{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "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": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import datetime as dt\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", "#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": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved wbb.csv 548.395 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=202210090600&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": 3, "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": 4, "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": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "314.1592653589793\n" ] } ], "source": [ "# for example\n", "# compute area of a circle\n", "area = lambda radius : np.pi * radius**2\n", "print(area(10))" ] }, { "cell_type": "code", "execution_count": 6, "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": 7, "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", "2022-10-09 05:56:00+00:00 858.3 0.6 298.0\n", "2022-10-09 05:57:00+00:00 858.3 0.1 333.4\n", "2022-10-09 05:58:00+00:00 858.3 0.0 NaN\n", "2022-10-09 05:59:00+00:00 858.3 0.0 NaN\n", "2022-10-09 06:00:00+00:00 858.3 0.0 NaN\n", "\n", "[11516 rows x 3 columns]" ] }, "execution_count": 7, "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": 8, "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": 9, "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", "2022-10-09 05:56:00+00:00 858.3\n", "2022-10-09 05:57:00+00:00 858.3\n", "2022-10-09 05:58:00+00:00 858.3\n", "2022-10-09 05:59:00+00:00 858.3\n", "2022-10-09 06:00:00+00:00 858.3\n", "Name: PRES, Length: 11516, dtype: float64" ] }, "execution_count": 9, "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": 10, "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": 11, "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", "2022-10-09 05:56:00+00:00 858.3\n", "2022-10-09 05:57:00+00:00 858.3\n", "2022-10-09 05:58:00+00:00 858.3\n", "2022-10-09 05:59:00+00:00 858.3\n", "2022-10-09 06:00:00+00:00 858.3\n", "Name: PRES, Length: 11516, dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_wbb.PRES" ] }, { "cell_type": "code", "execution_count": 12, "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", " '2022-10-09 05:51:00+00:00', '2022-10-09 05:52:00+00:00',\n", " '2022-10-09 05:53:00+00:00', '2022-10-09 05:54:00+00:00',\n", " '2022-10-09 05:55:00+00:00', '2022-10-09 05:56:00+00:00',\n", " '2022-10-09 05:57:00+00:00', '2022-10-09 05:58:00+00:00',\n", " '2022-10-09 05:59:00+00:00', '2022-10-09 06:00:00+00:00'],\n", " dtype='datetime64[ns, UTC]', name='Date', length=11516, freq=None)" ] }, "execution_count": 12, "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": 13, "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", "2022-10-08 23:56:00-06:00 858.3 0.6 298.0\n", "2022-10-08 23:57:00-06:00 858.3 0.1 333.4\n", "2022-10-08 23:58:00-06:00 858.3 0.0 NaN\n", "2022-10-08 23:59:00-06:00 858.3 0.0 NaN\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN\n", "\n", "[11516 rows x 3 columns]" ] }, "execution_count": 13, "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", "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": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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", "# mstplotlib 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='blue',linewidth=.3)\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", "plt.savefig('figure_wbb_pres_sped.png')\n", "#clean and simple!" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "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))" ] }, { "cell_type": "code", "execution_count": 16, "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": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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", "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": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT\n", "Date \n", "2022-10-08 23:51:00-06:00 858.3 0.0 NaN\n", "2022-10-08 23:52:00-06:00 858.3 0.0 NaN\n", "2022-10-08 23:53:00-06:00 858.3 0.0 267.6\n", "2022-10-08 23:54:00-06:00 858.3 0.0 289.6\n", "2022-10-08 23:55:00-06:00 858.3 0.0 NaN\n", "2022-10-08 23:56:00-06:00 858.3 0.6 298.0\n", "2022-10-08 23:57:00-06:00 858.3 0.1 333.4\n", "2022-10-08 23:58:00-06:00 858.3 0.0 NaN\n", "2022-10-08 23:59:00-06:00 858.3 0.0 NaN\n", "Date\n", "2022-10-08 23:51:00-06:00 0.0\n", "2022-10-08 23:52:00-06:00 0.0\n", "2022-10-08 23:53:00-06:00 0.0\n", "2022-10-08 23:54:00-06:00 0.0\n", "2022-10-08 23:55:00-06:00 0.0\n", "2022-10-08 23:56:00-06:00 0.6\n", "2022-10-08 23:57:00-06:00 0.1\n", "2022-10-08 23:58:00-06:00 0.0\n", "2022-10-08 23:59:00-06:00 0.0\n", "Name: SPED, dtype: float64\n" ] } ], "source": [ "# here are the last 10 rows of all columns\n", "print(df_wbb[-10:-1])\n", "#or for just speed\n", "print(df_wbb.SPED[-10:-1])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date\n", "2022-10-08 23:51:00-06:00 0.0\n", "2022-10-08 23:52:00-06:00 0.0\n", "2022-10-08 23:53:00-06:00 0.0\n", "2022-10-08 23:54:00-06:00 0.0\n", "2022-10-08 23:55:00-06:00 0.0\n", "2022-10-08 23:56:00-06:00 0.6\n", "2022-10-08 23:57:00-06:00 0.1\n", "2022-10-08 23:58:00-06:00 0.0\n", "2022-10-08 23:59:00-06:00 0.0\n", "Name: SPED, dtype: float64\n" ] } ], "source": [ "#the other way to do that highlights why rows come before columns\n", "print(df_wbb[-10:-1]['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": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['PRES', 'SPED', 'DRCT']\n" ] } ], "source": [ "print(list(df_wbb.columns))" ] }, { "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": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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..................
2022-10-08 23:56:00-06:00858.30.6298.0NaNNaN
2022-10-08 23:57:00-06:00858.30.1333.4NaNNaN
2022-10-08 23:58:00-06:00858.30.0NaNNaNNaN
2022-10-08 23:59:00-06:00858.30.0NaNNaNNaN
2022-10-09 00:00:00-06:00858.30.0NaNNaNNaN
\n", "

11516 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", "2022-10-08 23:56:00-06:00 858.3 0.6 298.0 NaN NaN\n", "2022-10-08 23:57:00-06:00 858.3 0.1 333.4 NaN NaN\n", "2022-10-08 23:58:00-06:00 858.3 0.0 NaN NaN NaN\n", "2022-10-08 23:59:00-06:00 858.3 0.0 NaN NaN NaN\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN NaN NaN\n", "\n", "[11516 rows x 5 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_wbb.loc[:,'PRES_SMTH'] = roll_pres\n", "df_wbb.loc[:,'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": 22, "metadata": {}, "outputs": [], "source": [ "# Temporal resampling\n", "# Pandas make it very easy to reduce the volume of data by resampling" ] }, { "cell_type": "code", "execution_count": 23, "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", "2022-10-08 20:00:00-06:00 858.1 2.3 58.6 NaN 2.3\n", "2022-10-08 21:00:00-06:00 858.3 2.7 34.5 NaN 2.8\n", "2022-10-08 22:00:00-06:00 858.2 3.6 41.7 NaN 2.9\n", "2022-10-08 23:00:00-06:00 858.3 1.5 96.6 NaN NaN\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN NaN NaN\n", "\n", "[193 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": 24, "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", "plt.savefig('figure_wbb_pres_hour.png')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "#chapter 2 illustrates many applications of pandas functions\n", "#some of those are repeated here" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "count 11516.0 11516.0 9505.0 10080.0 11280.0\n", "mean 857.7 1.9 179.2 857.9 1.9\n", "std 2.4 1.5 126.3 2.2 1.1\n", "min 852.7 0.0 0.1 853.4 0.1\n", "5% 853.4 0.0 12.7 853.7 0.4\n", "10% 853.8 0.0 24.4 854.2 0.6\n", "25% 856.1 0.6 43.7 857.0 1.0\n", "33% 856.9 1.1 55.1 857.3 1.2\n", "50% 858.1 1.8 234.5 857.9 1.7\n", "66% 859.1 2.4 275.4 859.6 2.2\n", "75% 859.7 2.8 296.5 859.9 2.6\n", "90% 860.5 3.8 327.9 860.4 3.5\n", "95% 861.1 4.6 340.4 860.6 4.1\n", "max 862.0 8.1 360.0 861.1 5.1\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": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PRES 2022-10-01 18:06:00-06:00\n", "SPED 2022-10-01 00:00:00-06:00\n", "DRCT 2022-10-02 08:14:00-06:00\n", "PRES_SMTH 2022-10-01 19:16:00-06:00\n", "SPED_SMTH 2022-10-02 04:40:00-06:00\n", "dtype: datetime64[ns, America/Denver]\n", "PRES 852.7\n", "SPED 0.0\n", "DRCT 0.1\n", "PRES_SMTH 853.4\n", "SPED_SMTH 0.1\n", "dtype: float64\n", "PRES 2022-10-07 10:16:00-06:00\n", "SPED 2022-10-06 01:45:00-06:00\n", "DRCT 2022-10-07 07:14:00-06:00\n", "PRES_SMTH 2022-10-07 09:36:00-06:00\n", "SPED_SMTH 2022-10-01 05:40:00-06:00\n", "dtype: datetime64[ns, America/Denver]\n", "PRES 862.0\n", "SPED 8.1\n", "DRCT 360.0\n", "PRES_SMTH 861.1\n", "SPED_SMTH 5.1\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": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PRESSPEDDRCTPRES_SMTHSPED_SMTH
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" ], "text/plain": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-06 01:45:00-06:00 859.4 8.1 54.5 859.5 4.6\n", "2022-10-01 06:13:00-06:00 853.0 8.0 67.5 NaN 4.4\n", "2022-10-06 01:43:00-06:00 859.3 7.9 52.0 859.5 4.6\n", "2022-10-01 06:07:00-06:00 853.1 7.8 63.5 NaN 4.6\n", "2022-10-01 06:14:00-06:00 853.0 7.7 68.4 NaN 4.3\n", "2022-10-06 02:18:00-06:00 859.4 7.7 68.8 859.6 4.6\n", "2022-10-06 01:44:00-06:00 859.4 7.6 52.4 859.5 4.6\n", "2022-10-06 01:42:00-06:00 859.4 7.5 58.3 859.5 4.5\n", "2022-10-06 01:36:00-06:00 859.4 7.2 64.3 859.5 4.4\n", "2022-10-02 16:06:00-06:00 854.2 7.2 329.5 855.0 4.5\n", "2022-10-03 16:06:00-06:00 856.5 7.1 320.7 857.1 4.6\n", "2022-10-01 06:01:00-06:00 853.1 7.1 64.2 NaN 4.8\n", "2022-10-01 05:43:00-06:00 853.1 7.0 67.0 NaN 5.1\n", "2022-10-01 05:44:00-06:00 853.1 7.0 67.0 NaN 5.1\n", "2022-10-02 16:20:00-06:00 854.2 7.0 321.2 855.0 4.6\n", "2022-10-06 01:35:00-06:00 859.4 7.0 67.9 859.5 4.3\n", "2022-10-05 17:43:00-06:00 858.1 7.0 322.6 858.7 4.2\n", "2022-10-03 16:29:00-06:00 856.5 7.0 310.3 857.1 4.7\n", "2022-10-03 16:18:00-06:00 856.4 6.9 333.8 857.1 4.7\n", "2022-10-06 01:47:00-06:00 859.4 6.9 58.5 859.5 4.6" ] }, "execution_count": 28, "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": 29, "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": 30, "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", "2022-10-08 23:56:00-06:00 7.0\n", "2022-10-08 23:57:00-06:00 7.0\n", "2022-10-08 23:58:00-06:00 NaN\n", "2022-10-08 23:59:00-06:00 NaN\n", "2022-10-09 00:00:00-06:00 NaN\n", "Name: DRCT, Length: 11516, dtype: float64\n", "Number of direction sectors: 8; Sector bin width: 45.0\n" ] }, { "data": { "text/plain": [ "DRCT\n", "0.0 1432\n", "1.0 2654\n", "2.0 660\n", "3.0 113\n", "4.0 120\n", "5.0 617\n", "6.0 1983\n", "7.0 1926\n", "Name: DRCT, dtype: int64" ] }, "execution_count": 30, "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": 31, "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": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 855.1 8.0 359.9 854.1 5.1\n", "2022-10-02 00:00:00-06:00 856.2 7.2 359.8 856.0 4.7\n", "2022-10-03 00:00:00-06:00 858.4 7.1 359.5 857.6 4.7\n", "2022-10-04 00:00:00-06:00 858.8 5.8 359.4 858.0 3.7\n", "2022-10-05 00:00:00-06:00 860.2 7.0 359.5 859.3 4.4\n", "2022-10-06 00:00:00-06:00 861.3 8.1 359.1 860.5 4.8\n", "2022-10-07 00:00:00-06:00 862.0 5.8 360.0 861.1 3.8\n", "2022-10-08 00:00:00-06:00 861.2 5.4 359.4 860.5 3.7\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN NaN NaN\n", "\n" ] } ], "source": [ "#resample daily\n", "wbb_day_max = df_wbb.resample('D').max()\n", "print(wbb_day_max)\n", "print(type(wbb_day_max))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "#2) similarly compute and print out the median, min, and sample standard deviation for each day" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 853.6 1.8 233.3 853.6 2.0\n", "2022-10-02 00:00:00-06:00 854.8 1.6 234.8 855.0 1.4\n", "2022-10-03 00:00:00-06:00 857.0 1.9 223.3 857.2 1.7\n", "2022-10-04 00:00:00-06:00 857.5 2.1 66.3 857.6 1.9\n", "2022-10-05 00:00:00-06:00 858.6 1.9 260.0 858.9 1.5\n", "2022-10-06 00:00:00-06:00 859.8 1.7 247.1 859.9 1.9\n", "2022-10-07 00:00:00-06:00 860.2 1.8 232.4 860.3 1.6\n", "2022-10-08 00:00:00-06:00 860.1 1.6 237.3 860.3 1.3\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN NaN NaN\n", " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 852.7 0.0 0.3 853.4 0.5\n", "2022-10-02 00:00:00-06:00 853.4 0.0 0.1 853.7 0.1\n", "2022-10-03 00:00:00-06:00 856.0 0.0 0.1 856.0 0.2\n", "2022-10-04 00:00:00-06:00 856.5 0.0 0.3 857.1 0.2\n", "2022-10-05 00:00:00-06:00 857.8 0.0 0.2 857.8 0.7\n", "2022-10-06 00:00:00-06:00 858.9 0.0 1.2 859.3 0.2\n", "2022-10-07 00:00:00-06:00 859.0 0.0 0.2 859.7 0.1\n", "2022-10-08 00:00:00-06:00 857.8 0.0 0.1 860.0 0.5\n", "2022-10-09 00:00:00-06:00 858.3 0.0 NaN NaN NaN\n", " PRES SPED DRCT PRES_SMTH SPED_SMTH\n", "Date \n", "2022-10-01 00:00:00-06:00 0.6 1.6 122.9 0.2 1.1\n", "2022-10-02 00:00:00-06:00 0.8 1.5 126.1 0.6 1.2\n", "2022-10-03 00:00:00-06:00 0.7 1.5 131.5 0.4 1.2\n", "2022-10-04 00:00:00-06:00 0.6 1.3 126.0 0.3 1.0\n", "2022-10-05 00:00:00-06:00 0.7 1.5 122.0 0.4 1.1\n", "2022-10-06 00:00:00-06:00 0.7 1.6 114.0 0.3 1.2\n", "2022-10-07 00:00:00-06:00 0.9 1.3 129.6 0.5 1.0\n", "2022-10-08 00:00:00-06:00 1.2 1.3 132.6 0.2 1.0\n", "2022-10-09 00:00:00-06:00 0.0 0.0 NaN NaN NaN\n" ] } ], "source": [ "wbb_day_med = df_wbb.resample('D').median()\n", "print(wbb_day_med)\n", "wbb_day_min = df_wbb.resample('D').min()\n", "print(wbb_day_min)\n", "wbb_day_std = df_wbb.resample('D').std(ddof=0)\n", "print(wbb_day_std)" ] }, { "cell_type": "code", "execution_count": 35, "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": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,(ax1) = plt.subplots(1,1,figsize=(10,5))\n", "# using the dataframes index Date as the x axis \n", "ax1.plot(wbb_day_max.index,wbb_day_max.PRES,color='blue',linewidth=.3)\n", "ax1.plot(wbb_day_med.index,wbb_day_med.PRES,color='red',linewidth=.3)\n", "ax1.plot(wbb_day_min.index,wbb_day_min.PRES,color='green',linewidth=.3)\n", "ax1.set(ylabel='Pressure (hPa)')\n", "ax1.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax1.set_title('WBB Pressure Daily October 2022')\n", "plt.savefig('figure_wbb_pres_daily_stats.png')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#oops said windspeed\n", "fig,(ax1) = plt.subplots(1,1,figsize=(10,5))\n", "# using the dataframes index Date as the x axis \n", "ax1.plot(wbb_day_max.index,wbb_day_max.SPED,color='blue',linewidth=.3)\n", "ax1.plot(wbb_day_med.index,wbb_day_med.SPED,color='red',linewidth=.3)\n", "ax1.plot(wbb_day_min.index,wbb_day_min.SPED,color='green',linewidth=.3)\n", "ax1.set(ylabel='Speed (m/s)')\n", "ax1.grid(linestyle='--', color='grey', linewidth=.2)\n", "ax1.set_title('WBB Wind speed Daily October 2022')\n", "plt.savefig('figure_wbb_sped_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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }