{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Module 6: Pandas\n", "## Chapter 16 from the Alex DeCaria textbook\n", "\n", "Pandas started as a way to manipulate financial data but obviously can be used for diverse applications.\n", "\n", "Pandas introduces two new data type structures. The first data structure type is a Pandas *series*, which is a one dimensional array, but it is indexed. The second data structure is a *'dataframe'*, which is similar to a 2-D NumPy array, except that it can hold multiple data types within it (strings, floats, integers, datetime objects, ect...) and also has an index. Dataframes are really just collections of series, and dataframes are nominally equivalent to excel spreadsheets.\n", "\n", "Pandas is particularly good for working with time series data. In addition, Pandas also provides easier ways to view data either time series or the equivalent of spreadsheets, 2D arrays. For today, we will: \n", "- Read csv-formatted data into Python \n", "- Learn how to subset and slice dataframes \n", "- Aggegrate and group data\n", "- Work with time objects in Pandas\n", "\n", "**Before starting:** Make sure that you open up a Jupyter notebook session using OnDemand so you can interactively follow along with today's lecture! Also be sure to copy this Jupyter Notebook and then create a new file with the current date to use to experiment with the syntax. \n", "\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import datetime as dt\n", "#note the following can be confusing. datetime now refers to datetime.datetime, timedelta refers to datetime.timedelta\n", "from datetime import datetime, timedelta, timezone\n", "import zoneinfo\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from matplotlib.dates import DateFormatter\n", "#access a function from the urllib module\n", "from urllib.request import urlretrieve\n", "#also let's use a linux command to see the file size\n", "import os" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pandas \n", "\n", "You have seen Pandas being used extensively before in the Chapter 2 code \n", "and also when dealing with reading data into Pandas in module 4. So let's go back and use the slc_temp.ipynb notebook code but change it to read different variables, in this case pressure and wind speed and direction, at a different location, in this case, above us, WBB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will be accessing public data from a commercial site for which I need to disclose that I am involved with the company, Synoptic Data:\n", "\n", "I am on the Board of Directors\n", "I am a shareholder\n", "I have a grant from that company to help with their customer support and research and development" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved wbb.csv 1301.374 KB\n" ] } ], "source": [ "#grab station pressure and wind speed and direction data at WBB in October\n", "url = \"https://api.synopticdata.com/v2/stations/timeseries?&token=bace3f05279d4de1bb2f03011843709e&start=202210010600&end=202210200600&obtimezone=local&output=csv&stid=wbb&vars=pressure,wind_speed,wind_direction\"\n", "# define the file to write the data into\n", "filename = \"wbb.csv\"\n", "#let's try to get the file from the web\n", "try:\n", " #get the file over the web\n", " urlretrieve(url, filename)\n", " print(\"Saved\", filename, os.path.getsize(filename)/1000., 'KB')\n", "except:\n", " print(\"something wrong grabbing the file\")\n", " print(\"but the program continues, so may be in error\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# STOP!\n", "Launch a terminal window and look at the file uaing more\n", "\n", "How many header lines are there?\n", "\n", "Are there any footer lines that need to be removed? How do you check for those?\n", "\n", "How many columns in each row of data?" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "#define the headers\n", "headers = ['STID','Date','PRES','SPED','DRCT']\n", "#define the data types as a dictionary\n", "dtypes = { 'STID': 'str','Date': 'str', 'PRES': 'float','SPED': 'float','DRCT': 'float'}\n", "\n", "\n", "#there may be times with no actual values \n", "#those will get changed to NaN by the pandas read_csv function by the option na_filter\n", "#Create a pandas dataframe. \n", "\n", "#There is a lot packed into the following read, so let's explain a bit first\n", "# 1) the parse_dates option indicates take the 2nd column, Date, and then use the \"date_parser\"\n", "# now we have to confess to what the lambda operation is" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "#See page 113\n", "#lambda is a one-line function for really simple operations\n", "# you need to define it before you use it" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.141592653589793\n" ] } ], "source": [ "# for example\n", "# compute area of a circle\n", "area = lambda radius : np.pi * radius**2\n", "print(area(-1))" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "# so in the following date_parser is a one-line function that uses the argument col (all the times)\n", "# in this case, the col is processed using the pandas to_datetime function and uses the argument utc=True \n", "# since the data are available in UTC time" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " PRES SPED DRCT\n", "Date \n", "2022-10-01 06:00:00+00:00 853.1 0.0 NaN\n", "2022-10-01 06:01:00+00:00 853.1 0.9 233.2\n", "2022-10-01 06:02:00+00:00 853.1 1.3 221.7\n", "2022-10-01 06:03:00+00:00 853.1 1.2 213.9\n", "2022-10-01 06:04:00+00:00 853.1 1.2 218.1\n", "... ... ... ...\n", "2022-10-20 05:56:00+00:00 859.9 2.3 32.9\n", "2022-10-20 05:57:00+00:00 859.9 2.3 42.9\n", "2022-10-20 05:58:00+00:00 859.9 1.8 45.9\n", "2022-10-20 05:59:00+00:00 859.9 2.6 50.8\n", "2022-10-20 06:00:00+00:00 859.9 3.2 42.4\n", "\n", "[27351 rows x 3 columns]" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#For now, just think about it as an upgrade to a numpy array with an \"index\" in this case the Datew\n", "#the date will be an index to organize the pressure and wind speed columns. \n", "#note the column labels use the \"new\" names not the names in the original file\n", "df_wbb = pd.read_csv('wbb.csv', parse_dates=['Date'], \\\n", " date_parser=lambda col: pd.to_datetime(col, utc=True), \\\n", " names=headers,dtype = dtypes,na_filter=True,skiprows=8,index_col=['Date'],usecols=['Date','PRES','SPED','DRCT'])\n", "\n", "#convert from Pascals to hectoPascals (100 Pa), equivalent to a beloved unit millibar, mb\n", "#look at how we reference the pressure column by the dataframe name \"dot\" column name\n", "df_wbb.PRES = df_wbb.PRES/100.\n", "#and finally let's keep the data with precision of 10ths of kPa and tenths of m/s\n", "#here we again use a lambda function to define the output format\n", "pd.set_option('display.float_format', lambda x: '%.1f' % x)\n", "\n", "#display the pandas dataframe \n", "df_wbb" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "#what is it?\n", "print(type(df_wbb))\n", "#a dataframe is like a spreadsheet\n", "#Here we have an index defined in terms of the time and two columns of data" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2022-10-01 06:00:00+00:00 853.1\n", "2022-10-01 06:01:00+00:00 853.1\n", "2022-10-01 06:02:00+00:00 853.1\n", "2022-10-01 06:03:00+00:00 853.1\n", "2022-10-01 06:04:00+00:00 853.1\n", " ... \n", "2022-10-20 05:56:00+00:00 859.9\n", "2022-10-20 05:57:00+00:00 859.9\n", "2022-10-20 05:58:00+00:00 859.9\n", "2022-10-20 05:59:00+00:00 859.9\n", "2022-10-20 06:00:00+00:00 859.9\n", "Name: PRES, Length: 27351, dtype: float64" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#there is no difference between accessing a column by referencing the column name in quotes\n", "# that is \n", "df_wbb['PRES']" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "# using the following format is equivalent\n", "# I find the following cleaner and less prone to typos\n", "# There are occasions where the above format is required" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Date\n", "2022-10-01 06:00:00+00:00 853.1\n", "2022-10-01 06:01:00+00:00 853.1\n", "2022-10-01 06:02:00+00:00 853.1\n", "2022-10-01 06:03:00+00:00 853.1\n", "2022-10-01 06:04:00+00:00 853.1\n", " ... \n", "2022-10-20 05:56:00+00:00 859.9\n", "2022-10-20 05:57:00+00:00 859.9\n", "2022-10-20 05:58:00+00:00 859.9\n", "2022-10-20 05:59:00+00:00 859.9\n", "2022-10-20 06:00:00+00:00 859.9\n", "Name: PRES, Length: 27351, dtype: float64" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_wbb.PRES" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2022-10-01 06:00:00+00:00', '2022-10-01 06:01:00+00:00',\n", " '2022-10-01 06:02:00+00:00', '2022-10-01 06:03:00+00:00',\n", " '2022-10-01 06:04:00+00:00', '2022-10-01 06:05:00+00:00',\n", " '2022-10-01 06:06:00+00:00', '2022-10-01 06:07:00+00:00',\n", " '2022-10-01 06:08:00+00:00', '2022-10-01 06:09:00+00:00',\n", " ...\n", " '2022-10-20 05:51:00+00:00', '2022-10-20 05:52:00+00:00',\n", " '2022-10-20 05:53:00+00:00', '2022-10-20 05:54:00+00:00',\n", " '2022-10-20 05:55:00+00:00', '2022-10-20 05:56:00+00:00',\n", " '2022-10-20 05:57:00+00:00', '2022-10-20 05:58:00+00:00',\n", " '2022-10-20 05:59:00+00:00', '2022-10-20 06:00:00+00:00'],\n", " dtype='datetime64[ns, UTC]', name='Date', length=27351, freq=None)" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#note that the indices (the times) can be accessed from\n", "df_wbb.index" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " PRES SPED DRCT\n", "Date \n", "2022-10-01 00:00:00-06:00 853.1 0.0 NaN\n", "2022-10-01 00:01:00-06:00 853.1 0.9 233.2\n", "2022-10-01 00:02:00-06:00 853.1 1.3 221.7\n", "2022-10-01 00:03:00-06:00 853.1 1.2 213.9\n", "2022-10-01 00:04:00-06:00 853.1 1.2 218.1\n", "... ... ... ...\n", "2022-10-19 23:56:00-06:00 859.9 2.3 32.9\n", "2022-10-19 23:57:00-06:00 859.9 2.3 42.9\n", "2022-10-19 23:58:00-06:00 859.9 1.8 45.9\n", "2022-10-19 23:59:00-06:00 859.9 2.6 50.8\n", "2022-10-20 00:00:00-06:00 859.9 3.2 42.4\n", "\n", "[27351 rows x 3 columns]" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what if we want the times to be in MDT rather than UTC?\n", "# apply a time conversion function that converts our times in MST to UTC\n", "# note you can't use America/Mountain one of those differences between pandas and datetime\n", "df_wbb.index = df_wbb.index.tz_convert('America/Denver')\n", "#the -6:00 in the index values below indicate 6 hours before UTC\n", "df_wbb" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#let's plot the time series of pressure and wind_speed\n", "#it is possible to use special plotting functions for pandas but here we are using generic \n", "# matplotlib options\n", "# creates figs in two rows and one column\n", "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(10,10))\n", "\n", "# using the dataframes index Date as the x axis \n", "#ploting the pressure on the y axis\n", "ax1.plot(df_wbb.index,df_wbb.PRES,color='green',linewidth=1)\n", "\n", "#similarly for speed\n", "ax2.scatter(df_wbb.index,df_wbb.SPED, color = 'green',marker='.',s=2)\n", "\n", "ax1.set(ylabel='Pressure (hPa)')\n", "ax2.set(ylabel='Wind Speed (m/s)')\n", "ax1.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax2.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax1.set_title('WBB Pressure and Wind Speed October 2022')\n", "#using another \"trick\" to display only the month/day\n", "date_form = DateFormatter(\"%m-%d-%M\")\n", "ax1.xaxis.set_major_formatter(date_form)\n", "ax2.xaxis.set_major_formatter(date_form)\n", "plt.savefig('figure_wbb_pres_sped.png')\n", "#clean and simple!" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "Date\n", "2022-10-01 00:00:00-06:00 853.1\n", "2022-10-01 00:01:00-06:00 853.1\n", "2022-10-01 00:02:00-06:00 853.1\n", "2022-10-01 00:03:00-06:00 853.1\n", "2022-10-01 00:04:00-06:00 853.1\n", " ... \n", "2022-10-19 23:56:00-06:00 859.9\n", "2022-10-19 23:57:00-06:00 859.9\n", "2022-10-19 23:58:00-06:00 859.9\n", "2022-10-19 23:59:00-06:00 859.9\n", "2022-10-20 00:00:00-06:00 859.9\n", "Name: PRES, Length: 27351, dtype: float64" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#what if we save each column separately?\n", "wbb_pres = df_wbb.PRES\n", "wbb_sped = df_wbb.SPED\n", "print(type(wbb_pres))\n", "wbb_pres" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "# so a pandas series is just equivalent to a dataframe with only one column (and an index)\n", "# fundamentally a dataframe is a collection of pandas Series" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#in chapter 2, there was a complicated low pass filter\n", "#Pandas has a simple function for that, rolling window, that works easily on Series\n", "#but not easily applied to dataframes\n", "#again best to use a short window and possibly use multiple passes if you want to do so\n", "# use it the first time\n", "#use a rolling 6 hour average for pressure\n", "p_r = 6*60\n", "#use a rolling 1 hour average for speed\n", "s_r = 60\n", "roll_pres = wbb_pres.rolling(p_r,center=True).mean()\n", "roll_sped = wbb_sped.rolling(s_r,center=True).mean()\n", "for i in range(0,3):\n", " roll_pres = roll_pres.rolling(p_r,center=True).mean()\n", " roll_sped = roll_sped.rolling(s_r,center=True).mean()\n", "\n", "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(10,10))\n", "# using the dataframes index Date as the x axis \n", "ax1.plot(df_wbb.index,df_wbb.PRES,color='blue',linewidth=.3)\n", "ax1.plot(roll_pres.index,roll_pres,color='red',linewidth=1)\n", "ax2.scatter(df_wbb.index,df_wbb.SPED, color = 'green',marker='.',s=2)\n", "ax2.scatter(roll_sped.index,roll_sped, color = 'red',marker='.',s=2)\n", "ax1.set(ylabel='Pressure (hPa)')\n", "ax2.set(ylabel='Wind Speed (m/s)')\n", "ax1.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax2.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax1.set_title('WBB Pressure and Wind Speed October 2022')\n", "ax1.xaxis.set_major_formatter(date_form)\n", "ax2.xaxis.set_major_formatter(date_form)\n", "plt.savefig('figure_wbb_pres_sped_smooth.png')\n", "\n", "#note that it is not possible to compute values on the tails of the time series.\n", "#change the center option to False. Is that a good idea in order to be able to\n", "#have the most recent average available?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Selecting rows \n", "\n", "Selecting a specific row within a Pandas dataframe is fairly simple. " ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT\n", "Date \n", "2022-10-19 23:51:00-06:00 859.9 2.1 35.0\n", "2022-10-19 23:52:00-06:00 859.9 1.9 30.2\n", "2022-10-19 23:53:00-06:00 859.9 2.1 32.4\n", "2022-10-19 23:54:00-06:00 859.9 2.1 25.9\n", "2022-10-19 23:55:00-06:00 859.9 1.8 29.9\n", "2022-10-19 23:56:00-06:00 859.9 2.3 32.9\n", "2022-10-19 23:57:00-06:00 859.9 2.3 42.9\n", "2022-10-19 23:58:00-06:00 859.9 1.8 45.9\n", "2022-10-19 23:59:00-06:00 859.9 2.6 50.8\n", "2022-10-20 00:00:00-06:00 859.9 3.2 42.4\n", "Date\n", "2022-10-01 00:00:00-06:00 853.1\n", "2022-10-01 00:01:00-06:00 853.1\n", "2022-10-01 00:02:00-06:00 853.1\n", "2022-10-01 00:03:00-06:00 853.1\n", "2022-10-01 00:04:00-06:00 853.1\n", "2022-10-01 00:05:00-06:00 853.1\n", "2022-10-01 00:06:00-06:00 853.1\n", "2022-10-01 00:07:00-06:00 853.1\n", "2022-10-01 00:08:00-06:00 853.1\n", "2022-10-01 00:09:00-06:00 853.1\n", "2022-10-01 00:10:00-06:00 853.1\n", "2022-10-01 00:11:00-06:00 853.1\n", "2022-10-01 00:12:00-06:00 853.1\n", "2022-10-01 00:13:00-06:00 853.1\n", "2022-10-01 00:14:00-06:00 853.1\n", "2022-10-01 00:15:00-06:00 853.1\n", "2022-10-01 00:16:00-06:00 853.1\n", "2022-10-01 00:17:00-06:00 853.1\n", "2022-10-01 00:18:00-06:00 853.1\n", "2022-10-01 00:19:00-06:00 853.1\n", "Name: PRES, dtype: float64\n" ] } ], "source": [ "# here are the last 10 rows of all columns\n", "print(df_wbb[-10:])\n", "#or for just speed\n", "print(df_wbb.PRES[:20])" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date\n", "2022-10-19 23:51:00-06:00 2.1\n", "2022-10-19 23:52:00-06:00 1.9\n", "2022-10-19 23:53:00-06:00 2.1\n", "2022-10-19 23:54:00-06:00 2.1\n", "2022-10-19 23:55:00-06:00 1.8\n", "2022-10-19 23:56:00-06:00 2.3\n", "2022-10-19 23:57:00-06:00 2.3\n", "2022-10-19 23:58:00-06:00 1.8\n", "2022-10-19 23:59:00-06:00 2.6\n", "2022-10-20 00:00:00-06:00 3.2\n", "Name: SPED, dtype: float64\n" ] } ], "source": [ "#the other way to do that highlights why rows come before columns\n", "print(df_wbb[-10:]['SPED'])\n", "#that's why I prefer the previous format.\n", "#I sometimes lose track of rows vs columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we wanted to grab the name of our columns only, and save it as a list?" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['PRES', 'SPED', 'DRCT']\n" ] } ], "source": [ "print(list(df_wbb.columns))" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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27351 rows × 5 columns

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" ], "text/plain": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 853.1 0.0 NaN NaN NaN\n", "2022-10-01 00:01:00-06:00 853.1 0.9 233.2 NaN NaN\n", "2022-10-01 00:02:00-06:00 853.1 1.3 221.7 NaN NaN\n", "2022-10-01 00:03:00-06:00 853.1 1.2 213.9 NaN NaN\n", "2022-10-01 00:04:00-06:00 853.1 1.2 218.1 NaN NaN\n", "... ... ... ... ... ...\n", "2022-10-19 23:56:00-06:00 859.9 2.3 32.9 NaN NaN\n", "2022-10-19 23:57:00-06:00 859.9 2.3 42.9 NaN NaN\n", "2022-10-19 23:58:00-06:00 859.9 1.8 45.9 NaN NaN\n", "2022-10-19 23:59:00-06:00 859.9 2.6 50.8 NaN NaN\n", "2022-10-20 00:00:00-06:00 859.9 3.2 42.4 NaN NaN\n", "\n", "[27351 rows x 5 columns]" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_wbb['PRES_SMTH'] = roll_pres\n", "df_wbb['SPED_SMTH'] = roll_sped\n", "#note that the first and last values are nan's since the rolling window \n", "#is centered\n", "df_wbb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "You can also add new columns to dateframe easily using Pandas. For example, lets add the smoothed values of pressure and speed. Note that here we specify the column name\n", "using the quote format and we have to use the loc function to append the rows\n" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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..................
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27351 rows × 5 columns

\n", "
" ], "text/plain": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 853.1 0.0 NaN NaN NaN\n", "2022-10-01 00:01:00-06:00 853.1 0.9 233.2 NaN NaN\n", "2022-10-01 00:02:00-06:00 853.1 1.3 221.7 NaN NaN\n", "2022-10-01 00:03:00-06:00 853.1 1.2 213.9 NaN NaN\n", "2022-10-01 00:04:00-06:00 853.1 1.2 218.1 NaN NaN\n", "... ... ... ... ... ...\n", "2022-10-19 23:56:00-06:00 859.9 2.3 32.9 NaN NaN\n", "2022-10-19 23:57:00-06:00 859.9 2.3 42.9 NaN NaN\n", "2022-10-19 23:58:00-06:00 859.9 1.8 45.9 NaN NaN\n", "2022-10-19 23:59:00-06:00 859.9 2.6 50.8 NaN NaN\n", "2022-10-20 00:00:00-06:00 859.9 3.2 42.4 NaN NaN\n", "\n", "[27351 rows x 5 columns]" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_wbb['PRES_SMTH'] = roll_pres\n", "df_wbb['SPED_SMTH'] = roll_sped\n", "#note that the first and last values are nan's since the rolling window \n", "#is centered\n", "df_wbb" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "# Temporal resampling\n", "# Pandas make it very easy to reduce the volume of data by resampling" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 853.1 0.5 166.3 NaN NaN\n", "2022-10-01 01:00:00-06:00 853.2 1.0 36.2 NaN NaN\n", "2022-10-01 02:00:00-06:00 853.2 0.7 33.0 NaN 0.9\n", "2022-10-01 03:00:00-06:00 853.3 0.8 119.7 NaN 1.0\n", "2022-10-01 04:00:00-06:00 853.8 2.5 243.3 NaN 2.6\n", "... ... ... ... ... ...\n", "2022-10-19 20:00:00-06:00 860.1 1.7 40.0 NaN 1.6\n", "2022-10-19 21:00:00-06:00 860.1 1.9 47.9 NaN 2.0\n", "2022-10-19 22:00:00-06:00 860.2 2.6 42.4 NaN 2.3\n", "2022-10-19 23:00:00-06:00 860.0 2.1 40.8 NaN NaN\n", "2022-10-20 00:00:00-06:00 859.9 3.2 42.4 NaN NaN\n", "\n", "[457 rows x 5 columns]\n" ] } ], "source": [ "#compute hourly averages\n", "wbb_hour = df_wbb.resample('H').mean()\n", "print(wbb_hour)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(10,10))\n", "# using the dataframes index Date as the x axis \n", "ax1.plot(wbb_hour.index,wbb_hour.PRES,color='blue',linewidth=.3)\n", "ax2.scatter(wbb_hour.index,wbb_hour.SPED, color = 'green',marker='.',s=6)\n", "ax1.set(ylabel='Pressure (hPa)')\n", "ax2.set(ylabel='Wind Speed (m/s)')\n", "ax1.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax2.grid(linestyle='--', color='grey', linewidth=.5)\n", "ax1.set_title('WBB Pressure and Wind Speed October 2022')\n", "ax1.xaxis.set_major_formatter(date_form)\n", "ax2.xaxis.set_major_formatter(date_form)\n", "plt.savefig('figure_wbb_pres_hour.png')" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "#chapter 2 illustrates many applications of pandas functions\n", "#some of those are repeated here" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "count 27351.0 27351.0 22398.0 25915.0 27115.0\n", "mean 857.5 2.2 162.2 857.5 2.2\n", "std 2.7 2.1 122.2 2.5 1.9\n", "min 852.0 0.0 0.1 852.3 0.0\n", "5% 853.0 0.0 14.9 853.3 0.2\n", "10% 853.6 0.0 26.4 853.8 0.5\n", "25% 855.3 0.6 43.5 855.4 1.0\n", "33% 856.5 1.2 51.5 856.6 1.3\n", "50% 857.8 1.9 114.7 857.8 1.9\n", "66% 859.0 2.5 263.0 858.8 2.4\n", "75% 859.8 3.0 278.1 859.7 2.8\n", "90% 860.8 4.2 320.5 860.5 3.7\n", "95% 861.4 5.4 335.5 860.9 4.7\n", "max 863.3 18.7 360.0 862.3 13.0\n" ] } ], "source": [ "#some basic info + output precentiles\n", "basic_vals = df_wbb.describe(percentiles=[.05,.10,.25,.33,.50,.66,.75,.90,.95])\n", "print(basic_vals)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PRES 2022-10-11 03:57:00-06:00\n", "SPED 2022-10-01 00:00:00-06:00\n", "DRCT 2022-10-02 08:14:00-06:00\n", "PRES_SMTH 2022-10-11 01:30:00-06:00\n", "SPED_SMTH 2022-10-14 09:45:00-06:00\n", "dtype: datetime64[ns, America/Denver]\n", "PRES 852.0\n", "SPED 0.0\n", "DRCT 0.1\n", "PRES_SMTH 852.3\n", "SPED_SMTH 0.0\n", "dtype: float64\n", "PRES 2022-10-19 10:19:00-06:00\n", "SPED 2022-10-16 07:25:00-06:00\n", "DRCT 2022-10-07 07:14:00-06:00\n", "PRES_SMTH 2022-10-19 09:37:00-06:00\n", "SPED_SMTH 2022-10-16 07:22:00-06:00\n", "dtype: datetime64[ns, America/Denver]\n", "PRES 863.3\n", "SPED 18.7\n", "DRCT 360.0\n", "PRES_SMTH 862.3\n", "SPED_SMTH 13.0\n", "dtype: float64\n" ] } ], "source": [ "#when and what values are the mins and maxes?\n", "print(df_wbb.idxmin())\n", "print(df_wbb.min())\n", "print(df_wbb.idxmax())\n", "print(df_wbb.max())" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-16 07:25:00-06:00 854.6 18.7 55.4 855.6 13.0\n", "2022-10-16 09:00:00-06:00 855.9 17.2 67.9 856.0 12.6\n", "2022-10-16 04:28:00-06:00 853.6 16.7 63.4 854.8 11.9\n", "2022-10-16 07:27:00-06:00 854.8 16.4 53.8 855.6 13.0\n", "2022-10-16 07:02:00-06:00 854.8 16.3 55.3 855.4 12.8\n", "2022-10-16 06:49:00-06:00 854.9 16.1 53.0 855.4 12.4\n", "2022-10-16 09:44:00-06:00 856.5 16.1 58.9 856.2 11.6\n", "2022-10-16 07:26:00-06:00 854.8 16.0 52.2 855.6 13.0\n", "2022-10-16 08:54:00-06:00 855.9 15.9 73.6 856.0 12.5\n", "2022-10-16 09:01:00-06:00 856.0 15.9 74.7 856.0 12.6\n", "2022-10-16 02:07:00-06:00 853.8 15.9 67.9 854.5 11.6\n", "2022-10-16 08:56:00-06:00 856.0 15.8 74.1 856.0 12.5\n", "2022-10-16 09:45:00-06:00 856.5 15.8 58.5 856.2 11.6\n", "2022-10-16 09:04:00-06:00 856.2 15.6 71.7 856.0 12.6\n", "2022-10-16 07:18:00-06:00 854.7 15.6 48.8 855.5 13.0\n", "2022-10-16 08:57:00-06:00 856.0 15.6 74.2 856.0 12.5\n", "2022-10-16 07:15:00-06:00 854.8 15.6 51.5 855.5 13.0\n", "2022-10-16 06:48:00-06:00 855.0 15.5 58.0 855.4 12.4\n", "2022-10-16 06:41:00-06:00 854.9 15.5 64.6 855.4 12.1\n", "2022-10-16 06:57:00-06:00 854.9 15.5 54.2 855.4 12.7" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sort the rows by the SPED values\n", "wbb_sorted= df_wbb.sort_values(by=['SPED'],ascending=False)\n", "wbb_sorted[0:20]" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "#now let's add a really powerful way to examine dataframes, using groupby\n", "#groupby allows data to be collected in sets" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date\n", "2022-10-01 00:00:00-06:00 NaN\n", "2022-10-01 00:01:00-06:00 5.0\n", "2022-10-01 00:02:00-06:00 5.0\n", "2022-10-01 00:03:00-06:00 5.0\n", "2022-10-01 00:04:00-06:00 5.0\n", " ..\n", "2022-10-19 23:56:00-06:00 1.0\n", "2022-10-19 23:57:00-06:00 1.0\n", "2022-10-19 23:58:00-06:00 1.0\n", "2022-10-19 23:59:00-06:00 1.0\n", "2022-10-20 00:00:00-06:00 1.0\n", "Name: DRCT, Length: 27351, dtype: float64\n", "Number of direction sectors: 8; Sector bin width: 45.0\n" ] }, { "data": { "text/plain": [ "DRCT\n", "0.0 2837\n", "1.0 7461\n", "2.0 1886\n", "3.0 279\n", "4.0 348\n", "5.0 1616\n", "6.0 4749\n", "7.0 3222\n", "Name: DRCT, dtype: int64" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# a simple wind rose. cound the number of observations in each category\n", "#divide directions into 8 bins\n", "wind_sectors = 8\n", "\n", "bin_width = 360/wind_sectors\n", "#turn all the wind directions into values from 0-7 for each of the directions\n", "#take the wind direction and shift by half of the bin_width\n", "#then get the remainder compared to 360\n", "#need to shift the wind direction to get north winds correct\n", "#then divide and round down by the \n", "dir_bins = np.floor_divide(np.mod(df_wbb.DRCT + (bin_width/2.0),360.0),bin_width)\n", "\n", "print(dir_bins)\n", "print(f'Number of direction sectors: {wind_sectors}; Sector bin width: {bin_width}')\n", "wind_rose = df_wbb.DRCT.groupby(dir_bins).count()\n", "wind_rose" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Check your understanding" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "#1) resample the df_wbb dataframe to daily periods \n", "# and assign a variable, wbb_day_max, to the daily maxes \n", "#print the daily maxes out for all columns" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "#2) similarly compute and print out the median, min, and sample standard deviation for each day" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "#3) use the templates provided by the previous plots to plot out for wind speed\n", "# one plot with daily max, med, and min in different colors\n", "# save the plot as figure_wbb_pres_daily_stats.png" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "# Want more practice!?\n", "Check out the following webpages:
\n", "https://pandas.pydata.org/pandas-docs/version/0.15/tutorials.html
\n", "https://www.youtube.com/watch?v=dcqPhpY7tWk&t=113s
\n", "https://www.earthdatascience.org/courses/use-data-open-source-python/use-time-series-data-in-python/date-time-types-in-pandas-python/subset-time-series-data-python/
\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }