{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/logo.png)\n", "\n", "# Data analysis: Pandas and Seaborn\n", "## Yoav Ram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Pandas_ is a very strong library for manipulating large and complex datasets using a new data structure, the **data frame**, which models a table of data.\n", "Pandas helps to close the gap between Python and R for data analysis and statistical computing.\n", "\n", "Pandas data frames address three deficiencies of NumPy arrays:\n", "\n", "- data frame hold heterogenous data; each column can have its own numpy.dtype,\n", "- the axes of a data frame are labeled with column names and row indices,\n", "- and, they account for missing values which this is not directly supported by arrays.\n", "\n", "Data frames are extremely useful for data manipulation.\n", "They provide a large range of operations such as filter, join, and group-by aggregation, as well as plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pandas version: 0.25.3\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "print('Pandas version:', pd.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistical Analysis of Life History Traits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will analyze animal life-history data from [AnAge](http://genomics.senescence.info/download.html#anage). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "(4219, 31)\n" ] } ], "source": [ "data = pd.read_csv('../data/anage_data.txt', sep='\\t') # lots of other pd.read_... functions\n", "print(type(data))\n", "print(data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas holds data in `DataFrame` (similar to _R_).\n", "`DataFrame` have a single row per observation (in contrast to the previous exercise in which each table cell was one observation), and each column has a single variable. Variables can be numbers or strings.\n", "\n", "The `head` method gives us the 5 first rows of the data frame." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HAGRIDKingdomPhylumClassOrderFamilyGenusSpeciesCommon nameFemale maturity (days)...SourceSpecimen originSample sizeData qualityIMR (per yr)MRDT (yrs)Metabolic rate (W)Body mass (g)Temperature (K)References
03AnimaliaArthropodaBranchiopodaDiplostracaDaphniidaeDaphniapulicariaDaphniaNaN...NaNunknownmediumacceptableNaNNaNNaNNaNNaN1294,1295,1296
15AnimaliaArthropodaInsectaDipteraDrosophilidaeDrosophilamelanogasterFruit fly7.0...NaNcaptivitylargeacceptable0.050.04NaNNaNNaN2,20,32,47,53,68,69,240,241,242,243,274,602,98...
26AnimaliaArthropodaInsectaHymenopteraApidaeApismelliferaHoney beeNaN...812unknownmediumacceptableNaNNaNNaNNaNNaN63,407,408,741,805,806,808,812,815,828,830,831...
38AnimaliaArthropodaInsectaHymenopteraFormicidaeCardiocondylaobscuriorCardiocondyla obscuriorNaN...1293captivitymediumacceptableNaNNaNNaNNaNNaN1293
49AnimaliaArthropodaInsectaHymenopteraFormicidaeLasiusnigerBlack garden antNaN...411unknownmediumacceptableNaNNaNNaNNaNNaN411,813,814
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5 rows × 31 columns

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" ], "text/plain": [ " HAGRID Kingdom Phylum Class Order Family \\\n", "0 3 Animalia Arthropoda Branchiopoda Diplostraca Daphniidae \n", "1 5 Animalia Arthropoda Insecta Diptera Drosophilidae \n", "2 6 Animalia Arthropoda Insecta Hymenoptera Apidae \n", "3 8 Animalia Arthropoda Insecta Hymenoptera Formicidae \n", "4 9 Animalia Arthropoda Insecta Hymenoptera Formicidae \n", "\n", " Genus Species Common name \\\n", "0 Daphnia pulicaria Daphnia \n", "1 Drosophila melanogaster Fruit fly \n", "2 Apis mellifera Honey bee \n", "3 Cardiocondyla obscurior Cardiocondyla obscurior \n", "4 Lasius niger Black garden ant \n", "\n", " Female maturity (days) ... Source Specimen origin Sample size \\\n", "0 NaN ... NaN unknown medium \n", "1 7.0 ... NaN captivity large \n", "2 NaN ... 812 unknown medium \n", "3 NaN ... 1293 captivity medium \n", "4 NaN ... 