels', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Level (ft)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2f8df857", "metadata": {}, "source": [ "This looks great but the tick labels on the x-axis are difficult to read. We can edit the tick labels using the `dates.mdates` functions." ] }, { "cell_type": "code", "execution_count": 13, "id": "67a1b1d2", "metadata": {}, "outputs": [], "source": [ "import matplotlib.dates as mdates" ] }, { "cell_type": "code", "execution_count": 15, "id": "4b98309e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df['date'].values, df['level'].values, linewidth=2)\n", "ax.set_title('Fall Creek Reservoir levels', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Level (ft)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y')) # <-----\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dee3508b", "metadata": {}, "source": [ "```{note}\n", "We formatted the dates using an abbreviated month name (`%b`) followed by a new line (`\\n`) followed by the year (`%Y`). See this [table](https://docs.python.org/3/library/time.html#time.strftime) for more options.\n", "```" ] }, { "cell_type": "markdown", "id": "ab27c62a", "metadata": {}, "source": [ "## 5-minute air temperature\n", "\n", "Next we will plot some time-series data with higher temporal resolution. This file contains air temperatures from a U.S. Climate Reference Network weather station near Corvallis. " ] }, { "cell_type": "code", "execution_count": 16, "id": "0e6dc1be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetimeair_temp
0202206101024.3
1202206101524.0
2202206102023.7
3202206102523.1
4202206103022.7
............
165020220615174013.9
165120220615174514.7
165220220615175014.6
165320220615175514.9
165420220615180014.8
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1655 rows × 3 columns

\n", "
" ], "text/plain": [ " date time air_temp\n", "0 20220610 10 24.3\n", "1 20220610 15 24.0\n", "2 20220610 20 23.7\n", "3 20220610 25 23.1\n", "4 20220610 30 22.7\n", "... ... ... ...\n", "1650 20220615 1740 13.9\n", "1651 20220615 1745 14.7\n", "1652 20220615 1750 14.6\n", "1653 20220615 1755 14.9\n", "1654 20220615 1800 14.8\n", "\n", "[1655 rows x 3 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('data/corvallis_air_temp.csv')\n", "df" ] }, { "cell_type": "markdown", "id": "779ae3d8", "metadata": {}, "source": [ "When we have a look at the data, we find that the dates are in one column and the time is in another. So we will use another parser function to transform dates and times in **ISO 8601** format (i.e. `yyyy-mm-dd hh:mm:ss`)" ] }, { "cell_type": "code", "execution_count": 17, "id": "04b2b1be", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/xj/5ps5mr8d5ysbd2mxxqjg3k800000gq/T/ipykernel_49651/910982156.py:2: FutureWarning: The argument 'date_parser' is deprecated and will be removed in a future version. Please use 'date_format' instead, or read your data in as 'object' dtype and then call 'to_datetime'.\n", " df = pd.read_csv('data/corvallis_air_temp.csv', parse_dates={'datetime': ['date', 'time']}, date_parser=parser)\n" ] }, { "data": { "text/html": [ "
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datetimeair_temp
02022-06-10 00:10:0024.3
12022-06-10 00:15:0024.0
22022-06-10 00:20:0023.7
32022-06-10 00:25:0023.1
42022-06-10 00:30:0022.7
.........
16502022-06-15 17:40:0013.9
16512022-06-15 17:45:0014.7
16522022-06-15 17:50:0014.6
16532022-06-15 17:55:0014.9
16542022-06-15 18:00:0014.8
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1655 rows × 2 columns

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" ], "text/plain": [ " datetime air_temp\n", "0 2022-06-10 00:10:00 24.3\n", "1 2022-06-10 00:15:00 24.0\n", "2 2022-06-10 00:20:00 23.7\n", "3 2022-06-10 00:25:00 23.1\n", "4 2022-06-10 00:30:00 22.7\n", "... ... ...\n", "1650 2022-06-15 17:40:00 13.9\n", "1651 2022-06-15 17:45:00 14.7\n", "1652 2022-06-15 17:50:00 14.6\n", "1653 2022-06-15 17:55:00 14.9\n", "1654 2022-06-15 18:00:00 14.8\n", "\n", "[1655 rows x 2 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parser = lambda date: pd.to_datetime(date).strftime('%Y%m%d %H%M')\n", "df = pd.read_csv('data/corvallis_air_temp.csv', parse_dates={'datetime': ['date', 'time']}, date_parser=parser)\n", "df" ] }, { "cell_type": "code", "execution_count": 18, "id": "b33c68bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime datetime64[ns]\n", "air_temp float64\n", "dtype: object" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 20, "id": "5ba736f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df['datetime'].values, df['air_temp'].values, linewidth=2)\n", "ax.set_title('Corvallis air temperatures', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Air temperature ($^\\circ$C)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "81f5fc93", "metadata": {}, "source": [ "To plot air temperatures for June 13, we could slice the DataFrame using the `[start:end]` syntax we learnt in Week 1." ] }, { "cell_type": "code", "execution_count": 13, "id": "d1c530d9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datetimeair_temp
8632022-06-13 00:05:0013.1
8642022-06-13 00:10:0013.0
8652022-06-13 00:15:0012.7
8662022-06-13 00:20:0012.6
8672022-06-13 00:25:0012.5
.........
11452022-06-13 23:35:0014.9
11462022-06-13 23:40:0014.9
11472022-06-13 23:45:0014.7
11482022-06-13 23:50:0014.5
11492022-06-13 23:55:0015.0
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287 rows × 2 columns

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" ], "text/plain": [ " datetime air_temp\n", "863 2022-06-13 00:05:00 13.1\n", "864 2022-06-13 00:10:00 13.0\n", "865 2022-06-13 00:15:00 12.7\n", "866 2022-06-13 00:20:00 12.6\n", "867 2022-06-13 00:25:00 12.5\n", "... ... ...\n", "1145 2022-06-13 23:35:00 14.9\n", "1146 2022-06-13 23:40:00 14.9\n", "1147 2022-06-13 23:45:00 14.7\n", "1148 2022-06-13 23:50:00 14.5\n", "1149 2022-06-13 23:55:00 15.0\n", "\n", "[287 rows x 2 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_slice = df[863:1150]\n", "df_slice" ] }, { "cell_type": "markdown", "id": "49262cf5", "metadata": {}, "source": [ "But this is a little unwieldy because we have to manually find the right index for the start of June 13. A better way of doing this would be to slice by date and time. We can only do this if we make our `datetime` column the **index column**." ] }, { "cell_type": "code", "execution_count": 27, "id": "396bbfd3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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air_temp
datetime
2022-06-10 00:10:0024.3
2022-06-10 00:15:0024.0
2022-06-10 00:20:0023.7
2022-06-10 00:25:0023.1
2022-06-10 00:30:0022.7
......
2022-06-15 17:40:0013.9
2022-06-15 17:45:0014.7
2022-06-15 17:50:0014.6
2022-06-15 17:55:0014.9
2022-06-15 18:00:0014.8
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1655 rows × 1 columns

\n", "
" ], "text/plain": [ " air_temp\n", "datetime \n", "2022-06-10 00:10:00 24.3\n", "2022-06-10 00:15:00 24.0\n", "2022-06-10 00:20:00 23.7\n", "2022-06-10 00:25:00 23.1\n", "2022-06-10 00:30:00 22.7\n", "... ...\n", "2022-06-15 17:40:00 13.9\n", "2022-06-15 17:45:00 14.7\n", "2022-06-15 17:50:00 14.6\n", "2022-06-15 17:55:00 14.9\n", "2022-06-15 18:00:00 14.8\n", "\n", "[1655 rows x 1 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.set_index('datetime', inplace=True)\n", "df" ] }, { "cell_type": "markdown", "id": "f27265ac", "metadata": {}, "source": [ "Now we can slice the DataFrame using datetime. This time we have to use the `.loc` function to make it clear that we are referring to the index of the DataFrame." ] }, { "cell_type": "code", "execution_count": 28, "id": "d7a1498d", "metadata": {}, "outputs": [], "source": [ "df_slice = df.loc['2022-06-13 00:00:00':'2022-06-13 23:55:00']" ] }, { "cell_type": "code", "execution_count": 31, "id": "7dc976e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df_slice.index.values, df_slice['air_temp'].values, linewidth=2)\n", "ax.set_title('Corvallis air temperatures', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Air temperature ($^\\circ$C)', fontsize=14)\n", "ax.set_xlabel('Time (UTC)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "970c401d", "metadata": {}, "source": [ "```{note}\n", "Now that we have set the index column to `datetime`, we refer to the x-axis as `df_slice.index`.\n", "```" ] }, { "cell_type": "markdown", "id": "4fae7614", "metadata": {}, "source": [ "Strangely the lowest air temperatures occur at noon. This is because our data are in UTC time. So we need to convert to Pacific by subtracting eight hours from our datetime index." ] }, { "cell_type": "code", "execution_count": 32, "id": "85107d32", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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air_temppacific_time
datetime
2022-06-10 00:10:0024.32022-06-09 16:10:00
2022-06-10 00:15:0024.02022-06-09 16:15:00
2022-06-10 00:20:0023.72022-06-09 16:20:00
2022-06-10 00:25:0023.12022-06-09 16:25:00
2022-06-10 00:30:0022.72022-06-09 16:30:00
.........
2022-06-15 17:40:0013.92022-06-15 09:40:00
2022-06-15 17:45:0014.72022-06-15 09:45:00
2022-06-15 17:50:0014.62022-06-15 09:50:00
2022-06-15 17:55:0014.92022-06-15 09:55:00
2022-06-15 18:00:0014.82022-06-15 10:00:00
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1655 rows × 2 columns

\n", "
" ], "text/plain": [ " air_temp pacific_time\n", "datetime \n", "2022-06-10 00:10:00 24.3 2022-06-09 16:10:00\n", "2022-06-10 00:15:00 24.0 2022-06-09 16:15:00\n", "2022-06-10 00:20:00 23.7 2022-06-09 16:20:00\n", "2022-06-10 00:25:00 23.1 2022-06-09 16:25:00\n", "2022-06-10 00:30:00 22.7 2022-06-09 16:30:00\n", "... ... ...\n", "2022-06-15 17:40:00 13.9 2022-06-15 09:40:00\n", "2022-06-15 17:45:00 14.7 2022-06-15 09:45:00\n", "2022-06-15 17:50:00 14.6 2022-06-15 09:50:00\n", "2022-06-15 17:55:00 14.9 2022-06-15 09:55:00\n", "2022-06-15 18:00:00 14.8 2022-06-15 10:00:00\n", "\n", "[1655 rows x 2 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['pacific_time'] = df.index + pd.DateOffset(hours=-8)\n", "df" ] }, { "cell_type": "code", "execution_count": 33, "id": "a63574c9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
air_temp
pacific_time
2022-06-09 16:10:0024.3
2022-06-09 16:15:0024.0
2022-06-09 16:20:0023.7
2022-06-09 16:25:0023.1
2022-06-09 16:30:0022.7
......
2022-06-15 09:40:0013.9
2022-06-15 09:45:0014.7
2022-06-15 09:50:0014.6
2022-06-15 09:55:0014.9
2022-06-15 10:00:0014.8
\n", "

1655 rows × 1 columns

\n", "
" ], "text/plain": [ " air_temp\n", "pacific_time \n", "2022-06-09 16:10:00 24.3\n", "2022-06-09 16:15:00 24.0\n", "2022-06-09 16:20:00 23.7\n", "2022-06-09 16:25:00 23.1\n", "2022-06-09 16:30:00 22.7\n", "... ...\n", "2022-06-15 09:40:00 13.9\n", "2022-06-15 09:45:00 14.7\n", "2022-06-15 09:50:00 14.6\n", "2022-06-15 09:55:00 14.9\n", "2022-06-15 10:00:00 14.8\n", "\n", "[1655 rows x 1 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.set_index('pacific_time', inplace=True)\n", "df" ] }, { "cell_type": "markdown", "id": "c1188304", "metadata": {}, "source": [ "Now we can slice using the same syntax as before." ] }, { "cell_type": "code", "execution_count": 34, "id": "441e2539", "metadata": {}, "outputs": [], "source": [ "df_pacific_slice = df.loc['2022-06-13 00:00:00':'2022-06-13 23:55:00']" ] }, { "cell_type": "markdown", "id": "cd3cdbc5", "metadata": {}, "source": [ "And we produce a more logical figure showing highest air temperatures at around 1 pm. " ] }, { "cell_type": "code", "execution_count": 36, "id": "051bb7e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df_pacific_slice.index.values, df_pacific_slice['air_temp'].values, linewidth=2)\n", "ax.set_title('Corvallis air temperatures', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Air temperature ($^\\circ$C)', fontsize=14)\n", "ax.set_xlabel('Time (PT)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n", "ax.set_xlim(df_pacific_slice.index[0], df_pacific_slice.index[-1])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "191b2dab", "metadata": {}, "source": [ "## Add some extra information\n", "\n", "We can additional information to our plots to make specific points. For example, we could add a dashed vertical line (`vlines`) to show when maximum air temperatures occurred or a dashed horizontal line (`hlines`) to show the the value of the maximum air temperature. " ] }, { "cell_type": "markdown", "id": "7511909e", "metadata": {}, "source": [ "```{note}\n", "This function has the following syntax `Axes.hlines(y, xmin, xmax, colors=None, linestyles='solid', label='', *, data=None, **kwargs)`\n", "```" ] }, { "cell_type": "code", "execution_count": 37, "id": "8a777674", "metadata": {}, "outputs": [], "source": [ "# Identify the time and value of the maximum air temperature\n", "highest_temp_idx = df_pacific_slice['air_temp'].idxmax()\n", "highest_temp = df_pacific_slice['air_temp'].max()" ] }, { "cell_type": "code", "execution_count": 39, "id": "e86a1666", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df_pacific_slice.index.values, df_pacific_slice['air_temp'].values, linewidth=2)\n", "ax.set_title('Corvallis air temperatures', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Air temperature ($^\\circ$C)', fontsize=14)\n", "ax.set_xlabel('Time (PT)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n", "ax.set_xlim(df_pacific_slice.index[0], df_pacific_slice.index[-1])\n", "ax.set_ylim(0, 20)\n", "\n", "ax.vlines(highest_temp_idx, 0, highest_temp, color='k', ls='dashed')\n", "ax.hlines(highest_temp, xmin=df_pacific_slice.index[0], xmax=highest_temp_idx, color='k', ls='dashed')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "37ba62e1", "metadata": {}, "source": [ "We can also add some text to our plots using the `annotate` function to make them even more informative. In it's simplest form, the text is placed at `xy`. Optionally, the text can be displayed in another position `xytext`. An arrow pointing from the text to the annotated point xy can then be added by defining `arrowprops`." ] }, { "cell_type": "code", "execution_count": 40, "id": "ae70d4ba", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(df_pacific_slice.index.values, df_pacific_slice['air_temp'].values, linewidth=2)\n", "ax.set_title('Corvallis air temperatures', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.set_ylabel('Air temperature ($^\\circ$C)', fontsize=14)\n", "ax.set_xlabel('Time (PT)', fontsize=14)\n", "ax.tick_params(axis='both', labelsize=14)\n", "ax.grid()\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n", "ax.set_xlim(df_pacific_slice.index[0], df_pacific_slice.index[-1])\n", "ax.set_ylim(0, 20)\n", "\n", "ax.vlines(highest_temp_idx, 0, highest_temp, color='k', ls='dashed')\n", "ax.hlines(highest_temp, xmin=df_pacific_slice.index[0], xmax=highest_temp_idx, color='k', ls='dashed')\n", "\n", "ax.annotate(f'%.1f C at %s' % (highest_temp, highest_temp_idx.strftime('%H:%M')), \n", " xy=(highest_temp_idx, highest_temp), \n", " xytext=(highest_temp_idx+pd.DateOffset(hours=2), highest_temp+1),\n", " arrowprops=dict(facecolor='black', shrink=0.05, width=1, headwidth=8), fontsize=12)\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "2bd2f7a2", "metadata": {}, "source": [ "## Summary\n", "\n", "In this demo, we were introduced to the power of `Pandas` for manipulating and plotting data. Next week, we will demonstrate some of the other things we can do using this library. " ] }, { "cell_type": "code", "execution_count": null, "id": "d94c4b58", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }