{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pandas Notebook 1, ATM350 Spring 2023\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we read in a text file that has climatological data compiled at the National Weather Service in Albany NY for 2022, previously downloaded and reformatted from the [xmACIS2](https://xmacis.rcc-acis.org) climate data portal.\n", "\n", "We will use the Pandas library to read and analyze the data. We will also use the Matplotlib package to visualize it." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Motivating Science Questions:\n", "1. How can we analyze and display *tabular climate data* for a site?\n", "2. What was the yearly trace of max/min temperatures for Albany, NY last year?\n", "3. What was the most common 10-degree maximum temperature range for Albany, NY last year?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "# import Pandas and Numpy, and use their conventional two-letter abbreviations when we\n", "# use methods from these packages. Also, import matplotlib's plotting package, using its \n", "# standard abbreviation.\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specify the location of the file that contains the climo data. Use the linux ls command to verify it exists. \n", "#### Note that in a Jupyter notebook, we can simply use the ! directive to \"call\" a Linux command. \n", "#### Also notice how we refer to a Python variable name when passing it to a Linux command line in this way ... we enclose it in braces!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 ktyle faculty 15242 Feb 20 19:40 /spare11/atm350/common/data/climo_alb_2022.csv\n" ] } ], "source": [ "file = '/spare11/atm350/common/data/climo_alb_2022.csv'\n", "! ls -l {file}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use pandas' `read_csv` method to open the file. Specify that the data is to be read in as strings (not integers nor floating points).\n", "### Once this call succeeds, it returns a Pandas Dataframe object which we reference as `df`" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(file, dtype='string')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## By simply typing the name of the dataframe object, we can get some of its contents to be \"pretty-printed\" to the notebook!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DATEMAXMINAVGDEPHDDCDDPCPSNWDPT
02022-01-01514146.019.71900.120.00
12022-01-02492336.09.92900.070.20
22022-01-03231318.0-7.9470TTT
32022-01-04291019.5-6.2450T0.1T
42022-01-05382833.07.53200.000.0T
.................................
3602022-12-27342228.00.63700.000.0T
3612022-12-28412231.54.33300.000.0T
3622022-12-29482235.08.13000.000.0T
3632022-12-30574350.023.31500.000.00
3642022-12-31534448.522.01600.080.00
\n", "

365 rows × 10 columns

\n", "
" ], "text/plain": [ " DATE MAX MIN AVG DEP HDD CDD PCP SNW DPT\n", "0 2022-01-01 51 41 46.0 19.7 19 0 0.12 0.0 0\n", "1 2022-01-02 49 23 36.0 9.9 29 0 0.07 0.2 0\n", "2 2022-01-03 23 13 18.0 -7.9 47 0 T T T\n", "3 2022-01-04 29 10 19.5 -6.2 45 0 T 0.1 T\n", "4 2022-01-05 38 28 33.0 7.5 32 0 0.00 0.0 T\n", ".. ... .. .. ... ... .. .. ... ... ..\n", "360 2022-12-27 34 22 28.0 0.6 37 0 0.00 0.0 T\n", "361 2022-12-28 41 22 31.5 4.3 33 0 0.00 0.0 T\n", "362 2022-12-29 48 22 35.0 8.1 30 0 0.00 0.0 T\n", "363 2022-12-30 57 43 50.0 23.3 15 0 0.00 0.0 0\n", "364 2022-12-31 53 44 48.5 22.0 16 0 0.08 0.0 0\n", "\n", "[365 rows x 10 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Our dataframe has 365 rows (corresponding to all the days in the year 2022) and 10 columns that contain data. This is expressed by calling the `shape` attribute of the dataframe. The first number in the pair is the # of rows, while the second is the # of columns." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(365, 10)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### It will be useful to have a variable (more accurately, an object ) that holds the value of the number of rows, and another for the number of columns.\n", "#### Remember that Python is a language that uses zero-based indexing, so the first value is accessed as element 0, and the second as element 1!\n", "#### Look at the syntax we use below to print out the (integer) value of nRows ... it's another example of **string formating**." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows = 365\n" ] } ], "source": [ "nRows = df.shape[0]\n", "print (\"Number of rows = %d\" % nRows )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's do the same for the # of columns." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of columns = 10\n" ] } ], "source": [ "nCols = df.shape[1]\n", "print (\"Number of columns = %d\" % nCols)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### To access the values in a particular column, we reference it with its column name as a string. The next cell pulls in all values of the year-month-date column, and assigns it to an object of the same name. We could have named the object anything we wanted, not just **Date** ... but on the right side of the assignment statement, we have to use the exact name of the column. \n", "\n", "Print out what this object looks like." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 2022-01-01\n", "1 2022-01-02\n", "2 2022-01-03\n", "3 2022-01-04\n", "4 2022-01-05\n", " ... \n", "360 2022-12-27\n", "361 2022-12-28\n", "362 2022-12-29\n", "363 2022-12-30\n", "364 2022-12-31\n", "Name: DATE, Length: 365, dtype: string\n" ] } ], "source": [ "Date = df['DATE']\n", "print (Date)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Each column of a Pandas dataframe is known as a series. It is basically an array of values, each of which has a corresponding row #. By default, row #'s accompanying a Series are numbered consecutively, starting with 0 (since Python's convention is to use zero-based indexing )." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can reference a particular value, or set of values, of a Series by using array-based notation. Below, let's print out the first 30 rows of the dates." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 2022-01-01\n", "1 2022-01-02\n", "2 2022-01-03\n", "3 2022-01-04\n", "4 2022-01-05\n", "5 2022-01-06\n", "6 2022-01-07\n", "7 2022-01-08\n", "8 2022-01-09\n", "9 2022-01-10\n", "10 2022-01-11\n", "11 2022-01-12\n", "12 2022-01-13\n", "13 2022-01-14\n", "14 2022-01-15\n", "15 2022-01-16\n", "16 2022-01-17\n", "17 2022-01-18\n", "18 2022-01-19\n", "19 2022-01-20\n", "20 2022-01-21\n", "21 2022-01-22\n", "22 2022-01-23\n", "23 2022-01-24\n", "24 2022-01-25\n", "25 2022-01-26\n", "26 2022-01-27\n", "27 2022-01-28\n", "28 2022-01-29\n", "29 2022-01-30\n", "Name: DATE, dtype: string\n" ] } ], "source": [ "print (Date[:30])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Similarly, let's print out the last, or 364th row (Why is it 364, not 365???)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2022-12-31\n" ] } ], "source": [ "print(Date[364])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that using -1 as the last index doesn't work!" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "-1", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/indexes/range.py:385\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 385\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_range\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnew_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", "\u001b[0;31mValueError\u001b[0m: -1 is not in range", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [11]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mDate\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m)\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/series.py:958\u001b[0m, in \u001b[0;36mSeries.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 955\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[key]\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key_is_scalar:\n\u001b[0;32m--> 958\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_hashable(key):\n\u001b[1;32m 961\u001b[0m \u001b[38;5;66;03m# Otherwise index.get_value will raise InvalidIndexError\u001b[39;00m\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 963\u001b[0m \u001b[38;5;66;03m# For labels that don't resolve as scalars like tuples and frozensets\u001b[39;00m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/series.py:1069\u001b[0m, in \u001b[0;36mSeries._get_value\u001b[0;34m(self, label, takeable)\u001b[0m\n\u001b[1;32m 1066\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[label]\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;66;03m# Similar to Index.get_value, but we do not fall back to positional\u001b[39;00m\n\u001b[0;32m-> 1069\u001b[0m loc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1070\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39m_get_values_for_loc(\u001b[38;5;28mself\u001b[39m, loc, label)\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/indexes/range.py:387\u001b[0m, in \u001b[0;36mRangeIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_range\u001b[38;5;241m.\u001b[39mindex(new_key)\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m--> 387\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 388\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key)\n", "\u001b[0;31mKeyError\u001b[0m: -1" ] } ], "source": [ "print(Date[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, using a negative value as part of a *slice* does work:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "356 2022-12-23\n", "357 2022-12-24\n", "358 2022-12-25\n", "359 2022-12-26\n", "360 2022-12-27\n", "361 2022-12-28\n", "362 2022-12-29\n", "363 2022-12-30\n", "364 2022-12-31\n", "Name: DATE, dtype: string\n" ] } ], "source": [ "print(Date[-9:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE: Now, let's create new Series objects; one for Max Temp (name it *maxT*), and the other for Min Temp (name it *minT*)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# %load /spare11/atm350/common/feb21/01a.py\n", "maxT = df['MAX']\n", "minT = df['MIN']\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 51\n", "1 49\n", "2 23\n", "3 29\n", "4 38\n", " ..\n", "360 34\n", "361 41\n", "362 48\n", "363 57\n", "364 53\n", "Name: MAX, Length: 365, dtype: string" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxT" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 41\n", "1 23\n", "2 13\n", "3 10\n", "4 28\n", " ..\n", "360 22\n", "361 22\n", "362 22\n", "363 43\n", "364 44\n", "Name: MIN, Length: 365, dtype: string" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "minT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's now list all the days that the high temperature was >= 90. Note carefully how we express this test. It will fail!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'>=' not supported between instances of 'str' and 'int'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [16]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m hotDays \u001b[38;5;241m=\u001b[39m \u001b[43mmaxT\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m>\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m90\u001b[39;49m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer..new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m\n\u001b[1;32m 68\u001b[0m other \u001b[38;5;241m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> 70\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;129m@unpack_zerodim_and_defer\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__ge__\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__ge__\u001b[39m(\u001b[38;5;28mself\u001b[39m, other):\n\u001b[0;32m---> 60\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cmp_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moperator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mge\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/series.py:5623\u001b[0m, in \u001b[0;36mSeries._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m 5620\u001b[0m rvalues \u001b[38;5;241m=\u001b[39m extract_array(other, extract_numpy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, extract_range\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 5622\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m np\u001b[38;5;241m.\u001b[39merrstate(\u001b[38;5;28mall\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m-> 5623\u001b[0m res_values \u001b[38;5;241m=\u001b[39m \u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcomparison_op\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5625\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_construct_result(res_values, name\u001b[38;5;241m=\u001b[39mres_name)\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/ops/array_ops.py:269\u001b[0m, in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m 260\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 261\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLengths must match to compare\u001b[39m\u001b[38;5;124m\"\u001b[39m, lvalues\u001b[38;5;241m.\u001b[39mshape, rvalues\u001b[38;5;241m.\u001b[39mshape\n\u001b[1;32m 262\u001b[0m )\n\u001b[1;32m 264\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m should_extension_dispatch(lvalues, rvalues) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[1;32m 265\u001b[0m (\u001b[38;5;28misinstance\u001b[39m(rvalues, (Timedelta, BaseOffset, Timestamp)) \u001b[38;5;129;01mor\u001b[39;00m right \u001b[38;5;129;01mis\u001b[39;00m NaT)\n\u001b[1;32m 266\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_object_dtype(lvalues\u001b[38;5;241m.\u001b[39mdtype)\n\u001b[1;32m 267\u001b[0m ):\n\u001b[1;32m 268\u001b[0m \u001b[38;5;66;03m# Call the method on lvalues\u001b[39;00m\n\u001b[0;32m--> 269\u001b[0m res_values \u001b[38;5;241m=\u001b[39m \u001b[43mop\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrvalues\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 271\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m is_scalar(rvalues) \u001b[38;5;129;01mand\u001b[39;00m isna(rvalues): \u001b[38;5;66;03m# TODO: but not pd.NA?\u001b[39;00m\n\u001b[1;32m 272\u001b[0m \u001b[38;5;66;03m# numpy does not like comparisons vs None\u001b[39;00m\n\u001b[1;32m 273\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m op \u001b[38;5;129;01mis\u001b[39;00m operator\u001b[38;5;241m.\u001b[39mne:\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/ops/common.py:70\u001b[0m, in \u001b[0;36m_unpack_zerodim_and_defer..new_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mNotImplemented\u001b[39m\n\u001b[1;32m 68\u001b[0m other \u001b[38;5;241m=\u001b[39m item_from_zerodim(other)\n\u001b[0;32m---> 70\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/arraylike.py:60\u001b[0m, in \u001b[0;36mOpsMixin.__ge__\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;129m@unpack_zerodim_and_defer\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__ge__\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__ge__\u001b[39m(\u001b[38;5;28mself\u001b[39m, other):\n\u001b[0;32m---> 60\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cmp_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moperator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mge\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/pandas/core/arrays/string_.py:510\u001b[0m, in \u001b[0;36mStringArray._cmp_method\u001b[0;34m(self, other, op)\u001b[0m\n\u001b[1;32m 507\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 508\u001b[0m \u001b[38;5;66;03m# logical\u001b[39;00m\n\u001b[1;32m 509\u001b[0m result \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ndarray), dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbool\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 510\u001b[0m result[valid] \u001b[38;5;241m=\u001b[39m \u001b[43mop\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_ndarray\u001b[49m\u001b[43m[\u001b[49m\u001b[43mvalid\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 511\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m BooleanArray(result, mask)\n", "\u001b[0;31mTypeError\u001b[0m: '>=' not supported between instances of 'str' and 'int'" ] } ], "source": [ "hotDays = maxT >= 90" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Why did it fail? Remember, when we read in the file, we had Pandas assign the type of every column to string! We need to change the type of maxT to a numerical value. Let's use a 32-bit floating point #, as that will be more than enough precision for this type of measurement. We'll do the same for the minimum temp." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "maxT = maxT.astype(\"float32\")\n", "minT = minT.astype(\"float32\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 51.0\n", "1 49.0\n", "2 23.0\n", "3 29.0\n", "4 38.0\n", " ... \n", "360 34.0\n", "361 41.0\n", "362 48.0\n", "363 57.0\n", "364 53.0\n", "Name: MAX, Length: 365, dtype: float32" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxT" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "hotDays = maxT >= 90" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now, the test works. What does this data series look like? It actually is a table of booleans ... i.e., true/false values." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "360 False\n", "361 False\n", "362 False\n", "363 False\n", "364 False\n", "Name: MAX, Length: 365, dtype: bool\n" ] } ], "source": [ "print (hotDays)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### As the default output only includes the first and last 5 rows , let's `slice` and pull out a period in the middle of the year, where we might be more likely to get some `True`s!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "180 False\n", "181 True\n", "182 False\n", "183 False\n", "184 False\n", "185 False\n", "186 False\n", "187 False\n", "188 False\n", "189 False\n", "190 False\n", "191 True\n", "192 True\n", "193 False\n", "194 False\n", "Name: MAX, dtype: bool\n" ] } ], "source": [ "print (hotDays[180:195])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now, let's get a count of the # of days meeting this temperature criterion. Note carefully that we first have to express our set of days exceeding the threshold as a Pandas series. Then, recall that to get a count of the # of rows, we take the first (0th) element of the array returned by a call to the `shape` method." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " DATE MAX MIN AVG DEP HDD CDD PCP SNW DPT\n", "140 2022-05-21 91 65 78.0 16.8 0 13 0.00 0.0 0\n", "141 2022-05-22 90 59 74.5 13.0 0 10 0.09 0.0 0\n", "150 2022-05-31 92 65 78.5 14.4 0 14 0.00 0.0 0\n", "175 2022-06-25 91 58 74.5 3.6 0 10 0.00 0.0 0\n", "176 2022-06-26 93 61 77.0 5.8 0 12 0.00 0.0 0\n", "181 2022-07-01 95 68 81.5 9.4 0 17 0.13 0.0 0\n", "191 2022-07-11 91 55 73.0 -0.3 0 8 0.00 0.0 0\n", "192 2022-07-12 91 70 80.5 7.2 0 16 T 0.0 0\n", "197 2022-07-17 92 67 79.5 6.0 0 15 0.00 0.0 0\n", "199 2022-07-19 92 71 81.5 8.0 0 17 0.00 0.0 0\n", "200 2022-07-20 97 72 84.5 11.0 0 20 0.03 0.0 0\n", "201 2022-07-21 96 72 84.0 10.5 0 19 0.00 0.0 0\n", "202 2022-07-22 93 68 80.5 7.1 0 16 0.01 0.0 0\n", "203 2022-07-23 97 65 81.0 7.6 0 16 0.00 0.0 0\n", "204 2022-07-24 97 69 83.0 9.6 0 18 0.07 0.0 0\n", "208 2022-07-28 92 67 79.5 6.3 0 15 T 0.0 0\n", "214 2022-08-03 90 64 77.0 4.2 0 12 0.00 0.0 0\n", "215 2022-08-04 99 72 85.5 12.7 0 21 0.74 0.0 0\n", "216 2022-08-05 93 71 82.0 9.3 0 17 T 0.0 0\n", "217 2022-08-06 93 70 81.5 8.9 0 17 0.51 0.0 0\n", "218 2022-08-07 91 76 83.5 11.0 0 19 0.40 0.0 0\n", "219 2022-08-08 95 75 85.0 12.6 0 20 0.08 0.0 0\n", "231 2022-08-20 93 63 78.0 7.0 0 13 0.00 0.0 0\n", "240 2022-08-29 91 69 80.0 10.7 0 15 0.00 0.0 0\n", "241 2022-08-30 90 66 78.0 8.9 0 13 0.76 0.0 0" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[maxT >= 90]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "25" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[maxT >= 90].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's reverse the sense of the test, and get its count. The two counts should add up to 365!" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "340" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[maxT < 90].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can combine a test of two different thresholds. Let's get a count of days where the max. temperature was in the 70s or 80s." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "118" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(maxT< 90) & (maxT>=70)].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's show all the climate data for all these \"pleasantly warm\" days!" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " DATE MAX MIN AVG DEP HDD CDD PCP SNW DPT\n", "76 2022-03-18 71 43 57.0 20.7 8 0 0.00 0.0 0\n", "102 2022-04-13 77 41 59.0 12.1 6 0 T 0.0 0\n", "103 2022-04-14 82 45 63.5 16.1 1 0 0.01 0.0 0\n", "113 2022-04-24 72 45 58.5 6.6 6 0 T 0.0 0\n", "128 2022-05-09 75 35 55.0 -2.6 10 0 0.00 0.0 0\n", ".. ... .. .. ... ... .. .. ... ... ..\n", "298 2022-10-26 76 58 67.0 19.3 0 2 0.00 0.0 0\n", "307 2022-11-04 71 46 58.5 14.0 6 0 0.00 0.0 0\n", "308 2022-11-05 76 61 68.5 24.3 0 4 0.00 0.0 0\n", "309 2022-11-06 72 67 69.5 25.7 0 5 0.00 0.0 0\n", "315 2022-11-12 71 49 60.0 18.3 5 0 0.66 0.0 0\n", "\n", "[118 rows x 10 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pleasant = df[(maxT< 90) & (maxT>=70)]\n", "pleasant" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notice that after a certain point, not all the rows are displayed to the notebook. We can eliminate the limit of maximum rows and thus show all of the matching days." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DATEMAXMINAVGDEPHDDCDDPCPSNWDPT
762022-03-18714357.020.7800.000.00
1022022-04-13774159.012.160T0.00
1032022-04-14824563.516.1100.010.00
1132022-04-24724558.56.660T0.00
1282022-05-09753555.0-2.61000.000.00
1292022-05-10773958.00.1700.000.00
1302022-05-11824061.02.8400.000.00
1312022-05-12874465.56.9010.000.00
1322022-05-13846273.014.1080.000.00
1332022-05-14846675.015.80100.070.00
1342022-05-15826473.013.5080.280.00
1352022-05-16825769.59.7050.490.00
1392022-05-20794662.51.5200.000.00
1432022-05-24725061.0-1.1400.000.00
1442022-05-25775566.03.6010.000.00
1452022-05-26745765.52.8010.000.00
1462022-05-27776370.07.1050.000.00
1472022-05-28805668.04.8030.040.00
1482022-05-29805165.52.0010.000.00
1492022-05-30885571.57.7070.000.00
1522022-06-02786370.55.9060.000.00
1532022-06-03785868.03.103T0.00
1542022-06-04784963.5-1.7100.000.00
1552022-06-05774762.0-3.5300.000.00
1562022-06-06815166.00.2010.000.00
1572022-06-07806572.56.4080.080.00
1582022-06-08776169.02.6040.260.00
1592022-06-09755866.5-0.2020.750.00
1602022-06-10765364.5-2.5000.000.00
1612022-06-11785064.0-3.3100.000.00
1622022-06-12785566.5-1.0020.010.00
1632022-06-13826071.03.2060.000.00
1642022-06-14835368.0-0.1030.000.00
1652022-06-15845770.52.1060.000.00
1662022-06-16756670.51.806T0.00
1672022-06-17866776.57.60120.000.00
1692022-06-19735061.5-8.0300.000.00
1702022-06-20824764.5-5.2000.000.00
1712022-06-21705160.5-9.5400.050.00
1732022-06-23736066.5-4.0020.020.00
1742022-06-24866173.52.8090.000.00
1772022-06-27806170.5-0.9060.300.00
1782022-06-28795567.0-4.6020.000.00
1792022-06-29855369.0-2.8040.000.00
1802022-06-30855670.5-1.5060.000.00
1822022-07-02876274.52.20100.070.00
1832022-07-03835971.0-1.4060.000.00
1842022-07-04845469.0-3.6040.000.00
1852022-07-05746569.5-3.2050.350.00
1862022-07-06816372.0-0.8070.020.00
1872022-07-07855871.5-1.4070.000.00
1882022-07-08856776.03.00110.000.00
1892022-07-09806170.5-2.6060.000.00
1902022-07-10815266.5-6.7020.000.00
1932022-07-13876274.51.1010T0.00
1942022-07-14856575.01.60100.000.00
1952022-07-15865771.5-1.9070.000.00
1962022-07-16886074.00.509T0.00
1982022-07-18817377.03.50120.160.00
2052022-07-25886576.53.10120.600.00
2062022-07-26806170.5-2.8060.000.00
2072022-07-27835770.0-3.3050.000.00
2092022-07-29896878.55.30140.010.00
2102022-07-30826473.0-0.1080.000.00
2112022-07-31866073.00.0080.000.00
2122022-08-01896979.06.00140.000.00
2132022-08-02897079.56.60150.000.00
2202022-08-09866776.54.20120.070.00
2212022-08-10796371.0-1.2060.000.00
2222022-08-11856374.01.9090.000.00
2232022-08-12796069.5-2.5050.000.00
2242022-08-13795969.0-2.9040.000.00
2252022-08-14825468.0-3.8030.000.00
2262022-08-15875872.50.8080.000.00
2272022-08-16875872.50.908T0.00
2282022-08-17786270.0-1.5050.760.00
2292022-08-18816171.0-0.3060.000.00
2302022-08-19895873.52.3090.000.00
2322022-08-21887079.08.10140.000.00
2332022-08-22817075.54.8011T0.00
2342022-08-23806874.03.4090.470.00
2352022-08-24866676.05.60110.000.00
2362022-08-25876073.53.3090.020.00
2372022-08-26836272.52.5080.030.00
2382022-08-27816472.52.7080.000.00
2392022-08-28835971.01.4060.000.00
2422022-08-31796672.53.708T0.00
2432022-09-01735564.0-4.6100.010.00
2442022-09-02804864.0-4.3100.000.00
2452022-09-03835669.51.5050.000.00
2462022-09-04876174.06.3090.010.00
2492022-09-07725965.5-1.3010.000.00
2502022-09-08805869.02.5040.000.00
2512022-09-09835569.02.9040.000.00
2522022-09-10835669.53.7050.000.00
2532022-09-11746469.03.6040.020.00
2542022-09-12806572.57.408T0.00
2552022-09-13795868.53.8041.570.00
2562022-09-14795768.03.7030.000.00
2572022-09-15705160.5-3.4400.000.00
2582022-09-16714558.0-5.5700.000.00
2592022-09-17725161.5-1.6300.000.00
2602022-09-18806271.08.3060.440.00
2612022-09-19816372.09.7070.340.00
2622022-09-20755967.05.102T0.00
2632022-09-21765766.55.0020.000.00
2642022-09-22715161.00.0400.640.00
2682022-09-26715362.02.7300.230.00
2782022-10-06754258.53.4600.000.00
2792022-10-07714859.54.8500.020.00
2842022-10-12714156.03.3900.000.00
2852022-10-13705361.59.1301.210.00
2972022-10-25735865.517.5010.250.00
2982022-10-26765867.019.3020.000.00
3072022-11-04714658.514.0600.000.00
3082022-11-05766168.524.3040.000.00
3092022-11-06726769.525.7050.000.00
3152022-11-12714960.018.3500.660.00
\n", "
" ], "text/plain": [ " DATE MAX MIN AVG DEP HDD CDD PCP SNW DPT\n", "76 2022-03-18 71 43 57.0 20.7 8 0 0.00 0.0 0\n", "102 2022-04-13 77 41 59.0 12.1 6 0 T 0.0 0\n", "103 2022-04-14 82 45 63.5 16.1 1 0 0.01 0.0 0\n", "113 2022-04-24 72 45 58.5 6.6 6 0 T 0.0 0\n", "128 2022-05-09 75 35 55.0 -2.6 10 0 0.00 0.0 0\n", "129 2022-05-10 77 39 58.0 0.1 7 0 0.00 0.0 0\n", "130 2022-05-11 82 40 61.0 2.8 4 0 0.00 0.0 0\n", "131 2022-05-12 87 44 65.5 6.9 0 1 0.00 0.0 0\n", "132 2022-05-13 84 62 73.0 14.1 0 8 0.00 0.0 0\n", "133 2022-05-14 84 66 75.0 15.8 0 10 0.07 0.0 0\n", "134 2022-05-15 82 64 73.0 13.5 0 8 0.28 0.0 0\n", "135 2022-05-16 82 57 69.5 9.7 0 5 0.49 0.0 0\n", "139 2022-05-20 79 46 62.5 1.5 2 0 0.00 0.0 0\n", "143 2022-05-24 72 50 61.0 -1.1 4 0 0.00 0.0 0\n", "144 2022-05-25 77 55 66.0 3.6 0 1 0.00 0.0 0\n", "145 2022-05-26 74 57 65.5 2.8 0 1 0.00 0.0 0\n", "146 2022-05-27 77 63 70.0 7.1 0 5 0.00 0.0 0\n", "147 2022-05-28 80 56 68.0 4.8 0 3 0.04 0.0 0\n", "148 2022-05-29 80 51 65.5 2.0 0 1 0.00 0.0 0\n", "149 2022-05-30 88 55 71.5 7.7 0 7 0.00 0.0 0\n", "152 2022-06-02 78 63 70.5 5.9 0 6 0.00 0.0 0\n", "153 2022-06-03 78 58 68.0 3.1 0 3 T 0.0 0\n", "154 2022-06-04 78 49 63.5 -1.7 1 0 0.00 0.0 0\n", "155 2022-06-05 77 47 62.0 -3.5 3 0 0.00 0.0 0\n", "156 2022-06-06 81 51 66.0 0.2 0 1 0.00 0.0 0\n", "157 2022-06-07 80 65 72.5 6.4 0 8 0.08 0.0 0\n", "158 2022-06-08 77 61 69.0 2.6 0 4 0.26 0.0 0\n", "159 2022-06-09 75 58 66.5 -0.2 0 2 0.75 0.0 0\n", "160 2022-06-10 76 53 64.5 -2.5 0 0 0.00 0.0 0\n", "161 2022-06-11 78 50 64.0 -3.3 1 0 0.00 0.0 0\n", "162 2022-06-12 78 55 66.5 -1.0 0 2 0.01 0.0 0\n", "163 2022-06-13 82 60 71.0 3.2 0 6 0.00 0.0 0\n", "164 2022-06-14 83 53 68.0 -0.1 0 3 0.00 0.0 0\n", "165 2022-06-15 84 57 70.5 2.1 0 6 0.00 0.0 0\n", "166 2022-06-16 75 66 70.5 1.8 0 6 T 0.0 0\n", "167 2022-06-17 86 67 76.5 7.6 0 12 0.00 0.0 0\n", "169 2022-06-19 73 50 61.5 -8.0 3 0 0.00 0.0 0\n", "170 2022-06-20 82 47 64.5 -5.2 0 0 0.00 0.0 0\n", "171 2022-06-21 70 51 60.5 -9.5 4 0 0.05 0.0 0\n", "173 2022-06-23 73 60 66.5 -4.0 0 2 0.02 0.0 0\n", "174 2022-06-24 86 61 73.5 2.8 0 9 0.00 0.0 0\n", "177 2022-06-27 80 61 70.5 -0.9 0 6 0.30 0.0 0\n", "178 2022-06-28 79 55 67.0 -4.6 0 2 0.00 0.0 0\n", "179 2022-06-29 85 53 69.0 -2.8 0 4 0.00 0.0 0\n", "180 2022-06-30 85 56 70.5 -1.5 0 6 0.00 0.0 0\n", "182 2022-07-02 87 62 74.5 2.2 0 10 0.07 0.0 0\n", "183 2022-07-03 83 59 71.0 -1.4 0 6 0.00 0.0 0\n", "184 2022-07-04 84 54 69.0 -3.6 0 4 0.00 0.0 0\n", "185 2022-07-05 74 65 69.5 -3.2 0 5 0.35 0.0 0\n", "186 2022-07-06 81 63 72.0 -0.8 0 7 0.02 0.0 0\n", "187 2022-07-07 85 58 71.5 -1.4 0 7 0.00 0.0 0\n", "188 2022-07-08 85 67 76.0 3.0 0 11 0.00 0.0 0\n", "189 2022-07-09 80 61 70.5 -2.6 0 6 0.00 0.0 0\n", "190 2022-07-10 81 52 66.5 -6.7 0 2 0.00 0.0 0\n", "193 2022-07-13 87 62 74.5 1.1 0 10 T 0.0 0\n", "194 2022-07-14 85 65 75.0 1.6 0 10 0.00 0.0 0\n", "195 2022-07-15 86 57 71.5 -1.9 0 7 0.00 0.0 0\n", "196 2022-07-16 88 60 74.0 0.5 0 9 T 0.0 0\n", "198 2022-07-18 81 73 77.0 3.5 0 12 0.16 0.0 0\n", "205 2022-07-25 88 65 76.5 3.1 0 12 0.60 0.0 0\n", "206 2022-07-26 80 61 70.5 -2.8 0 6 0.00 0.0 0\n", "207 2022-07-27 83 57 70.0 -3.3 0 5 0.00 0.0 0\n", "209 2022-07-29 89 68 78.5 5.3 0 14 0.01 0.0 0\n", "210 2022-07-30 82 64 73.0 -0.1 0 8 0.00 0.0 0\n", "211 2022-07-31 86 60 73.0 0.0 0 8 0.00 0.0 0\n", "212 2022-08-01 89 69 79.0 6.0 0 14 0.00 0.0 0\n", "213 2022-08-02 89 70 79.5 6.6 0 15 0.00 0.0 0\n", "220 2022-08-09 86 67 76.5 4.2 0 12 0.07 0.0 0\n", "221 2022-08-10 79 63 71.0 -1.2 0 6 0.00 0.0 0\n", "222 2022-08-11 85 63 74.0 1.9 0 9 0.00 0.0 0\n", "223 2022-08-12 79 60 69.5 -2.5 0 5 0.00 0.0 0\n", "224 2022-08-13 79 59 69.0 -2.9 0 4 0.00 0.0 0\n", "225 2022-08-14 82 54 68.0 -3.8 0 3 0.00 0.0 0\n", "226 2022-08-15 87 58 72.5 0.8 0 8 0.00 0.0 0\n", "227 2022-08-16 87 58 72.5 0.9 0 8 T 0.0 0\n", "228 2022-08-17 78 62 70.0 -1.5 0 5 0.76 0.0 0\n", "229 2022-08-18 81 61 71.0 -0.3 0 6 0.00 0.0 0\n", "230 2022-08-19 89 58 73.5 2.3 0 9 0.00 0.0 0\n", "232 2022-08-21 88 70 79.0 8.1 0 14 0.00 0.0 0\n", "233 2022-08-22 81 70 75.5 4.8 0 11 T 0.0 0\n", "234 2022-08-23 80 68 74.0 3.4 0 9 0.47 0.0 0\n", "235 2022-08-24 86 66 76.0 5.6 0 11 0.00 0.0 0\n", "236 2022-08-25 87 60 73.5 3.3 0 9 0.02 0.0 0\n", "237 2022-08-26 83 62 72.5 2.5 0 8 0.03 0.0 0\n", "238 2022-08-27 81 64 72.5 2.7 0 8 0.00 0.0 0\n", "239 2022-08-28 83 59 71.0 1.4 0 6 0.00 0.0 0\n", "242 2022-08-31 79 66 72.5 3.7 0 8 T 0.0 0\n", "243 2022-09-01 73 55 64.0 -4.6 1 0 0.01 0.0 0\n", "244 2022-09-02 80 48 64.0 -4.3 1 0 0.00 0.0 0\n", "245 2022-09-03 83 56 69.5 1.5 0 5 0.00 0.0 0\n", "246 2022-09-04 87 61 74.0 6.3 0 9 0.01 0.0 0\n", "249 2022-09-07 72 59 65.5 -1.3 0 1 0.00 0.0 0\n", "250 2022-09-08 80 58 69.0 2.5 0 4 0.00 0.0 0\n", "251 2022-09-09 83 55 69.0 2.9 0 4 0.00 0.0 0\n", "252 2022-09-10 83 56 69.5 3.7 0 5 0.00 0.0 0\n", "253 2022-09-11 74 64 69.0 3.6 0 4 0.02 0.0 0\n", "254 2022-09-12 80 65 72.5 7.4 0 8 T 0.0 0\n", "255 2022-09-13 79 58 68.5 3.8 0 4 1.57 0.0 0\n", "256 2022-09-14 79 57 68.0 3.7 0 3 0.00 0.0 0\n", "257 2022-09-15 70 51 60.5 -3.4 4 0 0.00 0.0 0\n", "258 2022-09-16 71 45 58.0 -5.5 7 0 0.00 0.0 0\n", "259 2022-09-17 72 51 61.5 -1.6 3 0 0.00 0.0 0\n", "260 2022-09-18 80 62 71.0 8.3 0 6 0.44 0.0 0\n", "261 2022-09-19 81 63 72.0 9.7 0 7 0.34 0.0 0\n", "262 2022-09-20 75 59 67.0 5.1 0 2 T 0.0 0\n", "263 2022-09-21 76 57 66.5 5.0 0 2 0.00 0.0 0\n", "264 2022-09-22 71 51 61.0 0.0 4 0 0.64 0.0 0\n", "268 2022-09-26 71 53 62.0 2.7 3 0 0.23 0.0 0\n", "278 2022-10-06 75 42 58.5 3.4 6 0 0.00 0.0 0\n", "279 2022-10-07 71 48 59.5 4.8 5 0 0.02 0.0 0\n", "284 2022-10-12 71 41 56.0 3.3 9 0 0.00 0.0 0\n", "285 2022-10-13 70 53 61.5 9.1 3 0 1.21 0.0 0\n", "297 2022-10-25 73 58 65.5 17.5 0 1 0.25 0.0 0\n", "298 2022-10-26 76 58 67.0 19.3 0 2 0.00 0.0 0\n", "307 2022-11-04 71 46 58.5 14.0 6 0 0.00 0.0 0\n", "308 2022-11-05 76 61 68.5 24.3 0 4 0.00 0.0 0\n", "309 2022-11-06 72 67 69.5 25.7 0 5 0.00 0.0 0\n", "315 2022-11-12 71 49 60.0 18.3 5 0 0.66 0.0 0" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.set_option ('display.max_rows', None)\n", "pleasant" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now let's visualize the temperature trace over the year! Pandas has a method that directly calls Matplotlib's plotting package." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n"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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "minT.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The data plotted fine, but the look could be better. First, let's import a package, `seaborn`, that when imported and `set` using its own method, makes matplotlib's graphs look better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Info on seaborn: https://seaborn.pydata.org/index.html" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "maxT.plot()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "minT.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next, let's plot the two traces simultaneously on the graph so we can better discern max and min temps (this will also enure a single y-axis that will encompass the range of temperature values). We'll also add some helpful labels and expand the size of the figure." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Temperature ($^\\\\circ$F)')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax.plot (Date, maxT, color='red')\n", "ax.plot (Date, minT, color='blue')\n", "ax.set_title (\"ALB Year 2022\")\n", "ax.set_xlabel('Day of Year')\n", "ax.set_ylabel('Temperature ($^\\circ$F)')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### You will notice that this graphic took some time to render. Note that the x-axis label is virtually unreadable. This is because every date is being printed! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We will deal with this by using one of Pandas' methods that take strings and convert them to a special type of data ... not strings nor numbers, but datetime objects. Note carefully how we do this here ... it is not terribly intuitive, but we'll explain it more in an upcoming lecture/notebook on `datetime`. You will see though that the output column now looks a bit more *date-like*, with a four-digit year followed by two-digit month and date." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 2022-01-01\n", "1 2022-01-02\n", "2 2022-01-03\n", "3 2022-01-04\n", "4 2022-01-05\n", "5 2022-01-06\n", "6 2022-01-07\n", "7 2022-01-08\n", "8 2022-01-09\n", "9 2022-01-10\n", "10 2022-01-11\n", "11 2022-01-12\n", "12 2022-01-13\n", "13 2022-01-14\n", "14 2022-01-15\n", "15 2022-01-16\n", "16 2022-01-17\n", "17 2022-01-18\n", "18 2022-01-19\n", "19 2022-01-20\n", "20 2022-01-21\n", "21 2022-01-22\n", "22 2022-01-23\n", "23 2022-01-24\n", "24 2022-01-25\n", "25 2022-01-26\n", "26 2022-01-27\n", "27 2022-01-28\n", "28 2022-01-29\n", "29 2022-01-30\n", "30 2022-01-31\n", "31 2022-02-01\n", "32 2022-02-02\n", "33 2022-02-03\n", "34 2022-02-04\n", "35 2022-02-05\n", "36 2022-02-06\n", "37 2022-02-07\n", "38 2022-02-08\n", "39 2022-02-09\n", "40 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2022-08-31\n", "243 2022-09-01\n", "244 2022-09-02\n", "245 2022-09-03\n", "246 2022-09-04\n", "247 2022-09-05\n", "248 2022-09-06\n", "249 2022-09-07\n", "250 2022-09-08\n", "251 2022-09-09\n", "252 2022-09-10\n", "253 2022-09-11\n", "254 2022-09-12\n", "255 2022-09-13\n", "256 2022-09-14\n", "257 2022-09-15\n", "258 2022-09-16\n", "259 2022-09-17\n", "260 2022-09-18\n", "261 2022-09-19\n", "262 2022-09-20\n", "263 2022-09-21\n", "264 2022-09-22\n", "265 2022-09-23\n", "266 2022-09-24\n", "267 2022-09-25\n", "268 2022-09-26\n", "269 2022-09-27\n", "270 2022-09-28\n", "271 2022-09-29\n", "272 2022-09-30\n", "273 2022-10-01\n", "274 2022-10-02\n", "275 2022-10-03\n", "276 2022-10-04\n", "277 2022-10-05\n", "278 2022-10-06\n", "279 2022-10-07\n", "280 2022-10-08\n", "281 2022-10-09\n", "282 2022-10-10\n", "283 2022-10-11\n", "284 2022-10-12\n", "285 2022-10-13\n", "286 2022-10-14\n", "287 2022-10-15\n", "288 2022-10-16\n", "289 2022-10-17\n", "290 2022-10-18\n", "291 2022-10-19\n", "292 2022-10-20\n", "293 2022-10-21\n", "294 2022-10-22\n", "295 2022-10-23\n", "296 2022-10-24\n", "297 2022-10-25\n", "298 2022-10-26\n", "299 2022-10-27\n", "300 2022-10-28\n", "301 2022-10-29\n", "302 2022-10-30\n", "303 2022-10-31\n", "304 2022-11-01\n", "305 2022-11-02\n", "306 2022-11-03\n", "307 2022-11-04\n", "308 2022-11-05\n", "309 2022-11-06\n", "310 2022-11-07\n", "311 2022-11-08\n", "312 2022-11-09\n", "313 2022-11-10\n", "314 2022-11-11\n", "315 2022-11-12\n", "316 2022-11-13\n", "317 2022-11-14\n", "318 2022-11-15\n", "319 2022-11-16\n", "320 2022-11-17\n", "321 2022-11-18\n", "322 2022-11-19\n", "323 2022-11-20\n", "324 2022-11-21\n", "325 2022-11-22\n", "326 2022-11-23\n", "327 2022-11-24\n", "328 2022-11-25\n", "329 2022-11-26\n", "330 2022-11-27\n", "331 2022-11-28\n", "332 2022-11-29\n", "333 2022-11-30\n", "334 2022-12-01\n", "335 2022-12-02\n", "336 2022-12-03\n", "337 2022-12-04\n", "338 2022-12-05\n", "339 2022-12-06\n", "340 2022-12-07\n", "341 2022-12-08\n", "342 2022-12-09\n", "343 2022-12-10\n", "344 2022-12-11\n", "345 2022-12-12\n", "346 2022-12-13\n", "347 2022-12-14\n", "348 2022-12-15\n", "349 2022-12-16\n", "350 2022-12-17\n", "351 2022-12-18\n", "352 2022-12-19\n", "353 2022-12-20\n", "354 2022-12-21\n", "355 2022-12-22\n", "356 2022-12-23\n", "357 2022-12-24\n", "358 2022-12-25\n", "359 2022-12-26\n", "360 2022-12-27\n", "361 2022-12-28\n", "362 2022-12-29\n", "363 2022-12-30\n", "364 2022-12-31\n", "Name: DATE, dtype: datetime64[ns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Date = pd.to_datetime(Date,format=\"%Y-%m-%d\")\n", "Date" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matplotlib will recognize this array as being date/time-related, and when we pass it in as the x-axis, the graphic appears faster, and we also have a more meaningful x-axis label." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax.plot (Date, maxT, color='red')\n", "ax.plot (Date, minT, color='blue')\n", "ax.set_title (\"ALB Year 2022\")\n", "ax.set_xlabel('Day of Year')\n", "ax.set_ylabel('Temperature ($^\\circ$F)');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We'll further refine the look of the plot by adding a legend and have vertical grid lines on a frequency of one month." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "from matplotlib.dates import DateFormatter, AutoDateLocator,HourLocator,DayLocator,MonthLocator" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax.plot (Date, maxT, color='red',label = \"Max T\")\n", "ax.plot (Date, minT, color='blue', label = \"Min T\")\n", "ax.set_title (\"ALB Year 2022\")\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Temperature ($^\\circ$F)' )\n", "ax.xaxis.set_major_locator(MonthLocator(interval=1))\n", "dateFmt = DateFormatter('%b %d')\n", "ax.xaxis.set_major_formatter(dateFmt)\n", "ax.legend (loc=\"best\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's save our beautiful graphic to disk." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "fig.savefig ('albTemps2022.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now, let's answer the question, \"what was the most common range of maximum temperatures last year in Albany?\" via a histogram. We use `matplotlib`'s `hist` method." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 5., 13., 37., 42., 38., 46., 52., 52., 55., 25.]),\n", " array([ 8. , 17.1, 26.2, 35.3, 44.4, 53.5, 62.6, 71.7, 80.8, 89.9, 99. ],\n", " dtype=float32),\n", " )" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a figure and size it.\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "# Create a histogram of our data series and divide it in to 10 bins.\n", "ax.hist(maxT, bins=10, color='k', alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ok, but the 10 bins were autoselected. Let's customize our call to the `hist` method by specifying the bounds of each of our bins.\n", "### How can we learn more about how to customize this call? Append a `?` to the name of the method." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mSignature:\u001b[0m\n", "\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mbins\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdensity\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcumulative\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mbottom\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mhisttype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'bar'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0malign\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'mid'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'vertical'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mrwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlog\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mstacked\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "Plot a histogram.\n", "\n", "Compute and draw the histogram of *x*. The return value is a tuple\n", "(*n*, *bins*, *patches*) or ([*n0*, *n1*, ...], *bins*, [*patches0*,\n", "*patches1*, ...]) if the input contains multiple data. See the\n", "documentation of the *weights* parameter to draw a histogram of\n", "already-binned data.\n", "\n", "Multiple data can be provided via *x* as a list of datasets\n", "of potentially different length ([*x0*, *x1*, ...]), or as\n", "a 2D ndarray in which each column is a dataset. Note that\n", "the ndarray form is transposed relative to the list form.\n", "\n", "Masked arrays are not supported.\n", "\n", "The *bins*, *range*, *weights*, and *density* parameters behave as in\n", "`numpy.histogram`.\n", "\n", "Parameters\n", "----------\n", "x : (n,) array or sequence of (n,) arrays\n", " Input values, this takes either a single array or a sequence of\n", " arrays which are not required to be of the same length.\n", "\n", "bins : int or sequence or str, default: :rc:`hist.bins`\n", " If *bins* is an integer, it defines the number of equal-width bins\n", " in the range.\n", "\n", " If *bins* is a sequence, it defines the bin edges, including the\n", " left edge of the first bin and the right edge of the last bin;\n", " in this case, bins may be unequally spaced. All but the last\n", " (righthand-most) bin is half-open. In other words, if *bins* is::\n", "\n", " [1, 2, 3, 4]\n", "\n", " then the first bin is ``[1, 2)`` (including 1, but excluding 2) and\n", " the second ``[2, 3)``. The last bin, however, is ``[3, 4]``, which\n", " *includes* 4.\n", "\n", " If *bins* is a string, it is one of the binning strategies\n", " supported by `numpy.histogram_bin_edges`: 'auto', 'fd', 'doane',\n", " 'scott', 'stone', 'rice', 'sturges', or 'sqrt'.\n", "\n", "range : tuple or None, default: None\n", " The lower and upper range of the bins. Lower and upper outliers\n", " are ignored. If not provided, *range* is ``(x.min(), x.max())``.\n", " Range has no effect if *bins* is a sequence.\n", "\n", " If *bins* is a sequence or *range* is specified, autoscaling\n", " is based on the specified bin range instead of the\n", " range of x.\n", "\n", "density : bool, default: False\n", " If ``True``, draw and return a probability density: each bin\n", " will display the bin's raw count divided by the total number of\n", " counts *and the bin width*\n", " (``density = counts / (sum(counts) * np.diff(bins))``),\n", " so that the area under the histogram integrates to 1\n", " (``np.sum(density * np.diff(bins)) == 1``).\n", "\n", " If *stacked* is also ``True``, the sum of the histograms is\n", " normalized to 1.\n", "\n", "weights : (n,) array-like or None, default: None\n", " An array of weights, of the same shape as *x*. Each value in\n", " *x* only contributes its associated weight towards the bin count\n", " (instead of 1). If *density* is ``True``, the weights are\n", " normalized, so that the integral of the density over the range\n", " remains 1.\n", "\n", " This parameter can be used to draw a histogram of data that has\n", " already been binned, e.g. using `numpy.histogram` (by treating each\n", " bin as a single point with a weight equal to its count) ::\n", "\n", " counts, bins = np.histogram(data)\n", " plt.hist(bins[:-1], bins, weights=counts)\n", "\n", " (or you may alternatively use `~.bar()`).\n", "\n", "cumulative : bool or -1, default: False\n", " If ``True``, then a histogram is computed where each bin gives the\n", " counts in that bin plus all bins for smaller values. The last bin\n", " gives the total number of datapoints.\n", "\n", " If *density* is also ``True`` then the histogram is normalized such\n", " that the last bin equals 1.\n", "\n", " If *cumulative* is a number less than 0 (e.g., -1), the direction\n", " of accumulation is reversed. In this case, if *density* is also\n", " ``True``, then the histogram is normalized such that the first bin\n", " equals 1.\n", "\n", "bottom : array-like, scalar, or None, default: None\n", " Location of the bottom of each bin, ie. bins are drawn from\n", " ``bottom`` to ``bottom + hist(x, bins)`` If a scalar, the bottom\n", " of each bin is shifted by the same amount. If an array, each bin\n", " is shifted independently and the length of bottom must match the\n", " number of bins. If None, defaults to 0.\n", "\n", "histtype : {'bar', 'barstacked', 'step', 'stepfilled'}, default: 'bar'\n", " The type of histogram to draw.\n", "\n", " - 'bar' is a traditional bar-type histogram. If multiple data\n", " are given the bars are arranged side by side.\n", " - 'barstacked' is a bar-type histogram where multiple\n", " data are stacked on top of each other.\n", " - 'step' generates a lineplot that is by default unfilled.\n", " - 'stepfilled' generates a lineplot that is by default filled.\n", "\n", "align : {'left', 'mid', 'right'}, default: 'mid'\n", " The horizontal alignment of the histogram bars.\n", "\n", " - 'left': bars are centered on the left bin edges.\n", " - 'mid': bars are centered between the bin edges.\n", " - 'right': bars are centered on the right bin edges.\n", "\n", "orientation : {'vertical', 'horizontal'}, default: 'vertical'\n", " If 'horizontal', `~.Axes.barh` will be used for bar-type histograms\n", " and the *bottom* kwarg will be the left edges.\n", "\n", "rwidth : float or None, default: None\n", " The relative width of the bars as a fraction of the bin width. If\n", " ``None``, automatically compute the width.\n", "\n", " Ignored if *histtype* is 'step' or 'stepfilled'.\n", "\n", "log : bool, default: False\n", " If ``True``, the histogram axis will be set to a log scale.\n", "\n", "color : color or array-like of colors or None, default: None\n", " Color or sequence of colors, one per dataset. Default (``None``)\n", " uses the standard line color sequence.\n", "\n", "label : str or None, default: None\n", " String, or sequence of strings to match multiple datasets. Bar\n", " charts yield multiple patches per dataset, but only the first gets\n", " the label, so that `~.Axes.legend` will work as expected.\n", "\n", "stacked : bool, default: False\n", " If ``True``, multiple data are stacked on top of each other If\n", " ``False`` multiple data are arranged side by side if histtype is\n", " 'bar' or on top of each other if histtype is 'step'\n", "\n", "Returns\n", "-------\n", "n : array or list of arrays\n", " The values of the histogram bins. See *density* and *weights* for a\n", " description of the possible semantics. If input *x* is an array,\n", " then this is an array of length *nbins*. If input is a sequence of\n", " arrays ``[data1, data2, ...]``, then this is a list of arrays with\n", " the values of the histograms for each of the arrays in the same\n", " order. The dtype of the array *n* (or of its element arrays) will\n", " always be float even if no weighting or normalization is used.\n", "\n", "bins : array\n", " The edges of the bins. Length nbins + 1 (nbins left edges and right\n", " edge of last bin). Always a single array even when multiple data\n", " sets are passed in.\n", "\n", "patches : `.BarContainer` or list of a single `.Polygon` or list of such objects\n", " Container of individual artists used to create the histogram\n", " or list of such containers if there are multiple input datasets.\n", "\n", "Other Parameters\n", "----------------\n", "data : indexable object, optional\n", " If given, the following parameters also accept a string ``s``, which is\n", " interpreted as ``data[s]`` (unless this raises an exception):\n", "\n", " *x*, *weights*\n", "\n", "**kwargs\n", " `~matplotlib.patches.Patch` properties\n", "\n", "See Also\n", "--------\n", "hist2d : 2D histogram with rectangular bins\n", "hexbin : 2D histogram with hexagonal bins\n", "\n", "Notes\n", "-----\n", "For large numbers of bins (>1000), 'step' and 'stepfilled' can be\n", "significantly faster than 'bar' and 'barstacked'.\n", "\u001b[0;31mFile:\u001b[0m /knight/anaconda_aug22/envs/aug22_env/lib/python3.10/site-packages/matplotlib/axes/_axes.py\n", "\u001b[0;31mType:\u001b[0m method\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax.hist?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Revise the call to `ax.hist`, and also draw tick marks that align with the bounds of the histogram's bins." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax.hist(maxT, bins=(0,10,20,30,40,50,60,70,80,90,100), color='k', alpha=0.3)\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save this histogram to disk." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "fig.savefig(\"maxT_hist.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `describe` method on the maximum temperature series to reveal some simple statistical properties." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 365.000000\n", "mean 60.915070\n", "std 21.009434\n", "min 8.000000\n", "25% 43.000000\n", "50% 63.000000\n", "75% 79.000000\n", "max 99.000000\n", "Name: MAX, dtype: float64" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maxT.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. [Project Pythia: Pandas](https://foundations.projectpythia.org/core/pandas.html)\n", "2. [The Carpentries: Pandas](https://swcarpentry.github.io/python-novice-gapminder/07-reading-tabular/index.html)\n", "3. [Matplotlib: Setting x/y-axis tick label properties](https://jakevdp.github.io/PythonDataScienceHandbook/04.10-customizing-ticks.html)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 August 2022 Environment", "language": "python", "name": "aug22" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 4 }