411 unknown medium \n", "\n", " Data quality IMR (per yr) MRDT (yrs) Metabolic rate (W) Body mass (g) \\\n", "0 acceptable NaN NaN NaN NaN \n", "1 acceptable 0.05 0.04 NaN NaN \n", "2 acceptable NaN NaN NaN NaN \n", "3 acceptable NaN NaN NaN NaN \n", "4 acceptable NaN NaN NaN NaN \n", "\n", " Temperature (K) References \n", "0 NaN 1294,1295,1296 \n", "1 NaN 2,20,32,47,53,68,69,240,241,242,243,274,602,98... \n", "2 NaN 63,407,408,741,805,806,808,812,815,828,830,831... \n", "3 NaN 1293 \n", "4 NaN 411,813,814 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DataFrame` has many of the features of `numpy.ndarray` - it also has a `shape` and various statistical methods (`max`, `mean` etc.).\n", "However, `DataFrame` allows richer indexing.\n", "For example, let's browse our data for species that have body mass greater than 300 kg.\n", "First we will a create new column (`Series` object) that tells us if a row is a large animal row or not:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", "Name: Body mass (g), dtype: bool" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "large_index = data['Body mass (g)'] > 300 * 1000 # 300 kg\n", "large_index.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we slice our data with this boolean index. \n", "The `iterrows` method let's us iterate over the rows of the data.\n", "For each row we get both the row as a `Series` object (similar to `dict` for our use) and the row number as an `int` (this is similar to the use of `enumerate` on lists and strings)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Domestic cattle 347.0 kg\n", "Dromedary 407.0 kg\n", "Moose 325.0 kg\n", "Asiatic elephant 3672.0 kg\n", "West Indian manatee 450.0 kg\n" ] } ], "source": [ "large_data = data[large_index]\n", "for i, row in large_data.iterrows(): \n", " print(row['Common name'], row['Body mass (g)']/1000, 'kg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So... a [Dromedary](http://en.wikipedia.org/wiki/Dromedary) is the single-humped camel.\n", "\n", "![Camel](https://upload.wikimedia.org/wikipedia/commons/thumb/e/ed/Camelus_dromedarius_on_Sinai.jpg/220px-Camelus_dromedarius_on_Sinai.jpg)\n", "\n", "Let's continue with small and medium animals - we filter out anything that doesn't have body mass of less than 300 kg." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data = data[data['Body mass (g)'] < 300 * 1000] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For starters, let's plot a scatter of body mass vs. metabolic rate.\n", "Because we work with pandas, we can do that with the `plot` method of `DataFrame`, specifying the columns for `x` and `y` and a plotting style (without the style we would get a line plot which makes no sense here).\n", "\n", "You can change `%matplotlib inline` to `%matplotlib widget` to get interactive plotting -- if this causes errors, just stay with `inline`, as the `widget` feature is new and may require to update some packages." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.plot.scatter(x='Body mass (g)', y='Metabolic rate (W)', legend=False)\n", "plt.ylabel('Metabolic rate (W)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If this plot looks funny, you are probably using Pandas with version <0.22; the bug was [reported](https://github.com/pandas-dev/pandas/issues/11471) and fixed in version 0.22." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot it seems that \n", "1. there is a correlation between body mass and metabolic rate, and \n", "1. there are many small animals (less than 30 kg) and not many medium animals (between 50 and 300 kg).\n", "\n", "Before we continue, I prefer to have mass in kg, let's add a new column:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "data['Body mass (kg)'] = data['Body mass (g)'] / 1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's check how many records do we have for each Class (as in the taxonomic unit): " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mammalia 417\n", "Aves 171\n", "Amphibia 18\n", "Reptilia 16\n", "Name: Class, dtype: int64\n" ] } ], "source": [ "class_counts = data['Class'].value_counts()\n", "print(class_counts)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plt.figure() # only required if you used %matplotlib widget\n", "class_counts.plot.bar()\n", "plt.ylabel('Num. of species');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we have lots of mammals and birds, and a few reptiles and amphibians. This is important as amphibian and reptiles could have a different replationship between mass and metabolism because they are cold blooded." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise: data frames\n", "\n", "1) **Print the number** of reptiles are in this dataset, and how many of them are of the genus `Python`.\n", "\n", "**Reminder**\n", "- Edit cell by double clicking\n", "- Run cell by pressing _Shift+Enter_\n", "- Get autocompletion by pressing _Tab_\n", "- Get documentation by pressing _Shift+Tab_" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# of reptiles: 16\n", "# of pythons: 2\n" ] } ], "source": [ "print(\"# of reptiles: \", reptiles)\n", "print(\"# of pythons: \", pythons)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2) **Plot the histogram of the mammal body masses** using `plot.hist()`.\n", "Since most mammals are small, the histogram looks better if we plot a cumulative distribution rather then the distribution - we can do this with the `cumulative` argument. You also need to specify a higher `bins` argument then the default." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 281, "width": 420 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": { "toc-hr-collapsed": false }, "source": [ "# Seaborn\n", "\n", "Let's do a simple linear regression plot; but let's do it in separate for each Class. We can do this kind of thing with Matplotlib and [SciPy](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.linregress.html), but a very good tool for statistical visualizations is **[Seaborn](http://seaborn.pydata.org)**.\n", "\n", "Seaborn adds on top of Pandas a set of sophisticated statistical visualizations, similar to [ggplot2](http://ggplot2.org) for R." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set_context(\"talk\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(\n", " x='Body mass (kg)', \n", " y='Metabolic rate (W)', \n", " hue='Class', \n", " data=data, \n", " ci=False, \n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `hue` means _color_, but it also causes _seaborn_ to fit a different linear model to each of the Classes. \n", "- `ci` controls the confidence intervals. I chose `False`, but setting it to `True` will show them.\n", "\n", "We can see that mammals and birds have a clear correlation between size and metabolism and that it extends over a nice range of mass, so let's stick to mammals; next up we will see which orders of mammals we have." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mammalia = data[data.Class=='Mammalia']\n", "order_counts = mammalia.Order.value_counts()\n", "ax = order_counts.plot.barh()\n", "ax.set(\n", " xlabel='Num. of species',\n", " ylabel='Mammalia order'\n", ")\n", "ax.figure.set_figheight(7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You see we have alot of rodents and carnivores, but also a good number of bats (_Chiroptera_) and primates.\n", "\n", "Let's continue with orders that have at least 20 species - this also includes some cool marsupials like Kangaroo, Koala and [Taz](http://upload.wikimedia.org/wikipedia/en/c/c4/Taz-Looney_Tunes.svg) (Diprotodontia and Dasyuromorphia)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rodentia 155\n", "Carnivora 52\n", "Chiroptera 33\n", "Primates 26\n", "Diprotodontia 22\n", "Dasyuromorphia 20\n", "Name: Order, dtype: int64\n" ] } ], "source": [ "orders = order_counts[order_counts >= 20]\n", "print(orders)\n", "abund_mammalia = mammalia[mammalia.Order.isin(orders.index)]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(\n", " x='Body mass (kg)', \n", " y='Metabolic rate (W)', \n", " hue='Order',\n", " data=abund_mammalia, \n", " ci=False, \n", " height=8,\n", " aspect=1.3,\n", " line_kws={'lw':2, 'ls':'--'}, \n", " scatter_kws={'s':50, 'alpha':0.5}\n", ");\n", "# if you get an error about height not being a keyword, change it to size or update seaborn: conda update seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because there is alot of data here I made the lines thinner - this can be done by giving _matplotlib_ keywords as a dictionary to the argument `line_kws` - and I made the markers bigger but with alpha (transperancy) 0.5 using the `scatter_kws` argument.\n", "\n", "Still ,there's too much data, and part of the problem is that some orders are large (e.g. primates) and some are small (e.g. rodents).\n", "\n", "Let's plot a separate regression plot for each order.\n", "We do this using the `col` and `row` arguments of `lmplot`, but in general this can be done for any plot using [seaborn's `FacetGrid` function](http://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.lmplot(\n", " x='Body mass (kg)', \n", " y='Metabolic rate (W)', \n", " data=abund_mammalia, \n", " hue='Order',\n", " col='Order', \n", " col_wrap=3, \n", " ci=None, \n", " scatter_kws={'s':40}, \n", " sharex=False, \n", " sharey=False\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We used the `sharex=False` and `sharey=False` arguments so that each Order will have a different axis range and so the data is will spread nicely." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistics\n", "\n", "Lastly, let's do some quick statistics.\n", "\n", "First, calculate a summary of the the mammals using `describe`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HAGRIDFemale maturity (days)Male maturity (days)Gestation/Incubation (days)Weaning (days)Litter/Clutch sizeLitters/Clutches per yearInter-litter/Interbirth intervalBirth weight (g)Weaning weight (g)Adult weight (g)Growth rate (1/days)Maximum longevity (yrs)IMR (per yr)MRDT (yrs)Metabolic rate (W)Body mass (g)Temperature (K)Body mass (kg)
count308.000000255.000000190.000000279.000000252.000000306.000000250.00000200.000000260.000000169.000000308.000000104.000000259.0000005.0000005.000000308.000000308.000000273.000000308.000000
mean2341.662338378.423529445.68947462.57347780.3968253.3406861.96900240.650000173.8173171055.6668055048.3030840.03104414.7328190.0146402.6200005.7223883666.744805309.7935163.666745
std335.937489412.882713503.68117252.98874185.9835142.2669841.36074179.327688979.2886703478.76993718036.4080220.02489811.1092100.0256583.39514416.04833512815.6857211.41907212.815686
min1722.00000024.00000036.00000012.00000013.0000001.0000000.3000020.0000000.0040002.7000004.2000000.0005002.5000000.0002000.3000000.0270003.700000305.1500000.003700
25%2027.250000112.000000160.75000025.00000029.5000001.5000001.0000060.0000002.32750015.00000040.0000000.0141506.8500000.0010000.3000000.30650038.100000309.0500000.038100
50%2477.000000315.000000350.00000037.00000050.5000003.0000001.55000241.0000006.68500050.500000170.9500000.02470012.0000000.0020000.5000000.739500170.750000309.8500000.170750
75%2620.250000476.000000548.00000089.00000091.7500004.7750002.10000365.00000045.000000500.0000001500.0000000.04132520.5000000.0100004.0000003.5782501288.500000310.7500001.288500
max2831.0000004745.0000005110.000000280.000000639.00000022.20000010.000001095.00000011000.00000030000.000000175000.0000000.130000122.5000000.0600008.000000133.859000137900.000000313.850000137.900000
\n", "
" ], "text/plain": [ " HAGRID Female maturity (days) Male maturity (days) \\\n", "count 308.000000 255.000000 190.000000 \n", "mean 2341.662338 378.423529 445.689474 \n", "std 335.937489 412.882713 503.681172 \n", "min 1722.000000 24.000000 36.000000 \n", "25% 2027.250000 112.000000 160.750000 \n", "50% 2477.000000 315.000000 350.000000 \n", "75% 2620.250000 476.000000 548.000000 \n", "max 2831.000000 4745.000000 5110.000000 \n", "\n", " Gestation/Incubation (days) Weaning (days) Litter/Clutch size \\\n", "count 279.000000 252.000000 306.000000 \n", "mean 62.573477 80.396825 3.340686 \n", "std 52.988741 85.983514 2.266984 \n", "min 12.000000 13.000000 1.000000 \n", "25% 25.000000 29.500000 1.500000 \n", "50% 37.000000 50.500000 3.000000 \n", "75% 89.000000 91.750000 4.775000 \n", "max 280.000000 639.000000 22.200000 \n", "\n", " Litters/Clutches per year Inter-litter/Interbirth interval \\\n", "count 250.00000 200.000000 \n", "mean 1.96900 240.650000 \n", "std 1.36074 179.327688 \n", "min 0.30000 20.000000 \n", "25% 1.00000 60.000000 \n", "50% 1.55000 241.000000 \n", "75% 2.10000 365.000000 \n", "max 10.00000 1095.000000 \n", "\n", " Birth weight (g) Weaning weight (g) Adult weight (g) \\\n", "count 260.000000 169.000000 308.000000 \n", "mean 173.817317 1055.666805 5048.303084 \n", "std 979.288670 3478.769937 18036.408022 \n", "min 0.004000 2.700000 4.200000 \n", "25% 2.327500 15.000000 40.000000 \n", "50% 6.685000 50.500000 170.950000 \n", "75% 45.000000 500.000000 1500.000000 \n", "max 11000.000000 30000.000000 175000.000000 \n", "\n", " Growth rate (1/days) Maximum longevity (yrs) IMR (per yr) \\\n", "count 104.000000 259.000000 5.000000 \n", "mean 0.031044 14.732819 0.014640 \n", "std 0.024898 11.109210 0.025658 \n", "min 0.000500 2.500000 0.000200 \n", "25% 0.014150 6.850000 0.001000 \n", "50% 0.024700 12.000000 0.002000 \n", "75% 0.041325 20.500000 0.010000 \n", "max 0.130000 122.500000 0.060000 \n", "\n", " MRDT (yrs) Metabolic rate (W) Body mass (g) Temperature (K) \\\n", "count 5.000000 308.000000 308.000000 273.000000 \n", "mean 2.620000 5.722388 3666.744805 309.793516 \n", "std 3.395144 16.048335 12815.685721 1.419072 \n", "min 0.300000 0.027000 3.700000 305.150000 \n", "25% 0.300000 0.306500 38.100000 309.050000 \n", "50% 0.500000 0.739500 170.750000 309.850000 \n", "75% 4.000000 3.578250 1288.500000 310.750000 \n", "max 8.000000 133.859000 137900.000000 313.850000 \n", "\n", " Body mass (kg) \n", "count 308.000000 \n", "mean 3.666745 \n", "std 12.815686 \n", "min 0.003700 \n", "25% 0.038100 \n", "50% 0.170750 \n", "75% 1.288500 \n", "max 137.900000 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mass = abund_mammalia\n", "mass.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets check if we can significantly say that the body mass of rodents is lower than that of carnivores.\n", "\n", "## Exercise: boxplot\n", "**Plot boxplots of the mammals body mass** using Seaborn, which is easier to use (and also makes nicer boxplots) then standard matplotlib boxplot." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 282, "width": 519 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll use a t-test (implemented in the `scipy.stats` module) to test the hypothesis that there is *no difference* in body mass between rodents and carnivores.\n", "\n", "- `ttest_ind` calculates the t-test for the means of *two independent* samples of scores.\n", "- `scipy.stats` has many more statistical tests, distributions, etc." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import ttest_ind" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P-value of t-test: 0.00033\n" ] } ], "source": [ "carnivora_mass = abund_mammalia.loc[abund_mammalia['Order']=='Carnivora', 'Body mass (kg)']\n", "rodentia_mass = abund_mammalia.loc[abund_mammalia['Order']=='Rodentia', 'Body mass (kg)']\n", "\n", "res = ttest_ind(carnivora_mass, rodentia_mass, equal_var=False)\n", "print(\"P-value of t-test: {:.2g}\".format(res.pvalue))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References\n", "\n", "- Examples: [Seaborn example gallery](http://seaborn.pydata.org/examples/index.html)\n", "- Slides: [Statistical inference with Python](https://docs.google.com/presentation/d/1imQAEmNg4GB3bCAblauMOOLlAC95-XvkTSKB1_dB3Tg/pub?slide=id.p) by Allen Downey\n", "- Book: [Think Stats](greenteapress.com/thinkstats2/html/index.html) by Allen Downey - statistics with Python. Free Ebook.\n", "- Blog post: [A modern guide to getting started with Data Science and Python](http://twiecki.github.io/blog/2014/11/18/python-for-data-science/)\n", "- Tutorial: [An Introduction to Pandas](http://www.synesthesiam.com/posts/an-introduction-to-pandas.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Colophon\n", "This notebook was written by [Yoav Ram](http://python.yoavram.com).\n", "\n", "The notebook was written using [Python](http://python.org/) 3.7.\n", "Dependencies listed in [environment.yml](../environment.yml).\n", "\n", "This work is licensed under a CC BY-NC-SA 4.0 International License.\n", "\n", "![Python logo](https://www.python.org/static/community_logos/python-logo.png)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }