{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson 1 - Pandas and Seaborn\n", "\n", "> How to use the pandas and seaborn libraries to load CSV data into Python, calculate descriptive statistics, and make simple visualisations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/lvwerra/dslectures/master?urlpath=lab/tree/notebooks/lesson01_intro-to-pandas.ipynb) \n", "[![slides](https://img.shields.io/static/v1?label=slides&message=2021-lesson01.pdf&color=blue&logo=Google-drive)](https://drive.google.com/file/d/1H39nvBSNPhPeq1wWXhZEBn5K8c6wz1lP/view)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning objectives" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Gain an introduction to the `DataFrame` data structure of the pandas library\n", "* Import CSV data into a pandas `DataFrame`\n", "* Calculate descriptive statistics with pandas\n", "* Generate histogram, scatter, and correlation plots with the seaborn library" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Chapter 2 of _Hands-On Machine Learning with Scikit-Learn and TensorFlow_ by Aurèlien Geron." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is pandas?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "

Figure: Not a Python library.

\n", "
\n", "\n", "\n", "[pandas](https://pandas.pydata.org/) is one of the most popular Python libraries in data science and for good reasons. It provides high-level data structures and functions that are designed to make working with _structured_ or _tabular_ data fast, easy, and expressive. In particular, pandas provides fancy indexing capabilities that make it easy to reshape, slice and dice, perform aggregregations, and select subsets of data (and more!). Since data manipulation and cleaning are such important skills in data science, pandas will be one of the primary focuses in the first half of this module.\n", "\n", "The two workhorse data structures of pandas are:\n", "\n", "* `Series`: a one-dimensional array-like object that contains a sequence of values and an associated array of data labels, called its _index_;\n", "* `DataFrame`: a rectangular table of data that contains an ordered collection of column, each of which can be a different typ (numeric, string, boolean etc). It has both a row and a column _index_ and can be thought of as a `dict` of `Series` all sharing the same index.\n", "\n", "As a rough idea, you can think of `DataFrame` objects as \"tables\" and `Series` objects as vectors or columns of a table. (The analogy isn't perfect because you can actually use `DataFrame` objects to represent higher dimensional data using _hierarchical indexing_; we will learn about this later in the module.) A graphical representation of these data structures is shown in the figure below.\n", "\n", "\n", "
\n", "\n", "
\n", "\n", "

Figure: Graphical representation of the Series and DataFrame objects in pandas.

\n", "
\n", "\n", "\n", "Throughout this module, we will use the following import statement for pandas\n", "```python\n", "import pandas as pd\n", "```\n", "which is the accepted convention in the community. Thus whenever you see `pd` in code, you know it's referring to pandas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import libraries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use any Python library in your code you first have to make it accessible, i.e. you have to _import_ it. For example, executing\n", "```python\n", "current_time = datetime.datetime.now()\n", "```\n", "in a cell block will return `NameError: name 'datetime' is not defined`. Evidently native Python doesn't know what `datetime` means. In general, for any object to be defined, it has to be accessible within the current _scope_, namely:\n", "\n", "1. It belongs to Python's default environment. These are the in-built functions and containers we saw in lesson 1, e.g. `str`, `print`, `list` etc.\n", "2. It has been defined in the current program, e.g. when you create a custom function with the `def` keyword.\n", "3. It exists as a separate libary and you imported the library with a suitable `import` statement.\n", "\n", "Item (3) explains why `datetime` was not defined: it is a separate [library](https://docs.python.org/3/library/datetime.html) that must be imported before we can access its functionality. Thus the solution to our error above is to execute\n", "```python\n", "import datetime\n", "current_time = datetime.datetime.now()\n", "current_time.isoformat()\n", "```\n", "which should return a datetime string in [ISO format](https://en.wikipedia.org/wiki/ISO_8601) like `'2019-02-24T13:15:33.512181'`. See [this article](https://www.codementor.io/sheena/python-path-virtualenv-import-for-beginners-du107r3o1) for a nice summary about imports and what scope means in the context of Python." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# reload modules before executing user code\n", "%load_ext autoreload\n", "# reload all modules every time before executing Python code\n", "%autoreload 2\n", "# render plots in notebook\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# data wrangling\n", "import pandas as pd\n", "from pathlib import Path\n", "from dslectures.core import get_dataset\n", "\n", "# data viz\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set(color_codes=True)\n", "sns.set_palette(sns.color_palette(\"muted\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "**You should know**\n", "\n", "In addition to the standard data science libraries, we have also imported Python's `pathlib` module since it provides an object oriented interface to the file system that is intuitive and platform independent (i.e. it works equally well with Windows, mac OS, or Unix/Linux). See [this article](https://pbpython.com/pathlib-intro.html) for a nice overview of what `pathlib` is and why it's awesome.\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get warmed up, we will use the [California Housing dataset](https://www.kaggle.com/camnugent/california-housing-prices), which contains 10 explanatory variables describing aspects of residential homes in California from the 1990s. The goal will be to read the data using pandas and use the library's functions to extract descriptive statistics in a fast manner.\n", "\n", "First we need to fetch the dataset from Google Drive - we can do that by running the following function:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Download of housing dataset complete.\n" ] } ], "source": [ "get_dataset('housing.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To load our dataset we need to tell pandas where to look for it. First, lets have a look at what we have in the `data/` directory:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "housing.csv\n" ] } ], "source": [ "DATA = Path('../data/')\n", "!ls {DATA}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "**You should know**\n", "\n", "Starting a line in a Jupyter notebook with an exclamation point `!`, or bang, tells Jupyter to execute everything after the bang in the system shell. This means you can delete files, change directories, or execute any other process.\n", "\n", "A very powerful aspect of bangs is that the output of a shell command can be assigned to a variable! For example:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['housing.csv']" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contents = !ls {DATA}\n", "contents" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['/Users/lewtun/git/dslectures/notebooks']" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "directory = !pwd\n", "directory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With pathlib it is a simple matter to define the filepath to the housing dataset, and since the file is in CSV format we can load it as a pandas `DataFrame` as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "housing_data = pd.read_csv(DATA/'housing.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first thing we recommend after creating a `DataFrame` is to inspect the first/last few rows to make sure there's no surprises in the data format that need to be dealt with. For example, one often finds metadata or aggregations at the end of Excel files, and this can cause problems if not handled correctly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Head" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `DataFrame.head` method displays the _first_ five rows of a `DataFrame`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
0-122.2337.8841.0880.0129.0322.0126.08.3252452600.0NEAR BAY
1-122.2237.8621.07099.01106.02401.01138.08.3014358500.0NEAR BAY
2-122.2437.8552.01467.0190.0496.0177.07.2574352100.0NEAR BAY
3-122.2537.8552.01274.0235.0558.0219.05.6431341300.0NEAR BAY
4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -122.23 37.88 41.0 880.0 129.0 \n", "1 -122.22 37.86 21.0 7099.0 1106.0 \n", "2 -122.24 37.85 52.0 1467.0 190.0 \n", "3 -122.25 37.85 52.0 1274.0 235.0 \n", "4 -122.25 37.85 52.0 1627.0 280.0 \n", "\n", " population households median_income median_house_value ocean_proximity \n", "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", "4 565.0 259.0 3.8462 342200.0 NEAR BAY " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to see more rows, we just pass an integer argument to the method as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
0-122.2337.8841.0880.0129.0322.0126.08.3252452600.0NEAR BAY
1-122.2237.8621.07099.01106.02401.01138.08.3014358500.0NEAR BAY
2-122.2437.8552.01467.0190.0496.0177.07.2574352100.0NEAR BAY
3-122.2537.8552.01274.0235.0558.0219.05.6431341300.0NEAR BAY
4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
5-122.2537.8552.0919.0213.0413.0193.04.0368269700.0NEAR BAY
6-122.2537.8452.02535.0489.01094.0514.03.6591299200.0NEAR BAY
7-122.2537.8452.03104.0687.01157.0647.03.1200241400.0NEAR BAY
8-122.2637.8442.02555.0665.01206.0595.02.0804226700.0NEAR BAY
9-122.2537.8452.03549.0707.01551.0714.03.6912261100.0NEAR BAY
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -122.23 37.88 41.0 880.0 129.0 \n", "1 -122.22 37.86 21.0 7099.0 1106.0 \n", "2 -122.24 37.85 52.0 1467.0 190.0 \n", "3 -122.25 37.85 52.0 1274.0 235.0 \n", "4 -122.25 37.85 52.0 1627.0 280.0 \n", "5 -122.25 37.85 52.0 919.0 213.0 \n", "6 -122.25 37.84 52.0 2535.0 489.0 \n", "7 -122.25 37.84 52.0 3104.0 687.0 \n", "8 -122.26 37.84 42.0 2555.0 665.0 \n", "9 -122.25 37.84 52.0 3549.0 707.0 \n", "\n", " population households median_income median_house_value ocean_proximity \n", "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", "4 565.0 259.0 3.8462 342200.0 NEAR BAY \n", "5 413.0 193.0 4.0368 269700.0 NEAR BAY \n", "6 1094.0 514.0 3.6591 299200.0 NEAR BAY \n", "7 1157.0 647.0 3.1200 241400.0 NEAR BAY \n", "8 1206.0 595.0 2.0804 226700.0 NEAR BAY \n", "9 1551.0 714.0 3.6912 261100.0 NEAR BAY " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_data.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tail\n", "Similar to `DataFrame.head`, the `DataFrame.tail` method returns the _last_ five rows of a `DataFrame`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
20635-121.0939.4825.01665.0374.0845.0330.01.560378100.0INLAND
20636-121.2139.4918.0697.0150.0356.0114.02.556877100.0INLAND
20637-121.2239.4317.02254.0485.01007.0433.01.700092300.0INLAND
20638-121.3239.4318.01860.0409.0741.0349.01.867284700.0INLAND
20639-121.2439.3716.02785.0616.01387.0530.02.388689400.0INLAND
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "20635 -121.09 39.48 25.0 1665.0 374.0 \n", "20636 -121.21 39.49 18.0 697.0 150.0 \n", "20637 -121.22 39.43 17.0 2254.0 485.0 \n", "20638 -121.32 39.43 18.0 1860.0 409.0 \n", "20639 -121.24 39.37 16.0 2785.0 616.0 \n", "\n", " population households median_income median_house_value \\\n", "20635 845.0 330.0 1.5603 78100.0 \n", "20636 356.0 114.0 2.5568 77100.0 \n", "20637 1007.0 433.0 1.7000 92300.0 \n", "20638 741.0 349.0 1.8672 84700.0 \n", "20639 1387.0 530.0 2.3886 89400.0 \n", "\n", " ocean_proximity \n", "20635 INLAND \n", "20636 INLAND \n", "20637 INLAND \n", "20638 INLAND \n", "20639 INLAND " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_data.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample\n", "Sometimes it is useful to generate a _random sample_ from the `DataFrame`, which can be achieved as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
20046-119.0136.0625.01505.0NaN1392.0359.01.681247700.0INLAND
3024-119.4635.1430.02943.0NaN1565.0584.02.531345800.0INLAND
15663-122.4437.8052.03830.0NaN1310.0963.03.4801500001.0NEAR BAY
20484-118.7234.2817.03051.0NaN1705.0495.05.7376218600.0<1H OCEAN
9814-121.9336.6234.02351.0NaN1063.0428.03.7250278000.0NEAR OCEAN
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "20046 -119.01 36.06 25.0 1505.0 NaN \n", "3024 -119.46 35.14 30.0 2943.0 NaN \n", "15663 -122.44 37.80 52.0 3830.0 NaN \n", "20484 -118.72 34.28 17.0 3051.0 NaN \n", "9814 -121.93 36.62 34.0 2351.0 NaN \n", "\n", " population households median_income median_house_value \\\n", "20046 1392.0 359.0 1.6812 47700.0 \n", "3024 1565.0 584.0 2.5313 45800.0 \n", "15663 1310.0 963.0 3.4801 500001.0 \n", "20484 1705.0 495.0 5.7376 218600.0 \n", "9814 1063.0 428.0 3.7250 278000.0 \n", "\n", " ocean_proximity \n", "20046 INLAND \n", "3024 INLAND \n", "15663 NEAR BAY \n", "20484 <1H OCEAN \n", "9814 NEAR OCEAN " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# random_state is the seed for the random number generator\n", "housing_data.sample(n=5, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Info\n", "The `DataFrame.info` method is useful to get a quick description of the data, in particular the total number of row, and each column's type and number of non-null values." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 20640 entries, 0 to 20639\n", "Data columns (total 10 columns):\n", "longitude 20640 non-null float64\n", "latitude 20640 non-null float64\n", "housing_median_age 20640 non-null float64\n", "total_rooms 20640 non-null float64\n", "total_bedrooms 20433 non-null float64\n", "population 20640 non-null float64\n", "households 20640 non-null float64\n", "median_income 20640 non-null float64\n", "median_house_value 20640 non-null float64\n", "ocean_proximity 20640 non-null object\n", "dtypes: float64(9), object(1)\n", "memory usage: 1.6+ MB\n" ] } ], "source": [ "housing_data.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see there are 20,640 rows in the dataset and that the `total_bedrooms` column is missing values because it has less than 20,640 non-null values. We also see that `ocean_proximity` is of `object` type, which suggests it is a `str` - to see how many districts belong to each category we can use the `DataFrame.value_counts` method:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<1H OCEAN 9136\n", "INLAND 6551\n", "NEAR OCEAN 2658\n", "NEAR BAY 2290\n", "ISLAND 5\n", "Name: ocean_proximity, dtype: int64" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_data['ocean_proximity'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Describe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to get a summary of the numerical attributes is via the `DataFrame.describe` method:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
count20640.00000020640.00000020640.00000020640.00000020433.00000020640.00000020640.00000020640.00000020640.000000
mean-119.56970435.63186128.6394862635.763081537.8705531425.476744499.5396803.870671206855.816909
std2.0035322.13595212.5855582181.615252421.3850701132.462122382.3297531.899822115395.615874
min-124.35000032.5400001.0000002.0000001.0000003.0000001.0000000.49990014999.000000
25%-121.80000033.93000018.0000001447.750000296.000000787.000000280.0000002.563400119600.000000
50%-118.49000034.26000029.0000002127.000000435.0000001166.000000409.0000003.534800179700.000000
75%-118.01000037.71000037.0000003148.000000647.0000001725.000000605.0000004.743250264725.000000
max-114.31000041.95000052.00000039320.0000006445.00000035682.0000006082.00000015.000100500001.000000
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms \\\n", "count 20640.000000 20640.000000 20640.000000 20640.000000 \n", "mean -119.569704 35.631861 28.639486 2635.763081 \n", "std 2.003532 2.135952 12.585558 2181.615252 \n", "min -124.350000 32.540000 1.000000 2.000000 \n", "25% -121.800000 33.930000 18.000000 1447.750000 \n", "50% -118.490000 34.260000 29.000000 2127.000000 \n", "75% -118.010000 37.710000 37.000000 3148.000000 \n", "max -114.310000 41.950000 52.000000 39320.000000 \n", "\n", " total_bedrooms population households median_income \\\n", "count 20433.000000 20640.000000 20640.000000 20640.000000 \n", "mean 537.870553 1425.476744 499.539680 3.870671 \n", "std 421.385070 1132.462122 382.329753 1.899822 \n", "min 1.000000 3.000000 1.000000 0.499900 \n", "25% 296.000000 787.000000 280.000000 2.563400 \n", "50% 435.000000 1166.000000 409.000000 3.534800 \n", "75% 647.000000 1725.000000 605.000000 4.743250 \n", "max 6445.000000 35682.000000 6082.000000 15.000100 \n", "\n", " median_house_value \n", "count 20640.000000 \n", "mean 206855.816909 \n", "std 115395.615874 \n", "min 14999.000000 \n", "25% 119600.000000 \n", "50% 179700.000000 \n", "75% 264725.000000 \n", "max 500001.000000 " ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_data.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In some cases, we want to explicitly calculate descriptive statistics of a single column. For example, the mean and median house age can be calculated as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The housing median age mean is 28.64 years, while the median is 29.0 years\n" ] } ], "source": [ "mean, median = housing_data['housing_median_age'].mean(), housing_data['housing_median_age'].median()\n", "\n", "print(f'The housing median age mean is {mean:.2f} years, while the median is {median} years')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A first look a data visualisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another quick way to get a feel for the type of numeric data that you are dealing with is to plot one or more of the following:\n", "\n", "* **Histograms:** shows the number of instances (on the vertical axis) that have a given value range (on the horizontal axis). Useful for understanding the _shape_ of a single variable.\n", "* **Correlation matrix heatmap:** shows how much each column correlates with each other column with a color gradient. Useful for quickly seeing which variables _correlate most strongly_ with the variable of interest.\n", "* **Scatter plots:** shows a collection of points, each having the value of one column determining the position on the horizontal axis and the value of the other column determining the position on the vertical axis. Useful for visually looking for _correlations_.\n", "\n", "To create these plots we will use the [seaborn](https://seaborn.pydata.org/) data visualisation library. In the same way the `pd` is the accepted alias for pandas, one use `sns` as the alias for seaborn." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Histograms are one of the most simple, yet powerful types of data visualisation. They can quickly tell us which values are most frequent, whether there are outliers and more. To create a histogram in seaborn, we can use the `seaborn.distplot` method which expects a `Series` object with _no missing values_." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we append a semi-colon ; to suppress some metadata from the plot\n", "sns.histplot(housing_data['housing_median_age'], kde=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot we can see a few of the values that we previously calculated. For example we see that the maximum value of housing age is about 50 years and that the most frequent value is around 30 years. Curiously, there is a _second peak_ around 15 years - why might that be the case? Asking these types of questions is often the first step in any exploratory data analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "#### Exercise #1\n", "\n", "Create a histogram of the `median_income` attribute. Does it look like it was expressed in US dollars? What do you think might explain the possible range of values in the data?\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation matrix heatmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create the heatmap, we first need to calculate the correlation matrix of our numerical columns." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "correlation_matrix = housing_data.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can examine why attributes correlate most strongly with the median house value, which will be the quantity we wish to predict when we start building models:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "median_house_value 1.000000\n", "median_income 0.688075\n", "total_rooms 0.134153\n", "housing_median_age 0.105623\n", "households 0.065843\n", "total_bedrooms 0.049686\n", "population -0.024650\n", "longitude -0.045967\n", "latitude -0.144160\n", "Name: median_house_value, dtype: float64" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correlation_matrix['median_house_value'].sort_values(ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "#### Exercise #2\n", "\n", "* Which attribute is the most promising to predict the median house value?\n", "* How can you interpret the small negative correlation between the latitude and the median house value?\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now build our heatmap! By default, seaborn uses strong positive correlations are shown in lighter shades:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(correlation_matrix, annot=True, fmt='.2f', linewidths=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**You should know**\n", "\n", "Whenever you hear the word \"correlation\", most people are usually referring to the [_standard correlation coefficient_](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient) $\\rho_{X,Y}$ (also called _Pearson's r_) between a pair of random variables $X$ and $Y$: \n", "\n", "$$ \\rho_{X,Y} = \\frac{\\mathrm{cov}(X,Y)}{\\sigma_X\\sigma_Y}$$\n", "\n", "where $\\sigma_{X,Y}$ is the standard deviation of $X,Y$ and $\\mathrm{cov}$ is the covariance. This coefficient ranges from -1 to 1; when it is close to 1 (-1) it means there is a strong positive (negative) correlation. When the coefficient is close to 0 it means there is no linear correlation. The figure below show various plots along with the correlation coefficient between their horizontal and vertical axes.\n", "\n", "
\n", "
\n", "\n", "

Figure: Standard correlation coefficient of various datasets. (source: Wikipedia)

\n", "
\n", "\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, another way to check for correlations is to examine the scatter plots of each numeric column. This can be useful for detecting _non-linear_ correlations which might be missed in the analysis above. Seaborn provides a handy `seaborn.pairplot` function that allows us to quicky see the relationships between the numeric data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "attributes = [\"median_house_value\", \"median_income\", \"total_rooms\", \"housing_median_age\"]\n", "sns.pairplot(housing_data[attributes].dropna());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many cases, a scatter plot can be too dense to interpret because there are many overlapping points. For such scenarios, _hexagon bin plots_ are very useful since they bin the spatial area of the chart and the intensity of a hexagon's color can be interpreted as points being more concentrated in this area. Let's make such a plot for the `median_income` and `median_house_value` variables using the `seaborn.jointplot` function:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='median_income', y='median_house_value', data=housing_data, kind='hex');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "#### Exercise #3\n", "\n", "Why do you think we see a horizontal line at around $500,000?\n", "\n", "#### Exercise #4\n", "\n", "Visit the seaborn [website](https://seaborn.pydata.org/) and explore the available plotting functions and apply them to attributes in the housing dataset.\n", "\n", "---" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 4 }