{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data wrangling and visualization with pandas, seaborn, and matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lesson preamble\n", "\n", "### Learning Objectives\n", "\n", "- Understand the split-apply-combine concept for data analysis.\n", " - Use `groupby()`, `mean()`, `agg()` and `size()` to apply this technique.\n", "- Produce scatter plots, line plots, and histograms using `seaborn` and `matplotlib`.\n", "- Set universal plot settings.\n", "- Understand and apply grids for faceting in `seaborn`.\n", "\n", "### Lesson outline\n", "\n", "- Split-apply-combine techniques in `pandas`\n", " - Using `mean()` to summarize categorical data (20 min)\n", " - Using `size()` to summarize categorical data (10 min)\n", "- Data visualization with `matplotlib` and `seaborn` (10 min)\n", " - Visualizing one quantitative variable with multiple categorical variables (50 min)\n", " - Visualizing the relationship of two quantitative variable with multiple categorical variables (40min)\n", "- Split-apply-combine... plot! (20 min)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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record_idmonthdayyearplot_idspecies_idsexhindfoot_lengthweightgenusspeciestaxaplot_type
3478126966102519977PLM20.016.0PeromyscusleucopusRodentRodent Exclosure
3478227185112219977PLF21.022.0PeromyscusleucopusRodentRodent Exclosure
34783277925219987PLF20.08.0PeromyscusleucopusRodentRodent Exclosure
3478428806112119987PXNaNNaNNaNChaetodipussp.RodentRodent Exclosure
34785309867120007PXNaNNaNNaNChaetodipussp.RodentRodent Exclosure
\n", "
" ], "text/plain": [ " record_id month day year plot_id species_id sex hindfoot_length \\\n", "34781 26966 10 25 1997 7 PL M 20.0 \n", "34782 27185 11 22 1997 7 PL F 21.0 \n", "34783 27792 5 2 1998 7 PL F 20.0 \n", "34784 28806 11 21 1998 7 PX NaN NaN \n", "34785 30986 7 1 2000 7 PX NaN NaN \n", "\n", " weight genus species taxa plot_type \n", "34781 16.0 Peromyscus leucopus Rodent Rodent Exclosure \n", "34782 22.0 Peromyscus leucopus Rodent Rodent Exclosure \n", "34783 8.0 Peromyscus leucopus Rodent Rodent Exclosure \n", "34784 NaN Chaetodipus sp. Rodent Rodent Exclosure \n", "34785 NaN Chaetodipus sp. Rodent Rodent Exclosure " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "surveys = pd.read_csv('surveys.csv')\n", "surveys.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Split-apply-combine techniques in pandas\n", "\n", "### Using `mean()` to summarize categorical data \n", "\n", "Many data analysis tasks can be approached using the *split-apply-combine* paradigm: split the data into groups, apply some analysis to each group, and then combine the results.\n", "\n", "`pandas` facilitates this workflow through the use of `groupby()` to split data and summary/aggregation functions such as `mean()`, which collapses each group into a single-row summary of that group. The arguments to `groupby()` are the column names that contain the *categorical* variables by which summary statistics should be calculated. To start, compute the mean `weight` by sex." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus\n", "Ammodramus NaN\n", "Ammospermophilus NaN\n", "Amphispiza NaN\n", "Baiomys 8.600000\n", "Calamospiza NaN\n", "Callipepla NaN\n", "Campylorhynchus NaN\n", "Chaetodipus 24.179329\n", "Cnemidophorus NaN\n", "Crotalus NaN\n", "Dipodomys 55.860219\n", "Lizard NaN\n", "Neotoma 159.245660\n", "Onychomys 26.496173\n", "Perognathus 8.377454\n", "Peromyscus 21.456262\n", "Pipilo NaN\n", "Pooecetes NaN\n", "Reithrodontomys 10.667939\n", "Rodent NaN\n", "Sceloporus NaN\n", "Sigmodon 67.264574\n", "Sparrow NaN\n", "Spermophilus 93.500000\n", "Sylvilagus NaN\n", "Zonotrichia NaN\n", "Name: weight, dtype: float64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# NA values are included by default since pandas 0.23\n", "# could be excluded with `observed=True` or `dropna()`\n", "surveys.groupby('genus')['weight'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the mean is computed, the default behavior is to ignore NA values, so they only need to be dropped if they are to be excluded from the visual output.\n", "\n", "Groups can also be created from multiple columns:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus sex\n", "Ammospermophilus M NaN\n", "Baiomys F 9.161290\n", " M 7.357143\n", "Chaetodipus F 23.763824\n", " M 24.712219\n", "Dipodomys F 55.244360\n", " M 56.243034\n", "Neotoma F 154.282209\n", " M 165.652893\n", "Onychomys F 26.780959\n", " M 26.246466\n", "Perognathus F 8.574803\n", " M 8.204182\n", "Peromyscus F 22.491649\n", " M 20.644279\n", "Reithrodontomys F 11.220080\n", " M 10.159941\n", "Sigmodon F 71.696000\n", " M 61.336842\n", "Spermophilus F 57.000000\n", " M 130.000000\n", "Name: weight, dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby(['genus', 'sex'])['weight'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the same filtered and grouped data frame will be used in multiple code chunks below, this data can be assigned to a new variable to be used in the subsequent code chunks instead of typing out the functions each time." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus sex\n", "Ammospermophilus M NaN\n", "Baiomys F 9.161290\n", " M 7.357143\n", "Chaetodipus F 23.763824\n", " M 24.712219\n", "Dipodomys F 55.244360\n", " M 56.243034\n", "Neotoma F 154.282209\n", " M 165.652893\n", "Onychomys F 26.780959\n", " M 26.246466\n", "Perognathus F 8.574803\n", " M 8.204182\n", "Peromyscus F 22.491649\n", " M 20.644279\n", "Reithrodontomys F 11.220080\n", " M 10.159941\n", "Sigmodon F 71.696000\n", " M 61.336842\n", "Spermophilus F 57.000000\n", " M 130.000000\n", "Name: weight, dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_surveys = surveys.groupby(['genus', 'sex'])\n", "grouped_surveys['weight'].mean() # Show that the output is the same as above" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of using the `mean()` method, the more general `agg()` method could be called to aggregate (or summarize) by *any* function, not just the mean. The equivalent to the `mean()` method would be to call `agg()` with the numpy function `np.mean()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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genussexweight
0AmmospermophilusMNaN
1BaiomysF9.161290
2BaiomysM7.357143
3ChaetodipusF23.763824
4ChaetodipusM24.712219
5DipodomysF55.244360
6DipodomysM56.243034
7NeotomaF154.282209
8NeotomaM165.652893
9OnychomysF26.780959
10OnychomysM26.246466
11PerognathusF8.574803
12PerognathusM8.204182
13PeromyscusF22.491649
14PeromyscusM20.644279
15ReithrodontomysF11.220080
16ReithrodontomysM10.159941
17SigmodonF71.696000
18SigmodonM61.336842
19SpermophilusF57.000000
20SpermophilusM130.000000
\n", "
" ], "text/plain": [ " genus sex weight\n", "0 Ammospermophilus M NaN\n", "1 Baiomys F 9.161290\n", "2 Baiomys M 7.357143\n", "3 Chaetodipus F 23.763824\n", "4 Chaetodipus M 24.712219\n", "5 Dipodomys F 55.244360\n", "6 Dipodomys M 56.243034\n", "7 Neotoma F 154.282209\n", "8 Neotoma M 165.652893\n", "9 Onychomys F 26.780959\n", "10 Onychomys M 26.246466\n", "11 Perognathus F 8.574803\n", "12 Perognathus M 8.204182\n", "13 Peromyscus F 22.491649\n", "14 Peromyscus M 20.644279\n", "15 Reithrodontomys F 11.220080\n", "16 Reithrodontomys M 10.159941\n", "17 Sigmodon F 71.696000\n", "18 Sigmodon M 61.336842\n", "19 Spermophilus F 57.000000\n", "20 Spermophilus M 130.000000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "\n", "grouped_surveys['weight'].agg(np.mean).reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This general approach is more flexible and powerful since multiple aggregation functions can be applied in the same line of code by passing them as a list to `agg()`. For instance, the standard deviation and mean could be computed in the same call." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meanstd
genussex
AmmospermophilusMNaNNaN
BaiomysF9.1612902.237510
M7.3571430.841897
ChaetodipusF23.7638247.973696
M24.71221910.303329
DipodomysF55.24436029.657217
M56.24303429.008498
NeotomaF154.28220939.186546
M165.65289348.991563
OnychomysF26.7809596.269802
M26.2464666.360828
PerognathusF8.5748034.123303
M8.2041823.238490
PeromyscusF22.4916494.850259
M20.6442793.935623
ReithrodontomysF11.2200802.604365
M10.1599411.760459
SigmodonF71.69600028.241820
M61.33684220.418291
SpermophilusF57.000000NaN
M130.000000NaN
\n", "
" ], "text/plain": [ " mean std\n", "genus sex \n", "Ammospermophilus M NaN NaN\n", "Baiomys F 9.161290 2.237510\n", " M 7.357143 0.841897\n", "Chaetodipus F 23.763824 7.973696\n", " M 24.712219 10.303329\n", "Dipodomys F 55.244360 29.657217\n", " M 56.243034 29.008498\n", "Neotoma F 154.282209 39.186546\n", " M 165.652893 48.991563\n", "Onychomys F 26.780959 6.269802\n", " M 26.246466 6.360828\n", "Perognathus F 8.574803 4.123303\n", " M 8.204182 3.238490\n", "Peromyscus F 22.491649 4.850259\n", " M 20.644279 3.935623\n", "Reithrodontomys F 11.220080 2.604365\n", " M 10.159941 1.760459\n", "Sigmodon F 71.696000 28.241820\n", " M 61.336842 20.418291\n", "Spermophilus F 57.000000 NaN\n", " M 130.000000 NaN" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Multiple aggregation functions are passed as a list, hence the square brackets\n", "grouped_surveys['weight'].agg ([np.mean, np.std])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any function can be passed like this, including custom personal functions. For many common aggregation functions, `pandas` allows to pass a string with the function name as a convenience." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meanmediancount
genussex
AmmospermophilusMNaNNaN0
BaiomysF9.1612909.031
M7.3571437.014
ChaetodipusF23.76382423.03201
M24.71221921.02627
DipodomysF55.24436045.06826
M56.24303447.08649
NeotomaF154.282209160.0652
M165.652893170.0484
OnychomysF26.78095926.01502
M26.24646625.01627
PerognathusF8.5748038.0762
M8.2041828.0813
PeromyscusF22.49164923.0958
M20.64427921.01206
ReithrodontomysF11.22008011.01245
M10.15994110.01363
SigmodonF71.69600070.0125
M61.33684258.095
SpermophilusF57.00000057.01
M130.000000130.01
\n", "
" ], "text/plain": [ " mean median count\n", "genus sex \n", "Ammospermophilus M NaN NaN 0\n", "Baiomys F 9.161290 9.0 31\n", " M 7.357143 7.0 14\n", "Chaetodipus F 23.763824 23.0 3201\n", " M 24.712219 21.0 2627\n", "Dipodomys F 55.244360 45.0 6826\n", " M 56.243034 47.0 8649\n", "Neotoma F 154.282209 160.0 652\n", " M 165.652893 170.0 484\n", "Onychomys F 26.780959 26.0 1502\n", " M 26.246466 25.0 1627\n", "Perognathus F 8.574803 8.0 762\n", " M 8.204182 8.0 813\n", "Peromyscus F 22.491649 23.0 958\n", " M 20.644279 21.0 1206\n", "Reithrodontomys F 11.220080 11.0 1245\n", " M 10.159941 10.0 1363\n", "Sigmodon F 71.696000 70.0 125\n", " M 61.336842 58.0 95\n", "Spermophilus F 57.000000 57.0 1\n", " M 130.000000 130.0 1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_surveys['weight'].agg (['mean', 'median', 'count'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> #### Challenge\n", "> \n", "> 1. Use `groupby()` and `agg()` to find the mean, min, and max hindfoot\n", "> length for each species.\n", "> \n", "> 2. What was the heaviest animal measured in each year? Return the columns `year`,\n", "> `genus`, `species`, and `weight`. *Hint* Look into the `idxmax()` method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using `size()` to summarize categorical data \n", "\n", "When working with data, it is common to want to know the number of observations present for each categorical variable. For this, `pandas` provides the `size()` method. For example, to group by 'taxa' and find the number of observations for each 'taxa':" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa\n", "Bird 450\n", "Rabbit 75\n", "Reptile 14\n", "Rodent 34247\n", "dtype: int64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('taxa').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`size()` can also be used when grouping on multiple variables." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa sex\n", "Rodent F 15690\n", " M 17348\n", "dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby(['taxa', 'sex']).size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If there are many groups, `size()` is not that useful on its own. For example, it is difficult to quickly find the five most abundant species among the observations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "albigula 1252\n", "audubonii 75\n", "baileyi 2891\n", "bilineata 303\n", "brunneicapillus 50\n", "chlorurus 39\n", "clarki 1\n", "eremicus 1299\n", "flavus 1597\n", "fulvescens 75\n", "fulviventer 43\n", "fuscus 5\n", "gramineus 8\n", "harrisi 437\n", "hispidus 179\n", "intermedius 9\n", "leucogaster 1006\n", "leucophrys 2\n", "leucopus 36\n", "maniculatus 899\n", "megalotis 2609\n", "melanocorys 13\n", "merriami 10596\n", "montanus 8\n", "ochrognathus 43\n", "ordii 3027\n", "penicillatus 3123\n", "savannarum 2\n", "scutalatus 1\n", "sp. 86\n", "spectabilis 2504\n", "spilosoma 248\n", "squamata 16\n", "taylori 46\n", "tereticaudus 1\n", "tigris 1\n", "torridus 2249\n", "undulatus 5\n", "uniparens 1\n", "viridis 1\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('species').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since there are many rows in this output, it would be beneficial to sort the table values and display the most abundant species first. This is easy to do with the `sort_values()` method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "viridis 1\n", "uniparens 1\n", "scutalatus 1\n", "tereticaudus 1\n", "tigris 1\n", "clarki 1\n", "leucophrys 2\n", "savannarum 2\n", "undulatus 5\n", "fuscus 5\n", "gramineus 8\n", "montanus 8\n", "intermedius 9\n", "melanocorys 13\n", "squamata 16\n", "leucopus 36\n", "chlorurus 39\n", "ochrognathus 43\n", "fulviventer 43\n", "taylori 46\n", "brunneicapillus 50\n", "fulvescens 75\n", "audubonii 75\n", "sp. 86\n", "hispidus 179\n", "spilosoma 248\n", "bilineata 303\n", "harrisi 437\n", "maniculatus 899\n", "leucogaster 1006\n", "albigula 1252\n", "eremicus 1299\n", "flavus 1597\n", "torridus 2249\n", "spectabilis 2504\n", "megalotis 2609\n", "baileyi 2891\n", "ordii 3027\n", "penicillatus 3123\n", "merriami 10596\n", "dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('species').size().sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's better, but it could be helpful to display the most abundant species on top. In other words, the output should be arranged in descending order." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "merriami 10596\n", "penicillatus 3123\n", "ordii 3027\n", "baileyi 2891\n", "megalotis 2609\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('species').size().sort_values(ascending=False).head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good! By now, the code statement has grown quite long because many methods have been *chained* together. It can be tricky to keep track of what is going on in long method chains. To make the code more readable, it can be broken up multiple lines by adding a surrounding parenthesis." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "merriami 10596\n", "penicillatus 3123\n", "ordii 3027\n", "baileyi 2891\n", "megalotis 2609\n", "dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby('species')\n", " .size()\n", " .sort_values(ascending=False)\n", " .head(5)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks neater and makes long method chains easier to reads. There is no absolute rule for when to break code into multiple line, but always try to write code that is easy for collaborators (your most common collaborator is a future version of yourself!) to understand.\n", "\n", "`pandas` actually has a convenience function for returning the top five results, so the values don't need to be sorted explicitly." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "merriami 10596\n", "penicillatus 3123\n", "ordii 3027\n", "baileyi 2891\n", "megalotis 2609\n", "dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species'])\n", " .size()\n", " .nlargest() # the default is 5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To include more attributes about these species, add columns to `groupby()`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species taxa genus \n", "merriami Rodent Dipodomys 10596\n", "penicillatus Rodent Chaetodipus 3123\n", "ordii Rodent Dipodomys 3027\n", "baileyi Rodent Chaetodipus 2891\n", "megalotis Rodent Reithrodontomys 2609\n", "dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species', 'taxa', 'genus'])\n", " .size()\n", " .nlargest()\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the display of the output shows that it is returned as a `Series`. As mentioned previously, the `reset_index()` method can be used to convert the output into a data frame" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0\n", "species taxa genus \n", "merriami Rodent Dipodomys 10596\n", "penicillatus Rodent Chaetodipus 3123\n", "ordii Rodent Dipodomys 3027\n", "baileyi Rodent Chaetodipus 2891\n", "megalotis Rodent Reithrodontomys 2609" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species', 'taxa', 'genus'])\n", " .size()\n", " .nlargest()\n", " .to_frame()\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reason that \"species\", \"taxa\", and \"genus\" are displayed in bold font is that `groupby()` makes these columns into the index (the row names) of the data frame. Indexes can be powerful when working with very large datasets (e.g. matching on indices is faster than matching on values in columns). However, when having multiple index levels like above, it can be less intuitive to work with than when working with columns, so it is often a good idea to reset the data frames index, unless there is a clear advantage of keeping it for downstream analyisis.\n", "\n", "To reset the index, the `reset_index()` method can be used instead of `to_frame()`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speciestaxagenus0
0merriamiRodentDipodomys10596
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" ], "text/plain": [ " species taxa genus 0\n", "0 merriami Rodent Dipodomys 10596\n", "1 penicillatus Rodent Chaetodipus 3123\n", "2 ordii Rodent Dipodomys 3027\n", "3 baileyi Rodent Chaetodipus 2891\n", "4 megalotis Rodent Reithrodontomys 2609" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species', 'taxa', 'genus'])\n", " .size()\n", " .nlargest()\n", " .reset_index()\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the series was changed into a data frame, the values were put into a column. Columns needs a name and by default this is just the lowest unique number among the column names, in this case `0`. The `rename()` can be used to change the name of the `0` column to something more meaningful." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speciestaxagenussize
0merriamiRodentDipodomys10596
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3baileyiRodentChaetodipus2891
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" ], "text/plain": [ " species taxa genus size\n", "0 merriami Rodent Dipodomys 10596\n", "1 penicillatus Rodent Chaetodipus 3123\n", "2 ordii Rodent Dipodomys 3027\n", "3 baileyi Rodent Chaetodipus 2891\n", "4 megalotis Rodent Reithrodontomys 2609" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species', 'taxa', 'genus'])\n", " .size()\n", " .nlargest()\n", " .reset_index()\n", " .rename(columns={0: 'size'})\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any column can be renamed this way" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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speciesTaxaGenus0
0merriamiRodentDipodomys10596
1penicillatusRodentChaetodipus3123
2ordiiRodentDipodomys3027
3baileyiRodentChaetodipus2891
4megalotisRodentReithrodontomys2609
\n", "
" ], "text/plain": [ " species Taxa Genus 0\n", "0 merriami Rodent Dipodomys 10596\n", "1 penicillatus Rodent Chaetodipus 3123\n", "2 ordii Rodent Dipodomys 3027\n", "3 baileyi Rodent Chaetodipus 2891\n", "4 megalotis Rodent Reithrodontomys 2609" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(surveys\n", " .groupby(['species', 'taxa', 'genus'])\n", " .size()\n", " .nlargest()\n", " .reset_index()\n", " .rename(columns={'genus': 'Genus', 'taxa': 'Taxa'})\n", ") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">#### Challenge\n", ">\n", ">1. How many individuals were caught in each `plot_type` surveyed?\n", ">\n", ">2. Calculate the number of animals trapped per plot type for each year. Extract the combinations of year and plot type that had the three highest number of observations (e.g. \"1998-Control\")." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data visualization in `matplotlib` and `seaborn`\n", "\n", "There are many plotting packages in Python, making it possible to create diverse visualizations such as interactive web graphics, 3D animations, statistical visualization, and map-based plots. Here, we will focus on two of the most useful for researchers, `matplotlib` which is a robust, detail-oriented, low level plotting interface, and `seaborn` which provides high level functions on top of `matplotlib` and allows the plotting calls to be expressed more in terms what is being explored in the underlying data rather than what graphical elements to add to the plot.\n", "\n", "For example, instead of instructing the computer to \"go through a data frame and plot any observations of speciesX in blue, any observations of speciesY in red, etc\", the `seaborn` syntax allows commands more similar to \"color the data by species\". Thanks to this functional way of interfaces with data, only minimal changes are required if the underlying data change or to switch the type of plot used for the visualization. It provides a language that facilitates thinking about data in ways that are conducive for exploratory analysis and allows for the and creation of publication quality plots with minimal amounts of adjustments and tweaking.\n", "\n", "The concepts of plotting with `seaborn` plotting were briefly introduced briefly already in the first lecture. To make a plot of the number of observations for each species, first import the library and then use the `countplot()` function. Before the first plot is created, the line `%matplotlib inline` is used to specify that all plots should show up in the notebook instead of in a separate window." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import seaborn as sns\n", "\n", "sns.countplot(y='species', data=surveys)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a lot of species... for convenience when introducing the following the plotting concept, the number of species will be limited to the four most abundant. To do this, first extract the names of the most abundant species." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['merriami', 'penicillatus', 'ordii', 'baileyi'], dtype='object')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_common_species = (\n", " surveys['species']\n", " .value_counts()\n", " .nlargest(4)\n", " .index\n", ")\n", "most_common_species" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A subset can now be created from the data frame, including only those rows where the column 'species' matches any of the names in the `most_common_species` variable. As before, boolean indexes will be used for this. One way of doing this would be to use the `|` operator four times." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19637, 13)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.loc[(surveys['species'] == most_common_species[0]) |\n", " (surveys['species'] == most_common_species[1]) |\n", " (surveys['species'] == most_common_species[2]) |\n", " (surveys['species'] == most_common_species[3])].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is quite tedious and `pandas` has a special `isin()` method for comparing a data frame column to an array-like object of names such as the index extracted above." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(19637, 13)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.loc[surveys['species'].isin(most_common_species)].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drop any NAs and assign this to a variable" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(18289, 13)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common = surveys.loc[surveys['species'].isin(most_common_species)].dropna()\n", "surveys_common.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This abbreviated data frame can now be used for plotting." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's more manageable! The text is a little small, change this with the `set_context()` function from `seaborn`, using a number above `1` for the fontscale parameter. The context parameter changes the size of object in the plots, such as the linewidths, and will be left as the default `notebook` for now.\n", "\n", "These option changes will apply to all plots made from now on. Think of it as changing a value in the options menu of a graphical software. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wNXBmkhcB/0TzVainAD8DDpzJoiVJM2+QoD0TeFuSPWm+U/vNqrq3XfZo4IphFzcbJXkw8Drg4Ko6oaouAP4GuBp4Q0/TxVX17aq6pL3hwhuBo6vq/1XVhVX1HppD78Oqa3G7J1133uh5aZI0WwwStG8GHg58jeaQ59/3LNub5iYD88GjgQfQs71VdQ9wOvC4nnZL+9bbpm3Tq396tVXV4qpKVWXBeguG1a0k6X4a5Os9y4Etkzx0khN0DgSuGmpls1fa58m+U9w779YZqEWSNMsNskcLwGRnwVbVufPofrQXA3cCT5+YkWRNYCfg/JWsdwHNfXx7eWtBSRpzA934XVBVtyb5V+D9Sa4FLgXeRHNY/WPAVlOsugT4bJKzgJOBvYAdgOs7L1qSNDIG7eo5uH3+DM2di/4beG5VXZlk0qCtqmOSPAp4D/Ag4HjgcGCf7suVJI1Kqrx88bhZZ4t1atu3eE+HmXLq386X8wCl8ZZkWVVtN+x+B/6MVpIkTZ9BK0lShwxaSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatJEkdMmglSeqQQStJUocMWkmSOmTQSpLUIYNWkqQOGbSSJHXIoJUkqUPe+H0Mbb3x1t4jVZJmCfdoJUnqkEErSVKHDFpJkjpk0EqS1CGDVpKkDhm0kiR1yKCVJKlDBq0kSR0yaCVJ6pBXhhpDN//sZ3x/10WjLmPeWHTK90ddgqRZzD1aSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatJEkdMmglSeqQQStJUocMWkmSOmTQSpLUIYNWkqQOGbSSJHXIoJUkqUMGrSRJHTJoJUnqkEErSVKH5m3QJjk5yZH3Y/2FSSrJdpNND6nG3do+NxpWn5KkmbXWqAuYw/4H2BS4tsP3OK19j+s6fA9JUocM2tVUVfcAV3X8Hnd2/R6SpG7N20PHrbWSLElyQ/s4LMkaAEleluSsJDcnuSbJfybZfGLF6RwqTvK4JCf09PGFJJu0y3ZNctfEdM8670nyk/a1h44laY6b70H7Upox2AnYD3gt8MZ22QLgXcC2wPOBjYAvTLfjJJsCpwDnAdsDzwbWAY5PskZVnQL8HHhFzzprtNOful9bJUmaNeb7oeMrgQOqqoDlSR4LHAgcXlWf7ml3SZLXARck+f2qunwafb8OOKeqDp6YkeQVwPXAdsCPgE8Cfw18oG2yB7Ax8O+DbkiSxTR/GPDQBQsGXV2S1JH5vkd7RhuyE04HNk/ykCRPSXJcksuS3AwsbdtsMc2+nwrsmuSWiQfNCVQAj26fjwYelWTndnpf4KtVNfDJT1W1uKpSVTFoJWn2mO97tFMJcCLwXeDlwDU0h45/QHNIeTrWAE4ADppk2dUAVbUiyfHAvkl+Bvwp8Cf3r3RJ0mwy34N2hyTp2avdEbgC2JImWN9RVZcCJHnBgH2fDbwIuKyq7lpJu08AXwIuoQng7w74PpKkWWy+HzreDDgiyVZJ9gLeAnwY+CVwB7B/kkcl2RP4xwH7/iiwHnBMkh3afp6d5ONJ1u1p9x2a78m+C/hMVd17fzdKkjR7zPeg/TywJnAmzZ7lp4APV9UK4JXAnwPn04TggYN0XFVXALsA9wLfAn5KE753tI+JdgV8BnhA+yxJGiPz9tBxVe3WM7n/JMuPAY7pm52e5b9Y2XQ77yJgr2mUsynwX20fveuf3N+nJGlumbdBOxskWY/m7ORX0HyeK0kaMwbtaB1HczGLT1XVCaMuRpI0fAbtCPUdvpYkjaH5fjKUJEmdMmglSeqQQStJUocMWkmSOmTQSpLUIYNWkqQOGbSSJHXIoJUkqUMGrSRJHTJoJUnqkEErSVKHDFpJkjrkTQXG0LpbbcWiU74/6jIkSbhHK0lSpwxaSZI6ZNBKktQhg1aSpA6lqkZdg4Ysya3ABaOuYxbYDLhi1EWMmGPQcBwcgwkrG4dHVNXDhv2GBu0YSlJVlVHXMWqOg2MwwXFwDCaMYhw8dCxJUocMWkmSOmTQjqd3j7qAWcJxcAwmOA6OwYQZHwc/o5UkqUPu0UqS1CGDVpKkDhm0kiR1yKCVJKlDBq0kSR0yaCVJ6pBBK0lShwzaMZPk9UkuTXJ7kmVJnjHqmlZHkrcnOSvJTUlWJPlakif0tUmSxUmuSHJbkpOTPL6vzQZJPpfkxvbxuSTr97V5YpLvt338KsmhSWbdNWGTvCNJJTmyZ968GIMkmyY5uv1ZuD3J+UkW9Swf+3FIsmaSf+z5/31pkn9KslZPm7EbhyS7Jjm+raOS7NO3fMa2OckL25+9O9rnv5jWRlSVjzF5AHsDdwGvAbYBPgLcAmwx6tpWY1tOBF4FPAF4IvAV4Cpgw542BwM3Ay9s2x1Lc1eOdXvafBP4KbAzsFP7+ms9yx/S9nts28cL2z7fPOox6BuPHYFLgXOAI+fTGADrA5cAnwW2Bx4JPAvYZp6NwzuA64E/ARYCfwrcABwyzuMA/DHwXmAv4DfAPn3LZ2Sb2/XuBt5J8/v1ne30DqvchlH/8PgY6g/kmcAn+uZdBLxv1LUNYdvWAe4B/qSdDnAl8M6eNmu3/zn2a6e3AQrYpafN09t5W7XTrwNuAtbuafP3wK9or5w26gewHvBzYHfgZNqgnS9j0P6SPXUly+fLOHwdOLpv3tHA1+fLONDsOOwzin974BjgO331fBf4wqrq9tDxmEiyAHgq8O2+Rd+m+SturluX5qOOG9rpRwKb0LO9VXUbcAq/3d6daP5jntbTz6nArX1tftCuO+FEmntWLhzqFqy+jwNfqqrv9c2fL2Pw58CZSY5Jck2SHyfZv+ew3nwZhx8Cz0yyNUCSx9H88fWNdvl8GYdeM7nNO/G7v19PZBq/Xw3a8bERsCZwdd/8q2l+EOe6JcCPgdPb6YltWtn2bgKsqPZPT4D29TV9bSbro/c9RibJa4AtgUMmWTwvxgB4FPB6msPHe9D8LLwfeEO7fL6Mwz8DnwPOT3IXzeHPo6vqY+3y+TIOvWZym6dqs8oxWWtVDTTn9N8lIpPMm1OSHE5zqOfpVXVP3+JVbe9k276qNpli/oxKshXNYdNnVNWdK2k6tmPQWgNYWlVvb6f/O8ljaIL2yJ524z4OewOvAF5CE7JPApYkubSqPtXTbtzHYTIztc2r9fvVPdrxcS3NZ5j9f11tzO/+FTZnJPkw8GJg96q6pGfRVe3zyrb3KmDj3jMH29cP62szWR8w+nHbieZIxXlJ7k5yN7AIeH37+rq23TiPATSfwZ3fN+8CYIv29Xz4WQA4DPhgVX2xqs6tqs8BhwMTf4DMl3HoNZPbPFWbVY6JQTsm2j2eZcBz+hY9h/t+NjFnJFlC89f77lW1vG/xpTQ/+M/paf9A4Bn8dntPpzmJaqee9XYCHtzX5hntuhOeQ3PW4i+GsiGr76s0Z1w/qeexFPhi+/pCxn8MoPk8bau+eY8FLmtfz4efBYAH0fwx3esefvt7fL6MQ6+Z3ObTWd3fr6M8g8zH0M/I2xu4E3g1zZl2S2hOAnjEqGtbjW35KM1ZgLvT/BU58Vinp83BbZsX0JyS/0UmP63/XJqvx+zUvu49rX89mv+oX2z7eEHb56z4Ssck43Iyv/v1nrEeA+BpNF9beyfN59V/CdwIvGGejcNRwOXAnjQn6PwFsAL40DiPA01ITvyh+Rvg0Pb1FjO5zTQnPd1NcwRh6/b5Lvx6z/x70Jw08gvgDpo93F1HXdNqbkdN8Vjc0ybAYppDi7cD3wee0NfPhsC/t/9pbmpfr9/X5ok0Zyne3vb1LmbB1zmmGJeTuW/QzosxoAmXc9r6LgQO6K1vPowDzZn3R9Dsyd9Gc3LYe4EHjvM4ALtN8bvgqJneZprv8i6n2aG5AHjBdLZh4vtBkiSpA35GK0lShwxaSZI6ZNBKktQhg1aSpA4ZtJIkdciglSSpQwatpDklycL2Rt+bjboWaToMWklzzUKaiwkYtJoTDFpJkjpk0EpapSQ7JjkxyY1JbkmyNMmftcs2TPLJ9qbstyU5K8kefev/IsmRffN2S1JJtuuZV0nekuTQJFcmuT7JF5NsMLEOcFLb/Ky2vZe306zm/WglrVSSXYDv0dw5aD+a2/M9GdgiyZo0F2zfkuYi65cDrwNOSPKcqjpp8l5Xan/gDGBfmlvhfYjm5hivBs6muQ/tR4FX0Vx3VprVDFpJq/IBmgvYL6qqu9t53wFI8qfA9sCeVfWNdt63gPNoPkddnaC9pqr2nphIsg2wD/DqqropycS9ac+rqqWr0b80ozx0LGlKSR5Ec2uxo3pCttczgJsnQhagqu4FjgV2bvd4B/XtvunzgfWSrLMafUkjZ9BKWpkNaH5P/Goly6+eZP5VwANo7iU6qBv6pu9snx/Y31CaCwxaSStzA3AvsPkUy68HHj7J/E1obop9Szt9O7Cgr82GwyhQmu0MWklTqqrfAKcBr0wy2TkdPwTWTfLciRlJ1gD+Ejitqu5pZ/8P8Li+dfdg9biHqznFk6EkrcrBNCc1ndR+RedaYFuawPtX4EfA55K8g+as478BtqI5O3jCscDHk7wb+AHwHOCPVrOeC4F7gNckuQe4y5OiNJu5RytpparqNGARcAfwKeCrwIuBy9o91ucBxwPvA75Cc8Wm51fVyT3dfBp4P/Aa4Ms0h5YPWM16rqUJ8acDpwBnrU4/0kxJld/1liSpK+7RSpLUIYNWkqQOGbSSJHXIoJUkqUMGrSRJHTJoJUnqkEErSVKHDFpJkjr0v1vaU0vYiU8lAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(context='notebook', font_scale=1.4)\n", "sns.countplot(y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a vertical plot, change `y` to `x`. With long label names, horizontal plots can be easier to read." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8PyKuq63fCBgPXF2p11JSy2jHvGoS6ZZOcyr7zSa1lqoxN+V9G64CuoAJ7TkFMzNbXkOaODEilkZET+2PfNtIOgTYmDQkvm58fl5QW7+gsm08sKh6A938emEtplkZ1WP0V8fufO0senp6Bgo3M7MhGlKiGk65a+5zwP4R8XQ/oVFbVm1dfftgYtTH+hcePKI7IhQR6urqGijczMyGqLhEReqSGwvcKelZSc+SBmocll//NcfVWz3j6G0RzQfGVa815dfr12KalQEvbGmZmVmHlJioLiXd/HaryuM24Lv59T2kJDOlsYOk1YDJ9F6TmgusRUp6DZOANWsxk/O+DVNIoxkfbOcJmZnZ0LUyPH1ERMSjpJGFz5P0BLA4j/BD0tnApyT9jpS4Pk0aPDEjl3G3pCuBC/L1LgEXAJdHxLxc7AzSkPtpkk4D/hk4ATilPjmkmZl1TnGJapDOJN138DzSXdxvAfasfIcK0vDzc+kdHTiT9MVkACJiiaQpuYzbSEPgzwKmDnvtzcxs0F4UiSoidqstB9CdH33tsxg4YIBy7wB2We4KmpnZsCnxGpWZmdnznKjMzKxoTlRmZlY0JyozMyuaE5WZmRXNicrMzIrmRGVmZkVzojIzs6I5UZmZWdGcqMzMrGhOVGZmVjQnKjMzK5oTlZmZFc2JyszMiuZEZWZmRXtRzEdlVvWHz2zZ6SoUY8OT7uh0FcyGnVtUZmZWNCcqMzMrmhOVmZkVzdeozEaxnb68U6erUIzZR85e7jJu2GXXNtRkxbDrjTe0rSy3qMzMrGhOVGZmVjQnKjMzK5oTlZmZFc2JyszMiuZEZWZmRXOiMjOzojlRmZlZ0ZyozMysaE5UZmZWNCcqMzMrmhOVmZkVrbhEJelESbdK+pukRZIuk7RFLUaSuiX1SFoq6XpJm9dixkiaLmlJfkyX9LJazJaSbshl/FnSSZI0EudpZmaDU1yiAnYDzgd2BHYHngWukbReJeZ44FjgSGBbYCEwS9LalZgZwNbAPsDe+fX0xkZJ6wCzgAW5jKOA44BjhuOkzMxsaIqb5iMi9qouS3o/sATYCbgst3iOBk6PiB/kmINIyWo/4AJJE0nJaeeImJNjDgVukrRJRMwD9gfWAA6KiKXAnXm/YyRNjYgYifM1M7P+ldiiqlubVM9H8vJGwHjg6kZATjQ3klphAJOAx4E5lXJmA0/UYm7K+zZcBXQBE9p6BmZmNmQvhkR1DvBrYG5eHp+fF9TiFlS2jQcWVVtF+fXCWkyzMqrH6FO+RhaSoqenZzDnYWZmQ1B0opI0FdgZeEdEPFfbXO+aU21ds667gWLUx/oXiIjuiFBEqKura6BwMzMbomITlaQvAe8Ddo+I+yub5ufneqtnHL0tovnAuOoIvvx6/VpMszLghS0tMzPrkCITlaRzSAMjdo+I39U2P0BKMlMq8asBk+m9JjUXWIt0HaphErBmLWZy3rdhCtADPNiWEzEzs+VWXKKSdB7wAVJr6hFJ4/NjLXj+WtPZwAmS9s3fsZpGGjwxI8fcDVxJGgG4g6RJwAXA5XnEHzn2SWCapC0k7QucAHjEn5lZQYobng4clp+vra0/BejOr88EVgfOA8YAtwB7RsRjlfj9gXPpHR04EziisTEilkiaksu4jTSq8CxgartOxMzMll9xiSoiBrwzRG7xdNObuJrFLAYOGKCcO4BdWquhmZmNpOK6/szMzKqcqMzMrGhOVGZmVjQnKjMzK5oTlZmZFc2JyszMiuZEZWZmRXOiMjOzojlRmZlZ0ZyozMysaE5UZmZWNCcqMzMrmhOVmZkVzYnKzMyK5kRlZmZFc6IyM7OiOVGZmVnRnKjMzKxoTlRmZlY0JyozMyuaE5WZmRXNicrMzIrmRGVmZkVzojIzs6I5UZmZWdGcqMzMrGhOVGZmVjQnKjMzK5oTlZmZFc2JyszMiuZEZWZmRXOiMjOzoo36RCXpMEkPSHpK0u2SJne6TmZm1mtUJypJ7wHOAT4HvBGYA/xU0oYdrZiZmT1vVCcq4BhgWkRcGBF3R8SRwF+Aj3a4XmZmlikiOl2HjpC0KvAk8L6I+F5l/XnAFhGx6wD7dwMn58UngbuHqart0gX0dLoSKxC/n+3l97O9Xgzv56sjYv3BBI7mRNUF/BnYNSJurKw/Cdg/IjbpWOWGgaSICHW6HisKv5/t5fezvVa093O0d/0B1DO1mqwzM7MOGc2J6mHgOWB8bf04YMHIV8fMzJoZtYkqIp4Gbgem1DZNIY3+W9Gc0ukKrGD8fraX38/2WqHez1F7jQqeH54+HTgMmA38B/AhYPOIeKiTdTMzs2SVTlegkyLiEkkvBz4NvAK4E/hXJykzs3KM6haVmZmVb9ReozIzsxcHJyozMyuaE5WZmRXNicrMzIrmRDUKSXpQ0sdH4DjTJF0+3MdZHpJ2kxSSxg4yfplzGmjZhkbSxyU9WFnulnRnX8svVpKul/SV5dh/Qv78btNsuU11bOl3ZDiM6uHpo9i2wBMjcJyPkW5JVbI5pK8m/HWQ8W09J0kTgAeAbSPitnaVuwL6IvDlfpZHqz+SPr8PD+MxWv0daTsnqhWQpFWA56L23QNJq0bE0xGxaCTqERFLRuI4yyPfoWR+C/HFn9OLiaSXRMQzA8VFxOPA430tj1YR8RwtfH6HeIyWfkeGg7v+Rlhu6n9V0lmSFktaJOljkl4q6TxJj0r6g6T3V/Z5paTvSnokP66Q9LrK9m5Jd0o6WNJ9wN+BNSvH+qKkRaS7b7yg60/SMZJ+I+kJSX+W9A1JL6tsP1jS45L2kfQ7SU9KmilpXUnvlHSvpCWSpktavbLfcnWD5fp/TdI5lXP/gqSV8vZVJZ0h6U+57rdK2quyf6PLYg9Jt+R63yZp6yYxYyvrdpB0XS5ziaRr8932Wz4nSXtLuinXfbGkqyRNrIQ8kJ9vzfW4vq/jNOn+2jLX7W+SHpP0v5LePNi6DYf8OT5b0gKlWbNvlrRz3tZ4r/9V0i8kPQ3slbcdL2l+/pz9N7BWrdwVsusvW6Wfz/gB+XP9mKSFkr4n6ZWNHTWIrj5Jm+W/GY0y/kfS+LxtF0nPNJYr+3xW0m/y6453/TlRdcb+wGPA9sDpwNnApcA9wDbARcA3JHVJWgP4GfAUsCswiTS54zV5W8NGwH7Au4A35HiAA0hdVZOBA/uozz+Ao4HNcxnb8cJulZcCx+a675Hr+X3gIOAdwNuBt5JuR9VO+5M+p5OAQ4GP5LoCfJv0nuwHbEl63y6T9IZaGZ8HTgC2JnVfXCypafdd3vdnwO+BnYAdgP/P0Hsf1iT9fLcDdgOW5Dqumrdvl5/3JnWv7NtC2TNIn4XtSDNUd9P7c++UM4H3AB8k1ekO4EpJr6jEnEG6G8ymwC2S3g2cRprfbWtgHmlS09Giv8/4qqT35Q2k36+xwP8MtuD8vt9IuuvOdsC/kP4JmClppTzF0X1U/jbkJHkg8M3lOqt2igg/RvABXA/MrSwLWATMrKx7CfA08E7SL/y95LuI5O0rk/7gvjsvdwPPABs0OdZvmtThQeDj/dRxb1KrbKW8fDBp6pNNKjFfJN19fmxl3TTg8r6Wh/he3VM7908DfwJeS0qwG9b2uRQ4P7/eLdd7r8r2nfK6V9Vixubli4Gb+6lTv+c40DmTEtdzwM55eUI+/jb9Hafyc76zsvw34KBOf6Zr5/Y0cGDts3ofKRE13ut31PabA1xYW3cN8GA/577M8ov10d9nvI/4TWuf32U+P02WPwNcWytjTI7ZLi9/HLi7sn0f0u//y/PyMr8jnXi4RdUZv2m8iPRJWEj6z7Ox7hngEdKUI28itZYey90ij5P+Kx9D+mPd8KeIaDY9ye0DVUbS7pJm5S60x4Afkv6Tq3YH/D0i5lWWFwDzI+Lh2rpxAx2vRTfn96hhLvBKYGdSkr+r8b7k9+YtLPu+QOX9pnfW077q+Ubg2uWvdiLptZJmSLpP0t9I79FKwIZtKH4qqeV9naRPSdq0DWUuj9eS/sma3VgR6RrKXGCzSlx90MjEHFNVX16RNf2MS1pH0taSfizpofy72XjvBvv5eROwS+135I95W+P35CLgNZJ2zMsfBC6NiI4NnqjzYIrOqF88jj7WrZQfvwbe26ScxZXXfY3i63d0n6RXA1cAFwInkVpqW5O6F1athD7bQp1HSpBGMNbrsbS2XN3e+IPQVz3bPUrxMtJM0ofm52eBu1j2vW3mH03q8pLqQkR0S7qY9B/wXsDJkv4jIr7VjooPQaO+zW4gWl03EiNOVwQCriK1Lt9P+od2LHATA39+GlYi/X43+zrKAoCIWCRpJvBBSfOAfwPetnxVby8nqvL9Engf8HBEPDoM5W9D+tD/Z/7vF0lvHYbjDNX2UppXOy/vQGoVzSX9Io+PiJ+18Xi/BHZvR0FKd+afCBzeqGMeyFH9vXs6P69c230RsFVtXX2ZiLiX1DV8rqSvAh8GOpWofk86n52B+wEkrUy69jKjn/3uJv1cq/XeYZjqWKK+PuMbkxLTJyPiAQBJrVzDhPR5fjfwUPQ/uvJC0jXn+0kJ7JoWjzOs3PVXvotJH5wfS9pV0kZ5pM5Zqoz8Ww73kj4HR+ey30fvhdwSdAFnS9pE0juB44AvRcQ9pPdmmtLIw9dI2kbpi6Kt/jJXfQF4o6SvS3pDPu6HJQ2lq+4R0vdbDpG0saRdga+xbOt0IakFuJekDSStm9dfl+vxwbzv8aTrawBIWl1plOhueeTX9qQEcdcQ6tkWEfEE8FXg9Dyyb2Je3gA4v59dzwEOknSIpNdJOpE00Gi0aPoZB/5AulZ0RP58vwU4tcWyzwPWBS6RtH0u51/y53vtStwsUm/KycC3I+Ify3tS7eREVbiIeBLYhfSfzveA35H6lMeQ/hAub/m/IX2J9RjSH7kP07yboFMuJrU2biH91/dN0i8xwAdII//OJL0vl5PeqyHPJxYRvyaNjNoUuDkf9728sHtxMGX9gzQC7vWkUVfnAf9F+uPTiHkWOIr0vvcAP87rryLN0vpZ0nXGCSz7x/450mfgItIouR+RWpmdHi33CdIoyW+TuqxfD+wdEX/pa4eIuIQ0OOKzwK9IIzinDntNy9H0Mx7p+44HkUbU3kVKIi39fCOih/QPzj+AK4Hfkj6Hf2fZz2GQfmYvyc9F8XxUViyl7xTdGRFHdLouZiu63HW8cURM6XRd6nyNysxsFMvdzW8ifXfq3R2uTlNOVGZmo9uPSV8G/mZEXNHpyjTjrj8zMyuaB1OYmVnRnKjMzKxoTlRmZlY0JyqzUUxpKhXPSGxF82AKs1FM0makSTbnDRhs1iFOVGZmVjR3/ZmNMEkT84yrf1WadfheSSfnbdOUZmveS9IdSrPk3i5pUpNyDpD06xwzX9JUSS+txbwylzk/x90r6VOV7S/o+sv3nPuh0myzT+YpYDavxRyc6/mk0szFc5Vn8jVrN3/h12zkXUa6O/qHSHOLvQao3mD4FaSb13aT7ud4AnCVpI0jYiGApKNI98M7Fzg+l/E50uSFh+aYl5Pu/7cS6T5x9+a4+gzIz5M0gTSR4TzS/QefJt378WeSXhcRSyRNJt0P7ovAT4DVSXfhX2/I74hZP5yozEaQpLGkCev+MyIuy6vr05SsB7wrIq7L+9xImuzuaOCT+a7XpwFnRcQnKmU/CnxH0ucj4kHSDUw3ACZGxP057LoBqtgNPAbsERFLc7nXk26KfGQ+7vbA4og4rrLfTwb1BpgNgbv+zEbWX0l3d/987j77pyYxSxpJCiDPQ3YdvXM0TQLWJk3dsErjQZqZeGXSxJcAewDXVZLUYOwJXAo8Uyl3Kalltl2O+SWwnqSLJO0pac0WyjdrmROV2QjK0ynsSZq24cvAH/J1pj0qYYua7LqQ1CUIsH5+vp00/UjjsTCvb8yd9XLSrMKtWJ807csztcfbGuXmJHoAaVLIK4GHJc2QtH7TEs2Wk7v+zEZYnvTx3bm1sgPwGWBmZXLGZn/wxwGNOZ0W5+d3kCbXq/tjfn4YeGWL1VtMmrq82USHSxsvIuJi4GJJ65GS2FRS4n1vi8czG5ATlVmH5EkTfy7pNFK33avzpnUl7V65RrUusDvwlbx9DvAE8E+mJovjAAABT0lEQVQR8cN+DnENcLykjRpTmQ/CLNLEhb+KiOcGcQ6LgYtyi3CrQR7DrCVOVGYjSNLrSa2PS4D7gLVIo/Z66J1GfjHwTUnd9I76AzgbII+8+zRwhqRXkQZjPA1sBLwVODwi/kSaCfn9wA2STgV+T0qGW0fEUX1U8STgVmCWpK+TWnEbADsC8yLiq5JOAcYC1wMLgM2A/wd8Y7neHLM+OFGZjaz5pKR0AtBFGmE3GzgkIp6SBCk5HEca/r0xafrwvSNiQaOQiDhb0p+AY4HDgWeBB4GfkpIbEbFY0k7A5/NjLVJX4bf6qlxE3C9pO+BU0tD3dXOd5wLfyWG/II1AfBewDuk62JdJXZhmbec7U5gVRNI0YJuI2KLTdTErhUf9mZlZ0ZyozMysaO76MzOzorlFZWZmRXOiMjOzojlRmZlZ0ZyozMysaE5UZmZWtP8DJJMBv1BqobcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(x='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing one quantitative variable with multiple categorical variables\n", "\n", "`seaborn` can do much more advanced visualizations than counting things. For example, to visualize summary statistics of the weight variable distribution for these fours species, a boxplot can be used." ] }, { "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The width of each box can be changed to make it look more appealing." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='species', data=surveys_common, width=0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The syntax is very similar to that of `countplot()`, but instead of just supplying one variable and asking `seaborn` to count the observations of that variable, the xy-variables are the categorical groups (the species) and the measurement of interest (the weight).\n", "\n", "The aim of a box plot is to display statistics of the underlying distribution, which facilitate comparison of more than just the mean + standard deviation (or another single measure of central tendency and variation) across categorical variables. These specific box plots are so-called Tukey box plots by default, which means that the graphical elements correspond to the following statistics:\n", "\n", "- The lines of the box represent the 25th, 50th (median), and 75th quantile in the data. These divide the data into four quartiles (0-25, 25-50, 50-75, 75-100).\n", "- The whiskers represent 1.5 * the interquartile range (the distance between the 25th and 75th quantile)\n", "- The flyers mark all individual observations that are outside the whiskers, which could be referred to as \"outliers\" (there are many definitions of what could constitute an outlier).\n", "\n", "Most of these plot elements are configurable in case and could be set to represent different distribution statistics.\n", "\n", "Another useful visualization for comparing distributions is the `violinplot`. Again, the syntax is the same as before, just change the plot name." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot (x='weight', y='species', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Think of this plot as a smoothened version of the underlying histogram, that is then mirrored underneath. Where the violin is wider, there are more observations. The inner part is a boxplot with the median marked as a white dot. Comparisons with histograms and other distribution visualizations will be talked more about later in the workshop, but it is good to already keep in mind that it can be misleading to use a smoothened distribution if you have few observations, and it is probably better to show the individual data points instead of, or in addition to, the distribution plot.\n", "\n", "The colors of the violin can be muted bring out the box." ] }, { "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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vv52dO3ciIqkuulIqjWlwqlWpvb2d//mf/yEQCFBRUcG1116L1+udtk9BQQG33norvb29PPnkk+zdu5fe3l5e8YpX4Ha7U1RypVS60+BUq87Ro0f5/ve/jzGGbdu2sWnTpsvWIouLi7njjjvYv38/R48eZWBggFe/+tXk5eUtY6mVUiuF9qpVq8ozzzzD9773PRwOB7feeiubN2+eV9NrZmYmO3fupKamho6ODr74xS9y8uTJZSixUmql0eBUq8bBgwf5wQ9+gNvtZufOnZSUlNh6vtPpZMeOHVx33XVMTk7yrW99i5/97GdMTU0lqcRKqZVIg1OtCk8//TQ//vGP8Xg87Ny5k4KCggUdR0TivWz9fj9PPPEEX/7yl+nt7V3iEiulVioNTrXiHT9+nIceeoiMjAx27ty5JNcmc3NzeeELX0hdXR1dXV38+7//O42NjUtQWqXUSqfBqVa0pqYmvve97+F0OrnlllvIzc1dsmO7XC6uu+46brzxRkSEhx56iIcffhhjzJK9hlJq5dHgVCtWe3s73/rWtzDGcNNNNy24eXYuVVVVvPCFL8Tn87Fv3z5+8IMfEA6Hk/JaSqn0p8GpVqSuri6+8Y1vMDU1xfOe9zzbHYHs8vl83H777eTn53Po0CG++c1vMj4+ntTXVEqlJw1OteL09fXx9a9/nbGxMXbs2EFlZeWyvK7H4+EFL3gBZWVlNDU18bWvfY3R0dFleW2lVPrQ4FQrSnd3dzywrr32Wmpqapb19V0uFzfddFN8vOcDDzww6xy4SqnVS4NTrRjNzc185StfIRAIcPXVV7Nhw4aUlMPhcLBjxw42b97MwMAAX/rSlzh79mxKyqKUWn4anCrtGWNobGzkwQcfZHJykhtuuIFNmzaltEwiwrZt29i+fTuhUIivfvWrOlxFqTVC56pVaa23t5ef/vSntLS04Ha7uemmmyguLk51seLq6+vx+/0cOHCAhx56iI6ODnbt2oXH40l10ZRSSaLBqdLS8PAw+/fv58CBA0QiEcrKyti+fTs+ny/VRbtIaWkpd9xxB48//jgHDx7k2Wef5RWveAV1dXWpLppSKglktQ3mFpHbgL1AsTGmbx77fxUoMsa8bD6PV4IdO3aYgwcPproYC9LT08MTTzzBoUOHCIfDZGVlcc0111BRUZH298kMh8McP36c06dPx+/McvPNN1NWVpbqoiml5kFEnjLG7Jhrv9VY43wcKAf657n/3cCSfSKLSC3QAlxvjFmZ6bXMAoEAJ06c4JlnnqGjowOwxk1u2rSJmpoanE7nvI4TiUQIhUJLXj6v14vDMXd3AKfTybZt26isrOSpp57iyJEjHDlyhA0bNtDQ0EB9fb024Sq1Cqy64DTGTABdNvYfSmJx1AyRSIS+vj7OnTtHe3s7bW1tDAwMAFaHm7KyMurq6hZUwwyFQuzZs2fO/dxuN36/n0AgwOTk5Jz77969m+zs7HmXo6CggBe96EV0dXVx6tQpmpqaaGpqwul0smHDBmpra6msrKS8vJyMjIx5H1cplR6WNThF5DfASWAceEN09ZeB9xtjIiKSAfw9cCeQDxwHPmyM+Xn0+bdhNcO+CPgEsC26z1uNMY0z9ok31YrIjdH9nwdMAQeB1xtjOuw2xYrIS4EPAVcBBngSuMcYcyK6S0v055PRD/5HjDG3zfY6InIv8EfGmKuij7cBnwWux6oFN0ePvXc+ZUsGY8y05XL7RCIRpqammJycZGJigmAwSDAYJBAI0NvbS09PDz09PRfNuONwOHA6nbhcLoaHhzl06BCHDh2yXdZIJDLnPm63m927d9PQ0EBjYyN79uyZMzz37t07rxrnpWRmZhIOh5mamuL06dOcPn0asL4o+P1+8vPzycvLIysrC6/XS2ZmJg6HAxGZ9uVBRHC5XLMuTqcTh8MRX2LPne8SO37Mpf69RWTWss1lrr+j2cqjVq+Zfwcr7d89FTXOO4GvAs8Hrga+BHQC9wH/CWwA/gQ4B/wO8CMRud4Yk/hJ+kng/dHn3Q98Q0S2mln+R4rINVhB+nXgPVihvZOFv/dsrHA7DHiBD0fLuDVa270B+D/gpcAhYMLGsb8Zfc4NWAG/DRibzxOjIfxRgPLychsvOd3Xv/51mpqaFvz8uXi9XjweD8aY+If8cvL7/TQ0NADQ0NDAvn374jXeZIm9T7fbjTGGcDiMw+HA5/MxMDDA8PAwbW1tSS2DUiuJy+Xi7rvvxu/3p7oos0pFcHYC746G3EkR2QS8R0R+CLwWqDXGxEaTf05EXgS8DXhHwjE+EquFicjfAfuASqywnemvgEPGmLcmrDsxy37zYoz5XuJjEbkLGMYKu31A7MaN/caYeTcZR9UAnzbGnIw+ftZGue4F7gWrc5DN142LTSeXLKFQiJycHAoKCigoKKC4uBifz7ck3zZHR0fnbKoNBAI0NjbGa5yBQGDO495+++22mmovZXJyku7ubgYGBhgYGODChQvzqiUrtdak+2WMeQeniNwEFBhjfhx9XAT8C7AV+AXwQWPM1DwO9cSMmuF+rObZW7CaJ4/P+BD1AL+ecYzDCb93RH+WMHtwXgv87zzKNS8isgGrvM8DirEmkXAA65bg8PcBXxaRNwK/Ar6XEKLLYteuXezatWvRxzHGxJtrh4eH6evro6enh66uLjo6OmhtbaW1tRWw5oAtKSlh3bp1lJaWJrUWOjk5yZ49e9i3b9+8r3EuRjgc5uzZs5w/f56enp54UIoIRUVFFBYWkp+fT25uLtnZ2Qtqqp1v5yml1NKwU+P8FLAH+HH08f3Ai4GfAG8FQkSbChfBYF3fm/lpNrOrZOL2WAhf6tN2qRvOfwScx6oFn8dqUj0OzPX1KDJLWdyJD4wx94rIN4DdwEuAj4rI240xX1mKgi8nEcHj8eDxeMjPz582p2w4HKa3tzfeOaitrY329nba29vJzMykpqaGjRs3kpmZaes1vV4vu3fvXuq3gtfrtf2c8fHxeKeg2DXd0tJStmzZQm1tLeXl5drDVqkVyk5wXoFV00JEsoBXAm8zxnxdRN4OvJf5BefzREQSap03YtUa92MFS9kSd4ZpBO5YigOJSCGwBXhnQlNxA9PPY+ya5sxqQC+wfca6mY8xxpwBzgD/IiJfAN4CrLjgvByn00lZWRllZWVcf/31GGPo6OjgmWee4ciRI5w6dYozZ85QU1PD5s2b5z3pgcPhWJIm1cUwxtDS0sLhw4eZmpoiMzOTW2+9lWuvvTZp9wtVSi0vO8GZyXM1v5uxalg/ij4+hnWNcT4qgM+KyOexOr/8P+BjxpjT0drWV0XkvViBVwDcBjQbY75vo6yJPgU8ISL/AfwbVmebW4FfJFxLna9BoA/4MxFpx3rPn8Kqdcb0YJ2nl4hIKzAWHfLya+CvROTNwKPAH2Cdx3MAIuIFPg18B2gFSrGarw/YLOOKIyJUVlZSWVnJi1/8Yg4dOsRjjz1GS0sLbW1tbNq0iSuuuAKXK71HT42OjvLUU0/R09ODx+PhhS98IQ0NDVqzVGqVsfNJ1IzVhPgIVs/Yg8aYC9FtpVgdZObjG1i1sQNYzawPAJ+JbrsLa6jHPwFVwABWD9UF10CNMc9EOxh9AngCq1ftQawmZrvHiojIa7Cu7R7F6rzzXuB7CftMici7gb/BqoH/FrjNGPNzEflb4ONAFtZ5+Dzwe9GnhrGG4HwNKMOawOHHwPvslnMlc7vd7Nixg4aGBo4dO8Yvf/lLTp48ydmzZ2loaEjbWXi6uro4cOAAk5OTbNy4kZe//OXk5OSkulhKqSSY95R7IvImrCbDfqya4OuMMf8d3fY5YKMx5iVzHOM3wFFjzLsWUWY1h5U85d5M4+PjPProo+zfvx9jDNdccw319fWpLlacMYYzZ85w5MgRHA4Hv/M7v0NDQ8OKGpOmlLIs+ZR7xpivikgT1rCLxhnXIfuAn9ovplKX5/F42LVrF1u3buWb3/wmzzzzDMFgkG3btqU8nCKRCI2NjbS2tuLz+fjjP/5jqqqqUlompVTy2bpoZIz5LVbT48z19y5VgZSaTWVlJW95y1t48MEHOX36NGNjY1x//fUpC8+pqSn2799Pd3c35eXlvPa1r9WmWaXWCFsD5kTELyIfFJEfiEijiGyJrn9btHfpZRljbtNmWrVQ+fn5/Omf/ilVVVWcPXuWp59++pLTACbT+Pg4jzzyCN3d3dTX13PXXXdpaCq1hsw7OEVkK9YwiXuwho1cgzXlHFhDVdZUJxaVGllZWdx5552UlZXR3NzMkSNHljU8R0dH2bt3L4ODg1xzzTW89rWvTesZTpRSS89OjfOzWBO01wF/yPTB/I9jzT2rVNJ5vV5e97rXUVhYyOnTpzl5cnkmVxocHGTv3r2MjIxw88038/u///s6a49Sa5Cd4LwZ+JQxZpTnZuuJ6cYaQqHUsvD5fLzhDW8gNzeXY8eOJXV+XbCGmzzyyCOMjY3x0pe+lF27dqW8c5JSKjXsBOc4M6aIS1AO6H0t1bLKzc3lDW94A9nZ2Tz99NOcPWt3Pou5RSIRjhw5wr59+zDG8KpXvYobb7xxyV9HKbVy2AnO3wDvi94zM8aI9bX7rcDDS1kwpeajsLCQ17/+9Xg8Hp588kk6OjrmftI8jYyMsHfvXk6dOkV+fj533XUXV1555ZIdXym1MtkJzr/G6gR0EmuaOQO8E2s2nquBjyx56ZSah7KyMu68805cLhf79+/n3LnZbpJjT3t7Ow8//HC8E9Db3/52HaOplAJsBKcx5jRwHdY8q6/BmiLuZcBp4AZjTEtSSqjUPKxbt47Xve51uN1uDhw4sOBm23A4TGNjIwcOHEBEeOUrX8krX/lKnW9WKRU37yn31Mqxmqbcs+vcuXM8+OCDjI2NcfXVV7Nx48Z5d+IJhUI8/vjjDA4OUlpayqte9SqKioqSXGKlVLqY75R7ybtjsFIpUFVVxRvf+EZ8Ph+HDx+OT7w+l4GBAX71q18xODjI9u3bectb3qKhqZSa1WWn3BORh4D3GmPORH+/HGOMecXSFU2phSkvL+dtb3sb3/nOdzh79ixDQ0Ns376dkpKSi2qf4XCYpqYmjh07Rjgc5sUvfjHPf/7zdaiJUuqS5pqr1s9zN2TO4eLxm0qlJb/fzxvf+EYefvhh9u/fz29/+1vy8/PZuHEjXq814dXw8DAnT54kFArh8Xh4zWtew6ZNm1JccqVUutNrnKvQWr7GOZvz58/z2GOPcfz48Yu2uVwubrjhBm655RaysrJSUDqlVLpY8tuKKbVSVVZW8upXv5q+vj6OHz9OOBzGGIPb7Wb79u34/f5UF1EptYLMOzhF5ANAmTHm7lm23Q+cN8b801IWTqmlVFRUxM6dO1NdDKXUCmenV+1dwKFLbGsE3rz44iillFLpzU5wVgPNl9jWBqxbfHGUUkqp9GYnOC8A9ZfYVg+MLL44SimlVHqzE5w/B/5GRGoSV0YffwT46VIWTCmllEpHdnrVfhBrQveTIvJr4DxQCdwBdAIfWPriKaWUUunFziTvHcB24D6gALgNyMe6U8p1xpjOZBRQKaWUSie2xnEaYwaADyWpLEoppVTasz0BgoisAxqwetH+tzGmV0QqgEFjTGipC6iUUkqlEzsTIGQA9wN/Gn2eAfYBvcDngRPodU6llFKrnJ1etZ8EXg28HigFEm8f8RNg9xKWSymllEpLdppq/wT4gDHm2yLinLGtGahdslIppZRSacpOjTOPS88clIFOGK+UUmoNsBOcJ4GXXGLb7Vx6HlullFJq1bBTS/xn4D9FZBL4n+i6ahG5GXgX8LqlLpxSSimVbuYdnMaYB0WkAPh74P3R1f+LNUftB4wx309C+ZRSSqm0YncChH8Rka8ANwFFwADwuDFmOBmFU0oppdKN7Q49xpgR4BdJKItSSimV9mwFp4gUAfcANwLlWJO7PwHcb4zpXfriKaWUUunFzsxBNwI/w+qJ+2vgMaAEeDfwFyLyEmPME0kppVJKLSFjDKOjo1y4cIGhoSGCwSChUIjx8fH4Pg6HA6/Xi9frxefzkZ+fT15eHi6Xjrxb6+z8BXwOOAr8rjFmKLZSRHKBPcC/AtcvbfGUUmrhjDGMjIzQ3d1Nd3ekf97WAAAgAElEQVQ3PT099Pb20tfXx8TExIKOWVhYSFlZGeXl5axbt46KigoN0zXGzr/2lcCrEkMTwBgzJCL/AHx7SUumlFI2RCIR+vv76ezspLOzk+7ubrq6uggGg9P2czgc+Hw+ioqKyM7OJisrC4/HQ0ZGBm63e9rxJicnmZiYIBQKMTIywsjICMPDw/T393Ps2DEAXC4X69ato76+no0bN1JUVISIoFYvO8F5Bmv2oNnkAU2LL45SSs3P6OgoZ8+e5dy5c5w7d46Ojg4mJyen7ZOdnU1FRQW5ubnxJTs7G4fDztwv08WaeQcHB+nr66Ovr4/m5maam5v5xS9+QX5+PldccQVXXHEF1dXVi3otlZ7EGDO/HUVeDHwBeLMx5pGE9bcBDwDvMMb8PBmFVPbs2LHDHDx4MNXFUGpJhUIhWltbaWlpobW1lZ6enmnbc3JyyM/Pj1+LzM3NnVaDTKaxsTG6urriNd2pqSkAsrKy2Lx5M5s3b2b9+vVkZGQsS3nUwojIU8aYHXPuZyM4j2D1pM0HhrBuJ1YM5AKDQEfC7sYYc43dQqulocGpVoOJiQna29tpaWmhpaWFjo4OYp9XTqeTwsJCioqKKCoqIj8/f9lCci7hcJienh46Ojro6OiIdzhyuVzU1tayceNG1q9fr026aWi+wWmnqfYprHtwKqXUkjLGMDg4SGdnJ+fPn+fs2bN0dHQQiUQAEBEKCgooKSmhpKSEwsLCtG0CdTqdlJeXU15eTkNDAwMDA3R0dNDV1cWzzz7Ls88+C4Df76euro7a2lpqamooKCjQIF0h5l3jnPXJIvlADXDcGLOwLmprmIi8D3iXMaY2+vhe4I+MMVfN9ni+tMap0pExhrGxMS5cuMCFCxcYHByM93Dt7e1lbGwsvq+IkJeXR1FRESUlJRQVFaVNjXIxgsEgXV1d8d69icNffD4f69atiy+lpaU4nTPv4KiSKRlNtR8BvMaYD0Yf3wH8EMgCzgMvMsacXniR155ZgtMHeIwx/bM9ni8NTrVcIpEIY2NjjI6OEgwGp/2MLYm9UWd23gErJH0+H3l5eeTl5ZGfn09BQcGqH+JhjGF4eDj+xaGvr2/alwe3201lZSVVVVWUl5dTUVFBXl6e1kqTKBlNta8HPpnw+J+B/wM+BvxddNsf2inkWiEibmPMxZ8YM0SnMxy51GOlkikSiTAxMcH4+DhjY2OEQiFCoRDBYPCiMExc5vPl2+PxkJ2dTWZmJtnZ2fHF5/Ph9/vnbHaNRCKEQqGleqtJ4/V6592ELCLxnr4bNmyI99bt7++nr6+P/v5+WltbaW1tjT/H4/FQXFxMSUkJBQUFFBQUkJ+fT25uLl6vV0N1mdgJzkqiN7IWkSrgGuAWY8zjIvIp4D+SUL60JCIe4B+B12J1jnoGeJ8xZl+0l/Fe4HeBe4HtwB8APxaRvwLeA/iA7zPjxuBL1VSrUssYQyQSIRwOEw6H479HIhEikUh8uzHmot8TH888xtTUVPxx4u/zXWLPSfw5NTXF5ORkfJkvt9uNx+OhoKAAj8dz0ZKRkYHH4yEzMxOPx7Po65GhUIg9e/Ys6hizcbvd+P1+AoGArfd/Kbt37yY7O3tBz43VvH0+HzU1NQBMTk4yODgYX4aGhjh//jznzp276Plut5ucnJz4MWJjVLOyssjMzIz/W2RkZMTHrLrdblwuFy6XS0PXBjvBGQJyor+/EAhgzVNL9Hf/EpYr3f0T8GrgzVjh9x7gZyKyMWGffwTeCzwLBETk1Vi187/ACtZXYd2ebWAZy51ykUiEPXv28OSTT6a6KAriH5YigsPhmPY49nO2BZ6rBS5HTTDWSWgpud1udu/eTUNDA42NjezZs2fR4bl3796kd1ryer2zfgGbmpqiv7+f/n5bV3ZWnZtuuoldu3Yl9YuAneA8APy1iESA9wF7jDGxv+YNTB+OsmqJSDbw58BbjDE/ia57O3AH8E7g4eiu9xpjfpHwvHuArxlj/j266uMicjtQv0Tluhf4KEB5eflSHDIpgsGghmYSxGoNscXpdOJyuRgcHCQcDl8UiIm/z1w32/rVyO/309DQAEBDQwP79u1jYGBlfI+NhbPT6ZzWWpHYahEL1bXmwIED7Ny5k8zMzKS9hp3gfC/wY+BHQBvw4YRtr8Ga9H0t2AC4SXi/xpiwiOwHtvJccM7snbMF+PKMdftZouA0xtyL1TTMjh070vZ/i8/n4z3veQ+9vfZvpmOMmfPDfD77LJQxZlqT61xNoYtpqk1c5mqqjdU2YoPul1KsWW9mU2ys2W/mkqxzPzo6uuRNtYFAgMbGxniNMxAILPqYt99++4Kbai8nNufu8PAwQ0NDBAKBeKeruWrJsWbayzXVxr5oOZ3OaYvD4Yj/TFycTmfafrEqLS1NamiCjeA0xpwE6kWkcJZenu8Bupa0ZOkr9tcyWzglrhtdhrKsSDk5OeTk5My9o5qXWKjGQjbx99mCNjHgJycn4z9jHYNm6xw0MDAwr9rLpUI2MzMzfqeRrKystJhBZ3Jykj179rBv374lu8a5VMbGxhgYGKC/v5+BgQEuXLhwUfmcTmd8pqRYJ6OZ1zi9Xq8OaUmChdzI+qIGdGPMkaUpzorwLDAB3MJznaWcwPOBb17meSew7mP6lYR1NyapjGoNcTgcSQ+ixGEnsSEms/W0ja2bq/bmdrvJzs7G7/fj9/vJyckhLy+P7OzsWWsyXq+X3bt3J+vtLRmv12v7ObHaZKwnbV9fHyMj0zvTFxYWUlFRQWlpaXwSiJycnLSdBGK1W90DpZLAGDMqIl8A/kFE+oAW4C+BUuDzwOZLPPV+4L9E5EngN8AfAc9jjXUOUiuTw+GI99AsLi6ec/9IJBIP0cRxnMPDw9MmQLhw4cK057ndbvLz8+PT6RUWFuJyuXA4HElpAk2F2LCTnp4eenp6Lhq/6fF4qK+vp7q6murqaioqKpLe9Kjs0eBcmPdHf/4n1p1hngZeaozpFJFZg9MY820RWQ98HGvSiIeA+4A3Jb+4Si2v2K27fD4fpaWls+4TiUQYGhqir6+Pnp4eOjs76ejoiAcKXDzVXkFBwYpsepyamqKnp4eurq6LbnXm8/m48sorqampYd26dZSUlGhNMs0taso9lZ505iC1kgWDQdrb2zl79iytra0XTe5eVFREcXExxcXF5Ofnp23IjI2NxSd67+npiQ+pyczMpK6ujvXr11NXV0dhYWHadrRZa5Ixc5BSSiVd4q24wAqgtra2+D0vu7u76e7uBqxhOLEp+goLC8nPzyczMzMlQRS7VhkLy8TxlCUlJWzevJmNGzdSWVm5ImvN6jkanEqptJaZmTktSAOBAG1tbbS2ttLW1kZvb++04U0ejyd+P87Y/Lc+ny8pNdOJiYlpTc2jo1ZnehGhpqYmfkPr/Pz8JX9tlToanEqpFcXv93PVVVdx1VXWTJShUIiOjg7OnTs37WbSsVopWNdcY8OgYovP5yMrK2tek8nH7uwyMjLC0NBQvHPT0NBQfJ+MjAy2bNnCpk2b2LRp06rpzKQupsGplFrRvF4vGzZsYMOGDfF1wWAwHp6xpaen56JevEB8vGlsQoBYM284HI6Pbx0bGyMcDk97XuzG1LGlqqpq1d/RRVn0X1kptepkZWVRV1dHXV1dfF0kEonfA7S3tzc+HObChQuEQiECgcBFkzy4XC68Xi8lJSXxyQZKSkooKyujqKhIr1WuURqcSqk1weFwUFhYSGFhIVdcccVF2yORyLTZeRwOx6q4ebZaehqcSimFFZQejyfVxVArQHoOgFJKKaXSlAanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMGp1JKKWWDBqdSSillgwanUkopZYMr1QVQSi3c5OQkwWAQp9OJx+PB7XanukhKrXoanEqtIIFAgFOnTtHU1MS5c+cIBALTtufn51NRUcGGDRvYuHEjfr8/RSVVavXS4FQqzU1NTXHy5EmefvppmpubMcYA4PV6KS4uJjMzE2MMY2NjDA8Pc+zYMY4dO4aIUFtby1VXXcXWrVvxer0pfidKrQ4anEqlqcHBQZ566imefvppRkdHASgoKGDdunWUlZXh8/kueo4xhkAgQFdXF+fPn6elpYWWlhZ+8pOfUF9fz5YtW9i0aRPZ2dnL/XaUWjU0OJVKI1NTU5w6dYrGxkaampoAyMjIYOPGjdTV1ZGTk3PZ54sIOTk55OTksGnTJkZHR2lvb6e9vZ3Tp09z+vRpAMrKyqitraW6upqqqipycnIQkaS/P6VWA4k1+6jVY8eOHebgwYOpLoaaJ2MM58+f59ChQxw5coSxsTEACgsLWb9+PVVVVTidzkW/TiAQoKOjg66uLvr7+4lEIvFtPp+PqqoqqqqqWLduHRUVFbhc+r1arS0i8pQxZsec+2lwrj4anCvD4OAghw8f5vDhw/T39wOQmZnJunXrqK2tnbN2uRjhcJiBgQH6+/sZHBxkYGCAUCgU3+52u6mpqWHDhg3U19dTVFSkNVK16mlwrmEanOlrdHSU48ePc/jwYdrb2wFwOp1UVFSwbt06SktLcThSM7w6GAzS399PX18fPT0903rs5ubmsmHDBtavX09tbe2s11eVWuk0ONcwDc70Mjo6ysmTJzl+/Pi0XrHFxcXU1NRQWVmZluMvg8Eg3d3d8WVycjK+raCggMrKSioqKigtLaW4uBifz6e1UrWiaXDOQUR+Axw1xrxrgc+vBVqA640xB2c+XqIy3gbsBYqNMX3zfZ4GZ2pFIhE6Oztpbm7m9OnT8ZolWOMsq6urqa6uXlHDQ4wxDA4O0tPTQ19fH/39/dOCFMDj8VBQUEB+fj55eXnk5eWRk5OD3+/H7/eTnZ29JNdqlUqW+QanXv1fuHagHJh3oC3A49HX6E/ia6hFCIfD8UCJDQE5d+4c4+PjgNXLtbCwkIqKCqqqqlbsMBARoaCggIKCAsAK0pGRES5cuMDQ0BDDw8OMjIzQ3d1NZ2fnJY+TlZWFz+cjOzub7OxsfD5ffIn1Bs7JySEjI2O53ppStmlwLpAxJgx0Jfk1JpL9Gmq6SCTC2NhYfAmFQtOW0dFRRkZGCAQCDA8PMzQ0xMxWG5/PR3l5OaWlpZSUlODxeOb92okddNKR1+vF4XAgIvGaZHV1dXx7bCKG0dFRQqEQwWCQUCgUP5/j4+PxLxpzvU5OTg65ubnxmmtsidVePR6PNg2rlFjrwekSkfuBN0Qffxl4vzEmIiKvA+4GrgBCwCPAPcaY83BxU+1sBxeRrcCngJ3RY/wK+EtjTJeI7Iw+rjbGdCU85+PAy40xVy+0qVY9JxKJEAwGGRkZuWgZHR0lGAzGP9xDoVC8pjgfXq+XgoKCeG0pNzeX/Pz8eQflTKFQiD179izouTFutxu/308gELioKXUp7N69+7K1ZhHB6/XO2QwdDocZHx+/5JeUWEel7u7uSx7D6XTGX8vj8ZCRkYHL5Zq2OJ1OXC4XbrebjIwMPB4PmZmZeL1esrKy4ovWcJUdaz047wS+CjwfuBr4EtAJ3AdkAB8FTgJFwD8C/40VgnMSkXLgUeAB4H2AG/g48JCI3GiMeVREmrBC+5+iz3FEH396ad5e+pqamuLQoUNcuHBh2vqZNYjZrsHH9jHGYIzh0KFDjI+Pxx/PXOYjdsxYbSq2bubviQsQ/6Dv7e218e5nlziuciHcbje7d++moaGBxsZG9uzZs+ThuXfv3mXr9ZuRkYHb7Z72bxmJRKY9jrUALJbL5SIrK2taEMfC2O12zzmmVUTif2uJf5+J6xP3jdmwYQM1NTWLLr9aXms9ODuBdxvrL/ukiGwC3gPcZ4z5SsJ+zSLy58AJEakyxpybx7H/HDhkjHl/bIWIvAEYAHYA/4dVw/1TosEJvAQoAR60+0ZE5F6soKe8vNzu05fd448/zq9//etlfU2HwzFtSQzF1cDv99PQ0ABAQ0MD+/btY2BgIMWlWpzELynzkRhSM3+PLQ6Hg9zcXEZGRggGg4D1RW54eJjh4eGlK/w8PProo9x9993k5+cv6+uqxVnrwfmEmf51cD/w9yKSA9RjBdF2oACI/e9dB8wnOK8DdorIbF+HN2AF59eAj4vITcaYx4E3Az8wxtjuDGSMuRe4F6xetXafv9yuvvpq2tvbefbZZy/alvhNfbYaaOK22X5eSiQSidfqnE4nGRkZZGZmkpGREV9iTXozf8aWZM6mMzo6uqim2kAgQGNjY7zGOfPOKUvh9ttvX/YOTsYYJicn47X7xOulExMTTE5OMjk5ydTUFOFwmEgkQjgcjtdQY+sSzXWNNdGl/hZnlnG27Zdb73A4uO2228jNzZ13WVR6WOvBeSkC/Bx4GHg90IPVXPtbrCbc+XAAP8Fqpp2pG8AY0ysiDwFvFpFTwO8BL19c0VeGvLw87rzzzqQcO9bBJxgMxpvyZluCwSCBQICpqal5Hzt238vMzEyysrLiPUNj1zhTOU3d5OQke/bsYd++fUm7xrnUYqE42zXO2LXnYDA4r38jp9MZb1b1eDzx65uxa5xut5vMzMz4NU6v10t2dnb8OmfsumdGRsaqaYVQybHWg/N5IiIJtc4bgQ6s2mYR8EFjTAuAiPyBzWM3Aq8G2owxl/sE+xLwXaAZK1Aftvk6agaHwxH/MCwqKppz/9jNoGMf3rGf4+Pjl+xVG5umbia/309hYSFFRUWUlJSQlZU173J7vV52795t670ut/mOPTXGTDtviZ2AYp2CxsfHGR8fJxwOX/I4mZmZFBYWkpubG+9VGxu+kp2djdfrJTMzMx6USi2HtR6cFcBnReTzwDbg/wEfA84C48C7ROTfgC3A39s89r8BfwZ8W0T+EegF1mOF6XuNMbF2tF9ijdP8KPAPxpjF9RBRtrndbnJzc201mUUiEQKBAIODg/T399Pb20tXVxcdHR20trbS2toKQE5ODuXl5VRUVFBQUHDZmozD4VhR4zxjQ08Sx3Em9la+XLO50+kkOzubvLy8i8Zx+v3++L/HQnsoK5VMaz04vwE4gQOAweoB+xljTFhE3gh8AngncBir09DP5ntgY0yHiNwMfDL6vEysQP4FVijH9jMi8p9Y1yf/cwnek1oGsQ4mubm51NbWxtdHIhG6u7tpbW2lqamJ1tZWTp06xalTp/B6vVRVVVFdXU1+fv6Kaw6MRCIMDAzQ29sbnxx+tuE7Pp+PysrKi2YOSqwpZmZmrrj3r1TMmp1yL52IyBeAemPMrqU4nk65lz4mJiZobm7mxIkTnDp1Kn7LMJ/PR3V1NevWrcPv96e4lLOLDffo6uqiq6uLvr6+adcac3Nzp81VW1RURH5+vo6JVCuWzlW7AohILlbv2x8BrzbG/GQpjqvBmZ6mpqZoamriyJEjnDx5Mh5CBQUFrFu3jurq6pQ3TYZCIfr6+ujt7aW7u5vR0dH4tqKiItavX09NTU1aB75SC6XBuQJEJ5q/AXjAGPMXS3VcDc70Nz4+zsmTJzl8+HD8jikOh4OysjJqa2spKytL+kQDsXl2BwYG4tdqY+MawZq0va6ujvr6eurr68nLy0tqeZRKNQ3ONUyDc2UJBAIcOXKEZ555Jj6+0OPxUFtbS11d3ZLd+9IYw8DAAF1dXfT09DA4ODhtfKPX6403H9fW1lJeXq49VdWaosG5hmlwrkzGGLq6unj66ac5fPhw/HpoaWkp69evp7y83HYt1BhDf38/7e3tnD9/Pn5MEaGsrCx+i7P59PpVarXT4FzDNDhXvsnJSU6cOMHBgwc5e/YsYI1pjNUI8/LyLhlysXtnnj9/nvb29njzq9frZfPmzWzevJna2toVdT9QpZaDBucapsG5uvT09HDw4MFptdDMzEyKi4vx+XxkZmbGx1QODw/T398fHyaSkZHBli1b2LZtG3V1ddr0qtRlaHCuYRqcq9PU1BSnT5/mxIkTNDc3T+vxmsjn81FfX8+mTZvYuHEjbrd7mUuq1Mo03+Bc6xMgKLViuFwutm7dytatW4lEIgwNDTEwMEAwGMTpdE6rheq1SqWSR4NTqRXI4XCQn5+vt6NSKgWW5460Siml1CqhwamUUkrZoMGplFJK2aDBqZRSStmgwamUUkrZoMGplFJK2aDBqZRSStmgwamUUkrZoMGplFJK2aDBqZRSStmgwamUUkrZoHdHWYVEpBdom7G6AuhIQXFWCz1/C6fnbuH03C2O3fNXY4wpnmsnDc41QkSMMUZvmbFAev4WTs/dwum5W5xknT9tqlVKKaVs0OBUSimlbNDgXDv+NtUFWOH0/C2cnruF03O3OEk5f3qNUymllLJBa5xKKaWUDRqcSimllA0anEoppZQNGpxKKaWUDRqcSimllA0anEoppZQNGpxKKaWUDRqca4CIvENEWkRkTESeEpFbU12mdCMiHxCRJ0VkWER6ReRHInLVjH1ERO4VkQ4RCYnIb0TkylSVOV2JyAdFxIjI5xLW6bm7DBEpF5GvRf/2xkTkuIi8IGG7nr9ZiIhTRP4+4fOtRUQ+JiKuhH2W/NxpcK5yIvIa4H7gE8C1wOPAHhFZl9KCpZ/bgM8DNwF3AFPAwyJSkLDPXwHvBf4CuB7oAX4pIv7lLWr6EpEbgT8DDs/YpOfuEkQkD3gMEOB3gS1Y56knYTc9f7N7P/BO4N3AFcDd0ccfSNhn6c+dMUaXVbwAB4AvzVh3BvhkqsuWzgvgA8LAy6OPBegEPpSwjxcIAG9LdXnTYQFygSasLx6/AT6n525e5+0TwGOX2a7n79Ln5sfA12as+xrw42SeO61xrmIikgFcB/xixqZfYNWs1KX5sVpkBqOP64AyEs6lMSYEPIqey5j/AL5rjPn1jPV67i7v94EDIvJtEekRkWdE5F0iErsdlp6/S9sH3C4iVwCIyFasL24/jW5Pyrlzzb2LWsGKACfQPWN9N/Ci5S/OinI/8AywP/q4LPpztnNZuVyFSlci8mdAPfD6WTbrubu89cA7gM8A/wBsB/41uu1z6Pm7nH/E+pJ7XETCWJn2cWPM56Pbk3LuNDjXhpkz+css61SUiNwH3ALcYowJz9is53IGEdmM1dx4qzFm4jK76rmbnQM4aIyJXZd7WkQ2Yl2r+1zCfnr+LvYa4A3AnwDHsL503C8iLcaYBxL2W9Jzp021q1sf1nW6shnrS7j4G5gCROQzwGuBO4wxzQmbuqI/9Vxe7PlYrRtHRWRKRKaAFwDviP7eH91Pz93sOoHjM9adAGId+PRv79I+BXzaGPMtY8wRY8zXgft4rnNQUs6dBucqFv32/xSwa8amXVi9a1UCEbkf65vrHcaYkzM2t2D9J9yVsH8mcCt6Ln8AbMP6th9bDgLfiv5+Gj13l/MYsHnGuk1AW/R3/du7tCysykGiMM9lW1LOnTbVrn73AV8Xkf/D+g/6dqAC+GJKS5VmROTfsK7P/T4wKCKxb6gjxpgRY4wRkc8CHxKRk1hh8GFgBPhmSgqdJowxF4ALietEZBQYMMYcjT7Wc3dpnwEeF5EPAd/GGjb2buCDAPq3d1k/Av5aRFqwmmqvBd4D/Bck8dylujuxLslfsDoetALjWDXQnakuU7otWNc7ZlvuTdhHgHuxmtbGgEeAq1Jd9nRcSBiOouduXufrd4FD0XNzGis4Rc/fnOfND3wWq3YeApqxrrdnJvPcSfTASimllJoHvcaplFJK2aDBqZRSStmgwamUUkrZoMGplFJK2aDBqZRSStmgwamUUkrZoMGplEoqEXlT9MbWRTafd1v0eTvmsd8HF1dKpeZPg1MplWw/wZrP9sJcOy7QbURn2VFqOeiUe0qppDLG9AK9qS6HUktFa5xKKQBE5NZo0+jmhHUPRtfdnLDusyLyTPR3EZF7ROSkiIyLyFkR+VDCTZhnbaoVkUoR+aGIBEWkQ0Q+LCJ/KyIjsxQtL1qOgIi0i8jfiYgjepx7gY8C2dHXMCLymyU/OUol0BqnUirm/7Dm8nwBcCq6bmfCuscS1j0S/f2fgT8HPol1t4kG4G+BSHTdRaKh+hDWzQb+HOu2Y/dg3RFkNv8O/DfwSuDFwEew5nN9EPgyUEX0rjbR/Yfn/Y6VWgANTqUUAMaYcRE5gBWS/yEidUA11s2UXwB8QkRygWuAj4nIeuBu4F3GmC9ED/NwtDb4ARH5F2PM6CwvtRsrYG83xvwGQER+yXO30Zrpf40xH044/ouBPwIeNMacE5FzQMQY88TizoBS86NNtUqpRI9ghSTRn8eB7wA3i4gL6z6GDuC3wIuw7jzxHRFxxRbgYSCHi+8xGXM9MBQLTbBCG6sT0Wx+PuPxcaxaplIpocGplEr0CFApIvU81yR7AHACO6Lrjkc7/BRjBWcvMJmwPBk91rpLvEY5s3cW6rnE/oMzHk8AmfN5M0olgzbVKqUS7ccKphdElw/OaMJ9Ac9d3xzAumfpLdHnzNR0idfoxArdmUoWUW6llo0Gp1IqzhgTEpGDwOuA9cCj0U2PAC/Dujb5mei6X0V/FhtjfmjjZZ4EckXktoRrnB6smzkvxATgERExeoNhtQy0qVYpNdMjWJMKnDbGdCasuwXry/ajAMaY08C/AP8lIn8jIrtE5KUi8s5oZ59L2QM0At8UkTeKyMuwrm9OYvXGtetEtFz3iMj1icNplEoGDU6l1EyxpthHE9bFmnCfNcZ0xFYaY+4B3g/8AfAjrGEjb8LqPDSraK3wFcBB4AvAA9Hjfx8YWkB5fwR8PlqOA1jDV5RKGtGWDaVUqkWHsDQCZ40xv5fq8ih1OXqNUym17FsttdEAAABeSURBVETkrVifPyexhq68GbgaeG8qy6XUfGhwKqVSIQT8NVCLdcnoKPAHxphfXe5JSqWD/9+uHZMAAAAwDPPvuhr6JyYKY6ZaABicgwBgEE4AGIQTAAbhBIBBOAFgCN2/e6gJKkIWAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot (x='weight', y='species', data=surveys_common, color='lightgrey')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example for when a violin plot can be more informative than a box plot is to detect multimodal distributions, which could indicate an underlying confounding variable that has been grouped together. This can be seen when plotting the 'genus' on the y-axis instead of the 'species'." ] }, { "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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='weight', y='plot_type', data=surveys_common)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x='weight', y='plot_type', data=surveys_common)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the violin plot, it appears that there could be multiple distributions grouped together within each plot type (remember that the 'plot_type' indicates the type of trap used to catch the animals). There seems to be one distribution centered around weight=20 for all traps and one distribution centered around 45 (or 30 for Long-term krat exclosure). These observations could indeed be from the same distribution, but often when there are see multiple bumps like this, it is a good idea to explore other variables in the data set, and see if we can find the reason for the multiple bumps in the violin plot.\n", "\n", "Since there appears to be 2-3 bumps in the distributions, it would be good to find a categorical variable in the data frame that has around the same number of unique values, since grouping based on these values could explain what we are seeing. The pandas method `nunique()` comes in handy for this task." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa 1\n", "sex 2\n", "genus 2\n", "species_id 4\n", "species 4\n", "plot_type 5\n", "month 12\n", "plot_id 24\n", "year 26\n", "day 31\n", "hindfoot_length 40\n", "weight 69\n", "record_id 18289\n", "dtype: int64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.nunique().sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few candidate variables that have a suitable number of unique values. A very effective approach for exploring multiple variables in a data set, is to plot so-called small multiples of the data where the same type of plot is used for different subsets of the data. These plots are drawn in rows and columns forming a grid pattern, and can be referred to as a \"lattice\", \"facet\", or \"trellis\" plot.\n", "\n", "Visualizing categorical variables in this manner is a key step in exploratory data analysis, and thus `seaborn` has a dedicated plot function for this, called `factorplot()` (categorical variables are sometimes referred to as \"factors\"). This plot can be used to plot the same violin plot as before, and easily spread the variables across the rows and columns, e.g. for the variable \"sex\"." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='sex',\n", " kind='violin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sorting by the sex of the animal is probably not the most clever approach here since, the same sex from different species or genus would have different weights. Let's try adding \"genus\"." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='sex',\n", " row='genus', kind='violin', margin_titles=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are certainly differences between the two genus, but it appears that the data still is not split into unimodal distributions. A likely explanation could be that we still have multiple species per genus and the weight is species-dependent. Let's check how many species there are per genus and how many observations there are in each." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus species \n", "Chaetodipus baileyi 2803\n", " penicillatus 2969\n", "Dipodomys merriami 9727\n", " ordii 2790\n", "dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.groupby(['genus', 'species']).size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the mean weights for those species are different, it could indeed explain the additional bump in the Chaetodipus genus." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "genus species \n", "Chaetodipus baileyi 31.739922\n", " penicillatus 17.187942\n", "Dipodomys merriami 43.136013\n", " ordii 48.867384\n", "Name: weight, dtype: float64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_common.groupby(['genus', 'species'])['weight'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A factor plot with the column variable set to \"species\" instead of \"genus\" might be able to separate the distributions." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='species',\n", " kind='violin')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks pretty good! The plot can be made more appealing by having two columns per row and making each plot a bit wider." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', data=surveys_common, col='species', \n", " col_wrap=2, kind='violin', aspect=1.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is great, much of the variation in the weight data can be explained by the species observed. The only species where there still appears to be multimodal distributions (and thus *possibly* a confounding variable, is within \"baileyi\" (and potentially \"ordii\"), especially for the \"Spectab exclosure\". The \"sex\" variable was used in a previous plot, but it was never explored within tin each species. It is common with sexual dimorphism within a species, and this could include weight differences." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common,\n", " col='species', col_wrap=2, kind='violin', aspect=1.4) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It does indeed appear that there is a difference in mean and distribution between the sexes within the species \"baileyi\". Minor differences between the sexes within other species are also visible now although they were not big enough to show up in the initial violinplot (in later lectures, we will see more how the violin plot can hide differences like this). As a final beautification of this plot, the violins can be split down the middle to reduce clutter in the plot." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common, \n", " col='species', col_wrap=2, kind='violin', aspect=1.4, split=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This clearly delivers the message and looks is easy to understand. A great aspect of the `facetplot()` function, is that if there is a change of minds (or hearts) in what type of visualization to use, only minor modifications are needed to completely change the plot appearance." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common, \n", " col='species', col_wrap=2, kind='box', aspect=1.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the mean and 95% CI, requires changing a couple additional parameters to make the plot look good, but the code is largely identical." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='weight', y='plot_type', hue='sex', data=surveys_common, \n", " col='species', col_wrap=2, kind='point', aspect=1.4, join=False,\n", " dodge=1.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To recap, `facetplot()` facilitates the representation of variables within data as different elements in the plot, such as the rows, column, x-axis positions, and colors. There is a great description on this in the `seaborn` documentation:\n", "\n", "> It is important to choose how variables get mapped to the plot structure such that the most important comparisons are easiest to make. As a general rule, it is easier to compare positions that are closer together, so the ``hue`` variable should be used for the most important comparisons. For secondary comparisons, try to share the quantitative axis (so, use ``col`` for vertical plots and ``row`` for horizontal plots). Note that, although it is possible to make rather complex plots using this function, in many cases you may be better served by created several smaller and more focused plots than by trying to stuff many comparisons into one figure\n", "\n", "The last point above is worth illustrating with a challenge. It is easy to get carried away with `facetplot()` and try to visualize everything at once. \n", "\n", ">#### Challenge\n", ">\n", ">Create a grid of countplots comparing the number of observations between sexes across months. Create facets for each species and each plot_type." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing the relationship of two quantitative variable across multiple categorical variables\n", "\n", "First, examine the variable and their. For this, the entire \"surveys\" dataframe can be used." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 34786 entries, 0 to 34785\n", "Data columns (total 13 columns):\n", "record_id 34786 non-null int64\n", "month 34786 non-null int64\n", "day 34786 non-null int64\n", "year 34786 non-null int64\n", "plot_id 34786 non-null int64\n", "species_id 34786 non-null object\n", "sex 33038 non-null object\n", "hindfoot_length 31438 non-null float64\n", "weight 32283 non-null float64\n", "genus 34786 non-null object\n", "species 34786 non-null object\n", "taxa 34786 non-null object\n", "plot_type 34786 non-null object\n", "dtypes: float64(2), int64(5), object(6)\n", "memory usage: 3.5+ MB\n" ] } ], "source": [ "surveys.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this it is already clear that the only two quantitative variables are \"weight\" and \"hindfoot_length\". Although some of the others are integers, they are all categorical, such as month, day and year.\n", "\n", "A scatter plot is the immediate choice for exploring pairwise relationships between variables. `seaborn` has a convenient scatter matrix function, `pairplot()`, for plotting the pairwise relationships between all numerical variables in the data frame." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Since this plot creates so many graphical elemments, the data set is subsampled to\n", "# avoid waiting for the plot creation to finish. Setting `random_state` makes sure the \n", "# same observations are sampled each time this is run.\n", "surveys_sample = surveys.dropna().sample(1000, random_state=0)\n", "sns.pairplot(surveys_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance, the relationship between `record_id` and `year` looks interesting, but it is likely only due to incrementing the `record_id` over time. Since most variables here are really categorical, it would make sense to explore them with the same `factorplot()` as in the previous section instead. In the following analysis, the focus will be on the relationship between the continuous variables `weight` and `hindfoot_height`, which looks interesting from the scatter matrix above.\n", "\n", "The corresponding function to `factorplot()` for two continuous variables is called `lmplot()` (for \"linear model plot\")." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', data=surveys)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, it creates a scatter plot between the two variables and fits a regression line. The regression line can be removed for now." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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t99EX89ixaZA9128zbdNYEDOkLaaevJL7Rsa49d4DjE66uvAFXxk5PUXC81i3KsHkTJ5cwSfvq41CW8BcEhcl57vXjx6f4NZ7D3Djzq0VDalpmwZ0gR/pcqcev8G79x8ryRkarZ2UyflcONSPBH6hcU/wzCe0pYT3fzyd4+CpKYt9N6piI9IWU4/f4LGz6ZLIo2jtpGzeZzCZIO7NEvdcXPfh09Nk8oV5xtRGqvUh0RsYuXfh/c/mfY6eTZu2aVSlbkMqIi8HfgLnD5os262qursZHVsuVNPWkgmPN372m0UtdMemQZKJGH1xr2hMBYoLHJl8gSefnSw63Fu9pObhIpOcNS1ELGnoH9oX90wLNRakrqm9iLwTeBD4KVw2psGyx1CzO9jrVIqhn8rkeObMeR49PkE27zOb93n0+ATPnDlPMuE+koKvJavEqlSMWjIax1c3Ko15peGeoX/oulTCtFBjQeodkf4K8Dng7aqab0F/lh2V/AZPT2Yq1jjP5H2u2DyIKDx8dJyYzMV012JDLc1o/cS8ILRTYM1AH6pORsnkCyTCVfvrttmU3liQeg3pJuBOM6L1Ua6t7b79wYpZmLJ5n0zO5949ryj6LYb5LjP5wqLaZzIRKzmufGW/3vpLA4m5+kPl7dbTTjuI1kwSgSduuwGg4n0MCWPjLx9evSR/UMMIqXfV/gHg+1vRkZXE1vWpkpjskKgWtzX4X8QZ2FqMVl/cw4usnJSf4wklceGLkckVmM0X5l1ftbuMKMz1aSZXIJ0tcMMn97FvZKx4H8P7Hb7/qP4J5g9qNMaihlRE1ocPXCamnxGRd4jI86P7IscYi3DTzq0lMdkhUS3upp1bmcrkyBd00UqfIQLoAhZOkNIV6kVQnKRQSxjqYs02IWF8XRwaneKWv32EKzc72T6836HuGdU/wfxBjcaoZWp/hlLpTXCZmar9umJVthsBu7YPc9vuq/jMA4c5OOq00nItbtf2YS4cSjq/0qzLOrQQMQ/OZ/NuwUSZV68+5gmJmEeqL8aGwX6eee48s7nKbQqQiHkl14x5gu/PL1AiAgnPCyKufHe2gPpatK4iLqRydX+ciXSOdK6AquIFuTzjMQ9Qsvn6cgfEPIEKhj78Y3H2fLbo/3nPw8fxTk6Qyfn4vo/neSTjHi+6aI3FuhsNU4sh/VlsDaPp1OKTmMkVilPOAyedu1MlO1PUMiOrTRktlBzTF/PYtrFUCyyPHw+vAcEKtl96fkbnfFaj9du3bxos0XXLqVd/jLYTrYmUyRdKrhvWSHr85ETFL2jBV/P/NNrCooZUVf+sDf0wAqJx+WNTs/TFvcARX6q6P83mC0HEkzNzgsuRGUoCAuR9n8Onp1mXSrBvZIxd24fn+biG14jqiD5K3JOif6uPzsu/GdV1mxGPHm0n6lcb90qvG32ey8+XQGKemPZptIV6/UifEpGXVNl3lYg81ZxurUzK6/n0xT1GJ2eZyuRYv6oPqKxF+gq+D6v64ghCzvfntNBgEUYiiythjaByH9f1KXeNch1xfaqPdanEvO0wX9etRL36Y7SdqJYc9q98+xtevKWkT8XjV/WZ9mm0hXrdny4F+qvsSwGVf0lGTZTH5Yep2rIFZdOaAdal+jg9Ncu5dNZN8YOpvIgrfaHAlrVJTk/Nkiv4pBIxcnk3Shvoi7EulSi2ec/Dx/n0m76/+Pzo2TT/6fIL6I97fON7z3EunWXDYD8vf/4FzAYhkpuGkozP5BidzABwxYWDvPP6Ul032t5Sc22Wt7NpKIkKZHI+l8W94vNo+5dtWMWfPvg0EzM5PIHnD6/m/f/1SpvSG21BFlrlhWLxuRTuZzsGvBb4TtlhSeAXgTep6vNa0M8ls3PnTt2/f3+nu1ETtWqM1TREmNMNw3OapVsaxgqkZl+TWkakvwbcGjxX4P4Fjt1b64WN+VTTGAfiLi7/0KkpFDe1HkrGGUwmSjTESvWCkokYB09Nkc379MW94qjUtEPDaB61GNK/A57BWef/Bfwm8L2yY7LAk6r63ab2boVRqZ7PVCbH6ckMk5m5YLKCr0xn8mxZ67TCMH9peb2gfSNjjE5mioY2m/eLx5p2aBjNo5ZV+0eARwBERIEvquqZVndsJVJrXH4syEWaLSjDg/0lGmJUN3zXXd8paqLj6VxxVHrhmqRph4bRROpabFLVP29VRwxHrXH5vsLwYP+COmeYC3UwObfIBM7gGobRPOoypCLyGNWd831gArcQ9UeqOr/mrFE3W9eneOa5NDPZQrFOk4eQTCyeI7MX6wzVU9/KMLqFepOWPAysAV4AnAYOBP+/AFgHPAe8Efj3IAG00SA37dxKMu6R8/2SjPm5gnLFpsFFz61Et+qj5X60YX2rfSNjne6aYSxIvYb067jY++ep6g+r6ptV9Ydx/qVngH8BtgH/DvxWMzu6Utm1fZhLN6xiIBHDCyKWUokYW9YmK+Y0LT+3l+oM1VPfyjC6iXod8t8HvEdVT0c3quqoiPwW8PuqeoeIfAr402Z1cqWTyRV4/vDqedsr1X0qp5fizOupb2UY3US9hnQz1bM7ecDG4PkoK6BCabv0vF7UOpdC+D6nMrkSL4MrNi8sYRhGp6nX2P0b8Bsicml0o4hcBvwG8K1g0+XAsp6PtVPP6zWtc6mEOVhHJ2dLfV8nMqaTGl1NvYb0HbjFpv8Qke+IyP0i8h1gBFf87p3BcRuB/9m8bnYf7dTzek3rXCphDtYwQqsv7nHhUD+DyYTppEZXU68f6ZMi8nxcjtKduKn+d4E/Bj6nqpnguP+/1jZF5P24hak7VPVdwTYBPgy8DecN8BCwR1Ufr6e/raTdel4vaZ2NEM3BGsV0UqObqbuufWAsP9OMi4vIS4GfBx4t2/Ve4D3AzcAhXKz/l0Vkh6ouvFTdJlaKbtlu7L4avUjdhjRERFK4rE8lqOrZGs9fA9wJ/BxzSVHC0ei7gY+q6heCbW/F+au+GfjsUvvcTCrFxUPzdMs7HjjMnd86wng6x7pUgpdv20AmV+Crh04zPVtYvAFcKOm24dV84PW9k06u1ffVMFrBomn0Sg52xu9jwE/gtNJ5qGpNNZtE5G+AZ1T110Tkq8ABVX2XiFyOS4ryn1T125HjvwicUdW31txhWptGb9/IWMO5NytxxwOHuf0rh4uvC76S833iIuRqKXAfQYCNg/187MaX9IwxbdV9NYw6aWoavSh/BLwB+BPgCVzWp7oRkZ/HOe7/dIXdm4L/R8u2jwIXLeV6raJVuuWd3zpS8josZFevEQUXz3s2neWeh4/3jDFaKXqwsXyo15C+FvgVVf3jpV5QRHYAvw1cq6oLGeJ5BSsrbKt2jb24xSo2b968hF52lvF0ruR1reWYq5EPisAZhtEa6p3anwR+RlUXSu68WBs3A58DokJfjKCMOvAi4CA9MLWvRq2O+tHjkokY3zs9zZnzSxrkL0o8KMe8LpXgLS99Hnuu31Z3fxulketYMhOjA7Rsav+HuJX0JRtSXKLocsv2OeA/cCPVEeAU8Brg21Asd3ItcEsD120LoaN+SOioD5T88KPHTWVyPHZiomJJkGbhKpD6jKdzRf11z/Xbau5vozRynXb10TCWSr0O+TPAS0XkWyLyGyLyK2WPX16sAVU9p6oHog/gPHA2eK3AJ4H3iciPichVwJ8B08Bddfa37dTqqB89bjyda6kRDSlELnLnQ0fn9SNKsx3gG7mOJTMxup16R6S/G/z/POA/VdivwCca6tHcdQaAO5hzyH9tt/iQLkStjvrR4yolbm4FUVt9Lp2d148ozdZUG7mOJTMxup16I5takohEVa8re624Qnp7W3G9pVCrRlfJoXwq4xJwvPrjD3BuJk86m+9YlvqZnJOmReCNn/0myUSMdHa+X+pSHOAXukeNONovFyd903mXL8s+Q1MzqCdBSXmCkTAJR8FXjo9nGD+f7YpSH6rw6PEJnjlznqlMbt7+eh3gF7tHjSReWQ5JWyxp9fKmbkMqIoMi8n4R+bsgccmVwfa3i8gPNL+Lnaceja48wUg273PhUD+ZvE/B1wYdmZpPJu+zaSjZcEKUxe5RI4lXlkPSFtN5lzf11mx6IfAVnAH+JvASnJYJcAXwKlwY57KiXo0u6lC++/YH8RVGJ2cb9gdtBdm8z0ze59Nv+v6G2qnlHjXiaN/rTvqm8y5v6l1s+iTOx/P1wCylkU3fYG4xallRr0a3b2SMOx44zMNHxgO3o+4k1EsfPXaOy3/9i6hCf8LjDS/ewsdvfEldbXW7jtkMfbKRNpZyf3rBv9dw1Du1fwXwMVU9z/woo1HmwjuXFfVodPtGxrj13gN8+5mzXW1EoyiuvLMCszmfL3znOL96zyN1tdHNOmYz9MlG26j3/rRLUzXttjnUa0hngUSVfZtx5ZiXHfVodHfvP9Y2v9BWEHb7i48+W9d53axjNkOfbLSNeu9PL/j3GnPUO7X/KvCrIvKPzIV4apD67m3APzexb11FrRrdsbPptvmFtpLZfG2p+qJ0q47ZDH2yGW3Uc396wb/XmGMpVUS/gdNJ/w43gNkDXI2r0/T/NbV3XUq5pnTl5iGefHaSJ05O8tSZ853uXsOoAgLvuus7y0IvW4rGXa4ZLtZGLTpjeMwTJyfI5HySiRgv3DI079h9I2McG59hIkhe05/w2DjoSq4sVXOu1r+t61McODFRLDYoQXR5X8zjjZ/9JuCqFtSqnVa7Tit12G7QeOtKWgIgIs8DPoKLhR8GzgJfBm5V1aeb3sMGaXbSkvK479BPdCgZZ3RqtmnX6TRrUwm2rnM/2m6Zoi+V8s8spNL7qnbsDVdt4r4Dpyq2ASzafthu+H0JCWtShceGGvvJcxly/tzMJuF5bFmb5LbdVy1pkaxa/x47MVHMvRDmvQVYO5Ao+juHfSx/T7VeZ6F71+j3qp7PdgnUnLSkbj9SVT2iqjer6kWq2qeqm1T1p7vRiLaCck0pTHl3Nt2arE2dIGpEoff1sno17kocPDVVtY1adMbwmPIUieHr8NhQY495QsLz8ILfsqJcuCa5JOOwUP+efHaSC4f66Yt7FHzFw113ejY/r4/l76nW69z50JGK25vxveoWjXfJpUZWKuWaUqiH9soKfTUGEjEy+QLJeKzEiMLy0Mvq0bgrcfRsumobteiM4THl+nn4Ojw2qrHHPCHmzQ2KlhoRt2D/VBlMJhhMJjh8enruWnmfoJhrSZ8X+i5Uu854OscFq/orX79BukXjXdSQisjf19GequruBvrT9ZRrZZ7ATLbQha729VHwlbgnxVLIUerV5appyI1qWItpYZX2gyvdcuDEBNmCT1/M46qL1rDn+m0V+5BMxDh4air4TBVVl5egL+YVNWOgROucmMkVP/98QVEU33ejyEvf98UF35MAT41Nk0zE2H37g4xNzZL3fXKF0m+UJzBQ4bOp5T4lEzEOnZpiIpMrvp81yQTXbh/m9GSGx05MMJvzKZTJfKGfMcCBExN4npBKeOy+/cF593/fyBhjU7Ocnpp17SjEY8L6VB/rUgmmMrmiDtsXd3lxr754bU3vZyG6xX+5lhHpEDVmpl8JRIuzTWVyzOZ9en+NHnIFnzUDCdam5nu31eMLWq5ZHTgxwb88ebqosy01l+hiOUkr7b/13gPMZAuMp3NF7S/vF/j3o+e49d4D8/TGfSNjjE5mmMkW3PGBb60AgnLgxAQHTsx5+IVaZ67gF1MU1vtDUeB8tkCuoEzM5EgHz8vx1ckL+0bGFrxvle7D02emSwomqsK5mRxPjU1zZmrWGcxFOq64P7bTswVOTWTwtVQX/tj9h0hnCyUzs3xBOT09yws3D/HU2NwibDbvMzo5y42bBhe+aA10S7HERQ1peWamlU74Jb7n4eP868hYcZWz1/E8uGLTIO+8fltDheeqacjj6VxxwQKou4bUQlpYNZ1yPJ0jnc3jl/2lK/jKeDo3rw937z/GYDJBPDZLwRfCeYaIm2aX65sh4SivznXbEsL209l81WPOZ/OL3rdK9+F8hexeAhx8dpLVyQQJzyNXqHE4IG49YOOQKyB8z8PHCResz2fz8+oBJTyPp8amuXAoOW9EevBU41kxo7/HThZLbJlGKiIecBj4b6pUiYR9AAAgAElEQVT6eKuu0wlCrWz37Q8yMjpNrlC/z2U3IALJ+FzR15m837AvaDUNuVwbrFfDWkwLq7Q/m/cratc+SjbvV80Rqwp9cY9M4EsbtlDNP7iYQ0GCwmI1GtRy41utvyG11N6qdB/Ca5T/0S+ou2bME3J+7X2P9jHUWYvbpXSpO+YJs/lCUYeN0iwdsxv8l1u52CTApcB8lXmZsHV9imeeS5doSb2ERH40fXGvIR/FUIdMB9NEzxNiIiiKIAz0lVbpLr9W2MahU1MosHlNkjUDCcamMpybyTMxkyvqbjFPilqk5wlXf/h+pmfzKO6Hu2FVHxuHkvTFPfK+m3aX26eZXIFHjp3jsvd9Ec9ztmCh9cJMrvk6eNRo1fIdUoVHjp1bVHet5Xr1XLdSG4+frK00TjbvE/ectjuVyXF6atbdS3WzoDd+9pvs2j5c1NCTCfc9ifquAh33E10MW7VvgJt2buX+x+f7x/UKoe4V84R1qcSSdKVyv8fwh1bwFR/Xdl591sVLRyPRa4VthJpjwVcOjU4RC4ZQ4eKFAoV8MN0O30NBmY2o1AVfOR34865LJRCcHrjwPVj8fdoiQSm1OqkUVBnsi3N6MuO06sJcDjTfh4ePjPPvR8+xZa2TCkZGnefAhUP9+IHODRRHs91ar8sSOzfAru3DFRcGegXPcyPGF29dsyRHb5jzeyxU+GUpbjq5cbCfWMyr6sMZthEStlXwda7dClp0NX1agclMntt2X8WOTYMlLkRGe/HEzdzyvptBhN8SCf4JP+PxdK7kOxDV1itp093m22wj0hXMCzcP4XnC37ztZUtuI/R7rJRrVQTinsfGwSSeJ9y75xULthEStlXyo4u0GYawVvoTFhpXEfeH7ve+dIi+mEdGCw0tBq0UBoKpdbPkqvCWp3MF4p5H3i/M2x9q1lGqaesh3ebbbIa0AXo51VhocCpplaGP5Lm0c++Kxzyu2DTInuu3AaEP5SSZXIHnzmfJFvzKRipYzPje2DQDiRiv/vhXOTeT4/xsHl+VmAipvhjpXGFBZ/No2+HzakYx3J7OFpasJa5kWqH3T2VypBIxJgM/1nI8nP9yJldgNmI4R0anXIRXbGHf5mr+w+3UVc2QLpF9I2Pc8rf15ezsJlb1uY++XKsM48Gjsd6JgvLo8Qlu+dtHiiOWsA5VVPOqhIj7cWbzznE9Wm4lh5JZBpmyjOrERDh5LkOqL1b1j5+IkwBmy74Ls3kfT2AwOd9Mhd/bav7D0F5d1TTSJXL3/mOcPd+b8fUxTxgaSFTUKoF5mmf4/Oz5bIlmVQjcXbzgAXPT8JgnJOIeIs6XUJWurFll1IcnsKo/RrwG3TnuCav648RjguI8Q8pPW9UXY9vG1WSqjIRFnK5eLU9CNf/hduuq9dZs+l/Ab1RKUBJkhfqwqv4sgKoWROQy4GRTetplHDub7qn4+nAkCbBt42o8T+b9dY7Gg0fHmeHzvK9VtczQH3XbxtV87/Q0z9+4GqAYv53zu7FilVEL0e/O9k2D3LvnFcVaZNH4fKCYrwHcdwHcMeH3pj9e6gZ3+bD7LoJUXDz0VcnkqtcUq+Y/XIlW6qr1Tu1vBv4IqJTpaQPwVuBnww2qWjntSw8T6jFHnkv3lE9MJl/AQ4jHhKNn0wjOh+/E+AzPTs4Uo3/CWPvyaVg0Fj9f8EmX5RcItbXHghDKx04sy2IJK5KobnpiPM3Lf+dfnKuagGowy9C5n0MmVyjJ2SDBtN0PZiRRe/nEyUnWphIM9MUqLlrGPamq4x87m2Zsapa+uFecxk9lcuR9H993hnNdai4QoJXx90vRSKuZjx3Acw30peuJ6jH9ca+X7KhzOEeZzbtEHOtSiYrF+cp1qpBswWddKkFfzGMsk+up9240jzPTWeKeGz1Wm5EpblR4ejIzZyAjx0bP8lGmMnlSfTE3Ii1rcn2qr6KOH9IX90ryu45OziIIMW8uph+cXtrK+Ptasj+9A3hH8FKBu0RkpuywJHAZcHdzu9ddRPWYTN7Hg55KWCKAJ25Umsn7FX0/qxHzhO2bBkHh9PTySWBt1E/BV7wqTryC+66oupj84Vg//XGPXMH5i0YzTAlOP495TkN9/sbVnJma5dxMDk/g+RtW8/7XX1lRxw8JR5vZgpKezRfj+IFibH+2oC1PTl7LiPQk8HDw/CrgEFDu95MFPgP8afO61n1E9Zhs3kcr/AXtRsLvfKhPaeCWtNhqe7JMz8rk/OKcv9EkHUZ3Uc/nGfp+ht+rMGlLSOiuJALDq/sZP58r5lbN5CP+vEEyGHDfx2QixsMfes2C166kiQ4mE05nXd1XEnEVGtlK6wHNppbsT/cC94JbQQNuWynZ8MuJ5j7si3tk8z69kIk0/OKGBe0EwVvEX0N1vk/hI8fOtaJ7RhdQ9x9FLR1DFBOjMBd2vDbVV8xHES4Aecxl1fIiammtuR4Wyj+qqh3LTVqX+5Oq/kxoREXkIhG5WkQuak3Xuo9obfJ1qUTPpdDzg8QcNpo0wLkyteIrnAsSxbzlhy7hpp1bi1NtcCPQqItcSK25HqK/wSg3XnPxgvtaTd2LTSLyFuA3gOdFth0BPqiqdzWxb11Hee7DqUye57rQlzTmSXGFFCjJESk4Q+r77oekmFFdiQiwNtXHxsF+Rkan5iUhCb8ngku3J8DqZJxk3OPcTI687yLTwlV7d7x7HfOEy4dXFSPhbtt9FZ954DAHR13+0U2DqwA4NZUBYMemQfZcV7liQTm15B/tRG7SuqqIBkb0L4EvAZ8HTgGbgJ8EXgv8lKp+fpE29gBvx6XYA3gc+E1V/WKwX4APA28D1gEPAXuWmtO02VVEo+y+/UEePTGxqCEK6yG10mCFvn4i8MRtNxRzpYZkInXqy7XPbRtXc+Dk4u/DaD/RWU8yHlswhLOSru12wLbh1fM2e56bmkS/J1FCn9Eoof9oSNSPNPQbDduulluhh6h5wL6UuvafU9WfK9v+5yLyp8D7cQZ2IY4Dvwb8B05aeCvwdyJyjao+CrwXeA/OZ/UQcCvwZRHZoaqNp9RuIlvXp3ji2clFM0C1I19p9BqLxZiX98d8PruX8sTPix07G/zBDkeJfXGPC1b1FWsmhbWoBGHDYB9b16WKen+UappluUYZnlte66vdNZM6Tb0hoi8A/rrKvr8J9i+Iqt6rqv+kqodVdURVPwBMAS8LRqPvBj6qql9Q1QM4QzsIvLnOvracm3ZuLcasG0Y34EcWgUJ/znWpPkYnZ4u1qPJB/fqCr4xOZkgm5puBappluQ4Z6p/rUtXzza4E6jWkZ3AuUJV4UbC/ZkQkJiI/CawGvoHzRd2Ekw4AUNUZYB/w8jr72nJ2bR9mx6ZB+qtUd+yxtSijRjrxucY9qZiqMKRS6LsnzhXJ1UzqL2YDDWvXZ3I+g8kEl25YxUsuXkN/wqM/4S2Yn3bX9mFued2OYuz71Rev5V2v3sbVF6+tmm92JVDvcOqvgd8UkTRwt6qOi8ha4CbcAtQf1tKIiFwNfBPnyD8N/KiqPiYiobEcLTtlFKjZO0BE9uJ0VjZv3lzraUsikyuw/cK5aoihZlTUJBeY9ZfrX9AeGaAd1OIZUH5M9H4sdG7Uf7GVFHObAk/9zutL9l35ofuKz4u1nbT0vHpqN1XUNiNtJ2IehXyhatvRl+XthTWT4t4s0b/54XQ+k/Pr0jO7oUZSt1GvIf0AbtT4h8BnRCQftCHAF4L9tXAI+D5gLfDjOI31usj+8q9gXa7vqroX2AtusanW82qhUs3w0aCMQjh1qtmxOXLccjGgIR5uBLXQrZhnDGr9pMoDtltE2B9PhN23P1hSTyisXR/zpPhel0qYjzNX8MkV/GLegzBkMpyiewKou1b5DyJ677yymxPOmMq10FDXXGl6Ziuoy5Cq6izw4yLyYuBanCE8Czyoqo/V0U4WV2EUYL+I/CDwy8BvBds2AdFYsI3MH6W2nUq5D09PZRg/71J21WNElzsiLhdlKzJkKU6TEqm9dlAjDA3EmZjJldQTWpNMBKGyXtHdrByvxv65EaTHTLZQjBPPRZJlCy6SKFYsU+oMePTelri4lf2Ref2Lt3Do1BTrUomSuPRQ11xpemYrWNJKSbC6/mgT++Hhqo0+jXOpeg3wbQARSeKM9i1NvN6SqJT7MJPzScSEbFBBLfxCR/+HuR9/oljZsi1d7hgicM0l63jk+MSSR9vRe1e+fSARIx7zmMrkisbKE4gH4Ykl9Z4qnF+rEU7EhIvXpUpSsI2nc8VR3GQmjwisTjqfzHPpLBMzrgLABav7WZdKcOjUVNU/KDFP6E94xGJSLAA3ns6Rz/gQBE+Erm2+QqovxvDqfk5NZZiKZJwXXDt9MY/ZvI+I8xN9yw9dwp7rt7FvZIx7Hj6Od3KCTM4nGfd40UVrOlIDfjmyFIf8C4A9OOO2Hjci3Qd8RlUXzf4kIh8FvogbcYar8dcBr1dVFZFPAh8QkYPACPBBnI7acWf/hXIfxj2PuOc0rdAADETyMh4emy768h0+Pb0sawiFI6FkPMb2TYP89dtfxpUfuq/oRxsSvu9K/rXR0ZQwP39l2I6vpVPS0G+x3M+xfH+UqK9ttH/he4gSnRKHzzcOJdm0tnZ/yYX6hs6VjB5MJkr8My8fruyfWc97NV2ztdSb2HkbzmhegFtlH8FNwz8I/A8ReZWqHl6gCYLj/yr4fwI3sv0vqnp/sP93gQHgDuYc8l/bDT6kleJ8o/5z2bzvYokDy7DScnSqzmXLH5vKsPv2B1HU1aCv8IPP5v2qyrfTDWWerhfqf9X8FheKxS4nGgce1TlDzTJKMbdCUA3z8Olp+uIeV2wenNduNeqJEw+v54nLq5kNRpnJRIxXf/wBMjlXuiUe80pyblZ7r0Zrqdf96feBc8ALVPV6VX2Tql4PbAu2/95iDajqzar6PFXtV9WNqvrDESOKOvaq6mZVTarqqwJ/0o5TKZZ3XSpRfACLLK8sf3x1OU37Yh6+uh9+tWmtH4QTViLmCa9/8ZZ5/olhFqFqfov1xFtH48Cj/Qjbj36u61IJV6PK9wmjxbN5n9GJTM1FEOuJEy9er6BFAz6TKzA5k+P4eFgjXpnJFhidnGUqkytpz2gv9U7tXwX8nKoejW5U1WOBy9GfNKtj3Ui1ON9wm3dygmfOpOmJ3HoN4MncYkfJarG4qXl/JGO5anWXC89zbj39cWeU8uryXK4dSPCzr7ysqO3d8dXDHDrlJiRXXDjItduHOXhqqmI8dS2x2CG7tg9z2+6riu3nCkIyHmNNKsGLtqwp+WyPnk0zmckzmyvgK8W8l4PJBPc8fLzpceJXX7yW/vgUpyYzQcpDJeF5xZye4R+UUBc+N5Pj6ovXmubZIeqNtZ8C/ruq/p8K+34U+HNVHWpi/xqmlbH2lbjyQ/e1PK5+MaJx96pU1CfBGb6oBlmssTM2zUy2+gLR1RetcceV1evZtnF1cVu0Xk94/VB3jL7upfjsejTJZl+v3D85Wfa5dfu961FaFmv/IPAhEfmaqp4tXk1kHc6H9ME62+sZKtXO3rV9OFIHfpLj42myi8Tdt4NaV8n9spyjB05MBIXIFn4Pp6cybBxMluiXvioHT7m8AyLuGAIjHhrvXMEnEXMqZ5hc+qmx6WJf1qUS7BsZa8qIarHPayn1zuvRX5tBpfy35T6i5gvaHdRrSG/BLTYdEZGv4FyVLgT+My5L/lub273uoJL/6MfuP8RjJya478AppjI5jjyX7vkJvRKWkVj4uNNTzhcx9EvMFVz8dnHFXSn6K0abyvuKr25qHLogpQNDnvA8+uJeU+qPL/Z5lW+v9Xo37dxa0m5IqzTJ6PXCe12uKZsvaHdQr0P+gcAZ/1eAVwIvxLk//U/gE6rausLRHaSS/yjAnQ8d4YJV/Yynl1cxuHD1vdI0diARo+ArkzN5Nq0ZYNNQkoePjiPiVrtjsWAhJnCU9UQCn00tJpZe1RdjdX+cs+ksKMXqpqGuWqvmWI2qn9e3jnDB6v5525upcTaT8utduCaJqKuZZb6g3UUtxe9uBf5EVU+KyCXAs6r6K63vWvdQyX8UnOP0Bav6F01v1muE9nMg4fJflkfKxIIqkqEmd+WH7mNe3pZAMSh3I5rNF4p+kZOZfPG8qHbbaP3xap/XuXSuoiGt53rt9sc0/8/eoJYR6YeB+3BF8J4GXgb8Wys71W1Etaowr+P52Tx5X5etb2ioYYbPQ0Kdc22qr7htXSrBeHrO/SYaURT6P4bloD3cPRxMJko01qjBbVTvq6Zlri1zmQoZiHu8667vLEk3NQyozY/0DPD84HmP1M1sLqGP31Qmx+jkbNGILncKFVwP8r6SK/i85YcuKW57y0ufN3dO4GsZ4qsG2qhrazCZKPo9Rn1Bo88b1fuq+WtG+xkylclxajLDkefS+Dqnm9bqG2oYUNuI9Iu47Ey/gzOifyci1Qqbq6o+v8q+niUcnbzvf7v0ApUMTC9Q619BL4jvTmfn10gN49zDejxA8fmdDx1ldCJD3BPWByPW09OzxaQDG1f3s3EoyVQmR7agDA/2s2koiYrLWdAszXEhLfPqi9aUbD89mSFdwdWrUZ3WWFnUYkjfDnwLt7D0i8DX6YJMTO1m1/Zhhlf3c8Gqfg6c7N7pfDSHZiUf0QMnJ+b5c1Y6/vJhV8cplEejfouV/pDsuX4be67fNs/XcjKTLz7fOOSScoR1yFvp91hNWyzfvvv2yh57jeq0xsqilrr2OdyqPCKyG/gtVX2k1R3rRrauT3GghmJ3naS8xk/MEwb65oxgSTb/srIUoU+pAN8bm3bp27S0rbBeeTmhf+YzgTYZRv10e02fVviGNuKravQm9da1v2ylGlGAKzcP9cxIRcQt7uR85yYT8oYXbwGCfJdVzlVgJlsoGtEwH2a0XnmU0G/zyHNp1qUSLga9TAft1po+za6FHr0XprmuHGpxf/qxehpU1f+99O50N08+O9nVo1GI1iMXBhIeCswWfC7dsKqoE162YRW//6X5juXRNsJcqnHPJRPO+0rcEy7fsKpEH4VSv83QF3Q8nePcTI5rXzDMjZsGq8bGd5pm+4ZW82E1zXV5U4tG+rdlr4uJuCtsA6hcfGYZcOxs90YviVTWOcHFgn/6Td9f3L7n+m3c/pXD82oNzTU29+HGY968ePhyyv02B5OJog4avW630kxfzWo+rL0ykzGWRi1T+8sij2txCZlvx2WCuiL4/45g+67WdLM7CGv2dCNhLfPQh3Mxv8x1qcS8uO0QDyk+atE2t1bRE7tFB20ndi9WJosaUlU9Ej6AXwP+QlV/SVX/NahL/6+q+ovAXwC/3uoOd4p9I2PFVG7diOBqJIU65mJ+mW956fMWzAW6WN7PKM3WGXsZuxcrk3qTlrwa+IMq+/4VF4O/LLl7/zHOZ/OLH9hmBDf6jHuCr9Av0J+IsSbVt6DeF+qcf/rg00zM5AClL+bhiZCIe4vm/YzS7hj0bsbuxcqk3nykJ4DPq+qvVtj3e8BPqmrN9efbQbPyke6+/UEe7ZDrU5hfNNQql1KfyDCMumlZPtJPA78tIhtxdexP40ol/wSuiF2tde17jq3rUzzxrMu32QkqaZ7tzo9pGEZl6k2j91ERmQDeD/wUc14yJ4F3qeofNr+L3cHTZ853zIjO5AoMJec+qmh9oo/df6iYSCV0fL/hqk0d6adhrFTqLX5HYCwvAS4FXh78v3U5G9Gf+tOHePzkZEf7MDY9y6q+GLe8bkdJfaIbrtpUYkTXpRLcd+CUOYAbRhupu649uMwkwNHgsez5xuEzne4CCgwPJectWjz57GTFqbw5gBtG+6jbkAbJnX8EuBhIlu1WVf2lZnSsm+iGjHmqlZ26zQHcMDpPXYY0CBf9PE4SOI2r0xRFgWVlSLtpivzIsXNc9r4vsi6V4OeuvZw9129r2oJTNNFGGHiQyRUs6UYFLCmJUU69I9LfBL4EvDVaRXS5Ul5ErRtQ4Gw6x6f++T+A5hRki77PqUyOkVFX2fPCoX78OgvELXeqFdYDuz8rmXoXm54HfGolGFGonoCiGyj4yp0PHWXX9mFued0OLt2wCs8TLt2wqmRBqhai7zNaMiT6/J6Hl2Vdw7pZKCmJsXKpd0S6HxdzvyKopj92Az7KubRTVhpNuhF9n9FCftHnprk6TJM2KlGvIX0H8HkROQ78c5D0edmxb2SMOx44zBPPTpLvkO/oYqhCOlvgpb/9LzzvAqeHLlXTjOqsrSpItxgL6Y61apLt0C4tCMKoRL2G9CEgAfxfwBeRmbL9qqprmtKzDrFvZIxb7z3A6OQsBV+7Nm1eyKnJDGemZ0nEvCVrmlGddV3KFacLn4e0MunGQrojUJMm2S7tshmatLH8qNeQ/h4NVhEVkV8HfgzYAczi6kH9uqoeiBwjuDLQbwPW4Qz4HlV9vJFr18Ld+48VtcFuT+IcUvCVRMxpmmFi5Xr8SMsTbbSiIN1CLKQ7VssFUf7+2pVQ2ZKSGJWoN0R0bxOueR3wGeDbuPDS24B/FpEXRhax3gu8B7gZOATcCnxZRHaoaktz2R07m56r597KCzWRsJ+NaJrNTG5cLwvqjlUMafn7a6d22cl7ZXQndYeINoqqvk5VP6eqB1T1MeCngWHgFVAcjb4b+KiqfiEYqb4VGMQlRmkpW9enitpgzalfOkzYT1+Vg6cmOXBygkOnJrnjgcMd7VetLJQMudZEyZZQ2egkixpSEfl7EXlB5PlCj3uX0IfBoB/jwevLgE04f1UAVHUG2IeL7W8pN+3cWtQGe2VECq6Y3WzeJx+EYfk+3P6Vwz1hTBdKhlxromRLqGx0klqm9oPM1WEaovn25VPAd4FvBq/D1EWjZceNAi3Pdbpr+zC37b6KzzxwmG893RvusiJzD4+57PYAdz50dF6xum6jFt1xMU3StEujk9SV2LnpFxf5feAngVeq6lPBtpcDXwcuUdVjkWM/B2xW1RtqaHcvbrGKzZs3c/LkySX179L3fXFJ57WTSkXvyvc/cduit8wwjPm0LLEzIrIK+M9UT1ryiRrb+QTOiF4fGtGAU8H/m3AF9UI2Mn+UWpFgUWwvuAz5tZxTCU+6I2HJYvTHY6xLJUoikULWpvo60CPDWFnUm7TkWuD/AOurHKLAooZURD6FM6LXqerBst1P44zpa3Ar+4hIElfB9JZ6+tsoV24e6nge0lp4/Ys3c9mGVdz+lfl66Ft+6JIO9MgwVhb1jkg/BRwG3g48sZTIJhG5A7dS/yPAuIiEmui0qk6rqorIJ4EPiMhBYAT4IDAN3FXv9Rrhsg2rutqQCvDjP3AxH7/xJcVtdz50lHPpLGtTfbzlhy7pen3UMJYD9RrSHcCPqeojDVzzncH//1K2/SME03Hgd4EB4A7mHPJf22of0nK6LdZeBJIRLVSEEiO65/ptZjgNowPUa0gPAhc0ckFVXVTADTLw72XOsLadfSNjXWdIvTLtu5n6p+XYNIylU68hfTdwu4h8V1WfaEWHuoEw3v7cTHflZJGyP0HN0j8tx6ZhNMaihlREHqPUd3Qz8KiIPMucE32IqupL6HHCePtuWbGPCQwmE8zmfURouv7Zrjh1w1iu1DIifZjeCvJpmGi8fTsZSMTYtnE1h0+7DPXbNq4u2e95wr17XtH061qOTcNojEUNqare3IZ+dBXJRIxMrtD262ZyBb43No0IJGLzo3dbFTduOTYNozHanrSk29k3MsaBkxMdG4LP5Apk8z7J+PyPplVx4xanbhiNsaS69suZu/cfI51t/2jUE6efeAj9cY/LNqxieCjZlrhxi1M3jMYwQ1rGsbPptiR0Dlfgw2tFY+V9hZm8z6ff9P2t70iA5dg0jKVjU/syquW1bDaqpTmLZ3IFZvMFCr7SF/dMnzSMHsIMaRlffqKmvCgtwVeXVzQZ90yfNIwewgxpGbMdcHuK4nnCZRtW2TTbMHoI00i7hFAz7Yt5zHTYmBuGUR9mSLsID1lUH7WYeMPoPsyQlpHwhFyHYkNjnrAulaiqj1pMvGF0J6aRljE82N+R66b6YvzAJWu5bfdVVY3iQjHxhmF0DhuRllGpXEcrEXEx9o9/ZPG6ShYTbxjdiY1IywhLMbcLD6k5r6jVbjeM7sQMaRkv37ahbdcSnC5aa15Ri4k3jO7EpvZltCrrkwCr++NkfZ9s3keAdak+fvaVl9WcV9Ri4g2jOzFDWkazy4uE/qHJeIzLN65uOJ+oxcQbRvdhU/symh1rH8bUZ3IFjp9Ns29krKntG4bRecyQlnHl5qGWtT2VyXPrvQfMmBrGMsMMaRlPPjtJqi+2+IEL4ElpoTovyHgf84TxdM78Pg1jmWEaaRlLyUcqAldtWVNSU2n37Q8yMjo979hs3je/T8NYZtiItIyt61P0VSjzsRCqcODEBIdPT/Guu77DvpExkokYed8nk3elQwpB2KnlGjWM5YeNSMu4aedWDpyYYKLOmvYKzGQLHDgxwYETE8xkCwgCKD6K77tCIgvF0huG0ZvYiLSMXduHuW33VfRVqOK5GL66ENPxdI5M3mfL2iQDiRgegocwmIwvGEtvGEZvYiPSCuzaPkzME1iCb342kkt0MJlgMDkXcup5YkbUMJYhNiKtwlJj7j1xOmglndW0UcNYnpghrcJSY+5zBSWZ8CoaYtNGDWN5Yoa0CplcgQvryE0quJHoQF+MSzes4rbdV3HphlV4nnDphlXc8rodNq03jGVKRzRSEdkF/CpwDbAF+BlV/bPIfgE+DLwNWAc8BOxR1cfb1cdjZ9NsHEoyOjW76LEDiRjbNq4uvs7kfIuJN4wVRKdGpKuBA8AvATMV9r8XeA/wC8APAqeBL4vIYLs6uHV9iqnM4i5Q4Uh0KpPj6Nk0h09PMzaVsTBQw1hBdMSQquo/qur7VfVvgZKSmcFo9N3AR1X1C6p6AHgrMAi8uYmqgdoAAAvlSURBVF19vHLzEKOTs3iy8HExT0jGPUYnZ4sr9n0xj4/df8iMqWGsELpRI70M2AR8KdygqjPAPuDl7erEk89OcuFQf4n7UjmD/XF++TXbicWcte2LeyXnWEy9YawMutGPdFPw/2jZ9lHgoloaEJG9OI2VzZs3L6kTx86mi36gh0+XxsyHeqjnCXuu38aXHj/FBavmL0xZTL1hrAy6cUQaUp46RCpsq3yi6l5VFVWVLVu2LOnioUZ69Gya2XyBTK7ATK5A3veL2mnoF5pMxIr66NGz6Xn7DcNY3nSjIT0V/L+pbPtG5o9SW0aokc5kCy45c7BdFUYnZ5nK5LjxmovZNzLG6GSmqI9m837JfsMwlj/daEifxhnT14QbRCQJXAt8o12dCDVSRUFcxJInzpD2xT0uXJNk1/Zh7t5/jMFkgguH+ovRTNH9hmEsfzrlR7oaCCu+ecAlIvJ9wFlVPSoinwQ+ICIHgRHgg8A0cFe7+hhqpHFvlvJoz0vWp8jk/OJxMD+uPtxvGMbyp1OLTTuBByKvPxI8/hy4GfhdYAC4gzmH/Neq6lS7Orh1fYojz6Xpi3vMZAsUfJcOL+4JU5kcV1+8ln0jYxw7m2ZiJg9Af8Jj46BbtTd91DBWDp3yI/1quBhU9rg52K/BgtFmVU2q6qsCf9K2EdaQTyY8cr6PH6ikgjA6OUt/3OPWew8wPVtw+UZRZnIFTp7LmD5qGCuMbnR/6gpCffN9X3iURMxDVRGEgb4Y61IJvvG9M5yfLbh0e3jFEauibBoyfdQwVhJmSBdg1/Zhhgf7uWD1fB/Rw2PTxaX8mCeBQXXM5E0fNYyVhBnSBdg3MsbY1Czj6Rx9cY9k3COT98nm3djTE5lXKM9qMhnGyqMb3Z+6gn0jY3zs/kNFl6aZbIHT086vFGDNQIJ8QYtF7UKsJpNhrDxsRFqFu/cfAyi6NJ0455JUKcqFQ0kGkwkGEjEmM3n8YFh6xYWDvPP6baaPGsYKwwxpFY5F4uTL/UlD4zqYTLAm1VesZW8YxsrEDGkVQj9SgKlMjrzvk/fn/EhDYzoQ93jXXd/h2Nk0W9enuGnnVhuRGsYKwzTSKoR+pFOZHKOTs0GN+jk/0qlMjqlMjlOTGY48l8ZXOPJc2vKQGsYKxAxpFXZtH+aW1+0oJiMZ6IuxcXU/A30xALKFOa20HMtDahgrC5vaL8BCfqSeJ2RylQvfWx5Sw1hZ2Ih0EbZW8Qm9ZH1qwX2GYawczJAuQqiVlnPjNRcvuM8wjJWDTe0XIVyBv+fh4xw9m+aS9SluvObikpX5hfYZhrH8ES2PcVxm7Ny5U/fv39/pbhiG0XssUkN4DpvaG4ZhNIgZUsMwjAYxQ2oYhtEgZkgNwzAaxAypYRhGg5ghNQzDaBAzpIZhGA1ihtQwDKNBzJAahmE0iIWItpl9I2Pcvf+YJYI2jGWEGdI2EhbUCwkTQQNmTA2jh7GpfRsJC+qVY4mgDaO3MUPaRo5VSfhsiaANo7cxQ9pGLBG0YSxPzJC2EUsEbRjLk642pCLyThF5WkQyIvKwiFzb6T41QlhQ79INq/A84dINq7jldTtsockwepyuXbUXkTcCnwLeCTwY/P9PIvJCVT3a0c41wK7tw2Y4DWOZ0c0j0l8B/kxV/1hVn1TVXwCeBd7R4X4ZhmGU0JWGVET6gGuAL5Xt+hLw8vb3yDAMozpdaUiBDUAMGC3bPgpsan93DMMwqtOthjSkvDKfVNg2DxHZKyIqInry5MnW9MwwDCOgWw3pGaDA/NHnRuaPUuehqntVVVRVtmzZ0or+GYZhFOlKQ6qqWeBh4DVlu14DfKP9PTIMw6hO17o/Ab8P/KWI/BvwdeB/AFuAP+porwzDMMoQ1UUlx44hIu8E3gtsBg4Av6yq++psYww4UscpWwATVluD3dvWYfe2+ZxR1RtqObCrDWknEBFVVel0P5Yjdm9bh93bztKVGqlhGEYvYYbUMAyjQcyQzucjne7AMsbubeuwe9tBTCM1DMNoEBuRGoZhNIgZUsMwjAYxQ2oYhtEgZkgNwzAaxAypYRhGg5ghNQzDaBAzpAHLrdBeOxCRXSLy9yJyIsj/enPZfglyw54UkRkR+aqIvKjsmHUi8pciMhE8/lJE1rb1jXQhIvLrIvJtEZkUkTER+QcRuarsGLu/XYIZUkoK7f028P24VH3/JCKXdLRj3c9qXDKZXwJmKux/L/Ae4BeAHwROA18WkcHIMXcBPwD8F+CG4PlftrDPvcJ1wGdwpXVeDeSBfxaR9ZFj7P52C6q64h/AQ8Afl237D+B3Ot23XnkA08DNkdeCK1b4gci2AWAKeHvw+kpcxYNXRI55ZbBtR6ffUzc9cH+0CsB/s/vbfY8VPyK1Qnst4zJchYPifVXVGWAfc/f1ZTgDHE3W/XXgPHbvyxnEzSDHg9d2f7uIFW9IsUJ7rSK8dwvd103AmAZDJYDg+Wns3pfzKeC7wDeD13Z/u4huzpDfbpZUaM9YlMXua6V7bPc+goj8Pm5K/kpVLZTttvvbBdiItMFCe0ZVTgX/L3RfTwEbRaSYkDh4PozdewBE5BPAm4BXq+pTkV12f7uIFW9I1QrttYqncT/k4n0VkSRwLXP39Zu4RZSXRc57GbAKu/eIyKeAN+OM6MGy3XZ/uwib2jus0N4SEJHVwLbgpQdcIiLfB5xV1aMi8kngAyJyEBgBPohb/LgLQFWfFJH7gM+KyM/jppyfBf6vqh5q89vpKkTkDuCngR8BxkUkHHlOq+q0qqrd3y6i024D3fIA3gk8A8ziRqi7Ot2nbn/gfB21wuPPgv0C7MW56WSArwFXlbWxHvgrYDJ4/BWwttPvrdOPKvdVgb2RY+z+dsnDEjsbhmE0yIrXSA3DMBrFDKlhGEaDmCE1DMNoEDOkhmEYDWKG1DAMo0HMkBqGYTSIGVJjRSEiNwdJqDfUed51wXk7azju/Y310ug1zJAaK40v4sIkz7Wo/esAM6QrDAsRNVYUqjoGjHW6H8bywkakRlciItcGU+kdkW1/FWx7RWTbJ0Xku8FzEZF3i8hBEZkVkaMi8oGy7EfzpvYicpGI3Csi6aD+0QdF5CMiMl2ha2uDfkyJyDERuU1EvKCdvcCHgVXBNVREvtr0m2N0HTYiNbqVf8PFj78KCBNs7Ips+3pk29eC578HvAP4HVx2ox8APgL4wbZ5BEb273FJat4BPAe8G9hepV+fBT4P/CjwWuBDuIQhfwX8CXAxQcam4PjJmt+x0bt0OtjfHvao9gC+CtwZPL8Ml7Tj08D9wbY1uFyyPwZcHjx/R1kb7wMmgFXB65uDdjYEr/9r8Pq6yDn9uBR105Ft1wXHfbys/e8Cfxd5vTd6nj1WxsOm9kY38zXc6JPg/yeAe4BXiEgcl3vTA/4V+GFcNqR7RCQePoB/BoaAHeWNB/wgMKGqXw03qOosblGqEveXvX4CNwo1VjBmSI1u5mvARSKyjbkp/EO4Gls7g21PqFtAGsYZ0jEgF3l8O2irWmntzVRefDpd5fjxstdZIFnLmzGWL6aRGt3MN3GG6lXB4/2qOisiD0W2hfroWdzU+5XBOeV8r8o1nsUZ4XI2NtBvY4VhhtToWlR1RkT2Az+F00D3Bbu+BrwBt5j0iWDbvwT/D6vqvXVc5tvAGhG5Lpzei0g/8PoldjsL9IuIqKol+10h2NTe6Ha+hlvoGVHVZyPbXokbCOwDUNUR4A+AvxCRW0XkNSJyg4jsEZEvL9D+PwHfAe4SkbeKyBtw+mgOt9pfL08G/Xq3iPxg1H3LWL6YITW6nXDqvi+yLZzyH1bVk+FGVX038Gu4Vfx/wLkp3YxbjKpIMGrcDewH/vD/tXe3NggEQRiG3+2ECigFQQkIGqAXHC1g0BSAOYU4fU0gBzGLQZCQEcfP+/jdjNkv2dlJFjj0/Y/ka/+7TsC+13Ehx6X04/xqRHrSB+wHYIqI1dz16PPZI9Xfa61tybMwkqNSG2AJ7OasS9/DIJXgRg7uL8h21xVYR8T51SLpwau9JBX52CRJRQapJBUZpJJUZJBKUpFBKklFBqkkFd0BA+YiU1T/nNkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', data=surveys, fit_reg=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks better, but it looks like the graph is quite oversaturated, compare the number of distinct observations that are visible in the plot with the number in the data frame." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(34786, 13)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no where near that many observations visible in the plot, which means many data points are plotted on top of each other obfuscating what is beneath them. This problem can be ameliorated somewhat by adding transparency (`alpha`) and reducing the size of each point in the graph. More robust ways of dealing with saturated plots will be introduced in the last lecture." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', data=surveys, fit_reg=False, \n", " scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatter plot argument are passed as a dictionary here, instead of directly to parameters in the `lmplot()` function. This is a design decision taken in `seaborn` and helps for example to ensure there are no collisions among parameters (the scatter plot function that `seaborn` uses is from matplotlib and takes a lot of arguments, some of which would be inseparable from those for the regression line)\n", "\n", "Based on the hindfoot lengths and the weights, there appears to be 4-5 clusters in this data. Potentially, one of the categorical variables in the data could explain this pattern, as previously. Coloring the data points according to a categorical variable is an easy way to find out if there seems to be correlation. Let's try this with `plot_type`." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='plot_type', data=surveys,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems like the type of plot the animal was captured on correlates well with\n", "some of these clusters, but there are still many that are quite mixed. Let's try\n", "to do better! This time, the information about the data can provide some clues\n", "to which variable to look at. The plot above suggests that there might be 4-5\n", "clusters, so a variable with 4-5 values is a good guess for what could explain\n", "the observed pattern in the scatter plot." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "record_id 34786\n", "month 12\n", "day 31\n", "year 26\n", "plot_id 24\n", "species_id 48\n", "sex 2\n", "hindfoot_length 56\n", "weight 255\n", "genus 26\n", "species 40\n", "taxa 4\n", "plot_type 5\n", "dtype: int64" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four taxa so that could be a good candidate, let's see which those are." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Rodent', 'Rabbit', 'Bird', 'Reptile'], dtype=object)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys['taxa'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems reasonable that these taxa contain animals different enough to have\n", "diverse weights and length of their feet. Lets use this categorical variable to\n", "color the scatter plot." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='taxa', data=surveys,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only rodents? That was unexpected... Let's check what's going on." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa\n", "Bird 450\n", "Rabbit 75\n", "Reptile 14\n", "Rodent 34247\n", "dtype: int64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.groupby('taxa').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is definitely mostly rodents in our data set..." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "taxa\n", "Rodent 31438\n", "dtype: int64" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys.dropna(subset=['hindfoot_length']).groupby('taxa').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and it turns out that only rodents, have had their hindfeet measured!\n", "\n", "Let's remove all animals that did not have their hindfeet measured, including\n", "those rodents that did not. Animals without their weight measured will also be\n", "removed." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "record_id 30738\n", "month 12\n", "day 31\n", "year 26\n", "plot_id 24\n", "species_id 24\n", "sex 2\n", "hindfoot_length 55\n", "weight 252\n", "genus 9\n", "species 21\n", "taxa 1\n", "plot_type 5\n", "dtype: int64" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_hf_wt = surveys.dropna(subset=['hindfoot_length', 'weight'])\n", "surveys_hf_wt.nunique()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='weight', y='hindfoot_length', hue='genus', data=surveys,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legend can be made more manageable, by controlling it manually." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# g is the grid object reuturned from lmplot()\n", "g = sns.lmplot(x='weight', y='hindfoot_length', hue='genus', data=surveys,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.4}, legend=False)\n", "g.add_legend(ncol=2, fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this looks good! There is a clear separation between different genus, but\n", "also significant spread within genus, for example in the weight of the \n", "Neotoma observations. There are also two clearly separate clusters \n", "of Dipodomys. Maybe separating the observations into\n", "different species would be better?" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(x='weight', y='hindfoot_length', hue='species', data=surveys,\n", " fit_reg=False, scatter_kws={'s': 12, 'alpha':0.4}, legend=False)\n", "g.add_legend(ncol=2, fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Together with the genus plot, this definitely seem to explain most of the\n", "variance we see in the hindfoot length and weight measurements. It is still a\n", "bit messy as it appears like we have around 5 clusters, but there are 21 species\n", "in the legend. Let's only include a few of the most common species." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(y='species', data=surveys_hf_wt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Around 1000 observations appears to be a reasonable cutoff, let's check that more precisely." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "merriami 9739\n", "penicillatus 2978\n", "baileyi 2808\n", "ordii 2793\n", "megalotis 2429\n", "torridus 2085\n", "spectabilis 2026\n", "flavus 1471\n", "eremicus 1200\n", "albigula 1046\n", "leucogaster 907\n", "maniculatus 838\n", "hispidus 159\n", "fulvescens 73\n", "taylori 45\n", "fulviventer 40\n", "ochrognathus 40\n", "leucopus 36\n", "sp. 9\n", "intermedius 8\n", "montanus 8\n", "dtype: int64" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_hf_wt.groupby('species').size().sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "species\n", "albigula 1046\n", "baileyi 2808\n", "eremicus 1200\n", "flavus 1471\n", "fulvescens 73\n", "fulviventer 40\n", "hispidus 159\n", "intermedius 8\n", "leucogaster 907\n", "leucopus 36\n", "maniculatus 838\n", "megalotis 2429\n", "merriami 9739\n", "montanus 8\n", "ochrognathus 40\n", "ordii 2793\n", "penicillatus 2978\n", "sp. 9\n", "spectabilis 2026\n", "taylori 45\n", "torridus 2085\n", "dtype: int64" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_hf_wt.groupby('species').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a big drop from 838 to 159, let's include only those with more than 800\n", "observations." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['albigula', 'baileyi', 'eremicus', 'flavus', 'leucogaster',\n", " 'maniculatus', 'megalotis', 'merriami', 'ordii', 'penicillatus',\n", " 'spectabilis', 'torridus'],\n", " dtype='object', name='species')" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "species_count = surveys_hf_wt.groupby('species').size()\n", "abundant_species = species_count.loc[species_count > 800].index\n", "abundant_species" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "record_id 30320\n", "month 12\n", "day 31\n", "year 26\n", "plot_id 24\n", "species_id 12\n", "sex 2\n", "hindfoot_length 55\n", "weight 252\n", "genus 7\n", "species 12\n", "taxa 1\n", "plot_type 5\n", "dtype: int64" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_abun_species = (surveys_hf_wt\n", " .loc[surveys_hf_wt['species']\n", " .isin(abundant_species)])\n", "surveys_abun_species.nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Still has around 30,000 observations, so only 4,000 was removed, let's visualize this subset of the data." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.lmplot(x='weight', y='hindfoot_length', hue='species',\n", " data=surveys_abun_species, fit_reg=False,\n", " scatter_kws={'s': 12, 'alpha':0.4}, legend=False)\n", "g.add_legend(ncol=2, fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Split-apply-combine... plot!\n", "\n", "In this section, `pandas` will be used to create a summary data frame, which will then be plotted with `seaborn`. Powerful data exploration workflows can be created using these two packages together.\n", "\n", "First, calculate number of counts per year for each species and sex." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "year species sex\n", "1977 eremicus M 2\n", " flavus F 14\n", " M 8\n", " leucogaster F 1\n", " megalotis F 1\n", " M 1\n", " merriami F 75\n", " M 106\n", " ordii F 10\n", " M 2\n", " penicillatus F 3\n", " spectabilis F 18\n", " M 11\n", "1978 albigula F 10\n", " M 13\n", " eremicus F 5\n", " M 7\n", " flavus F 16\n", " M 17\n", " leucogaster F 15\n", " M 20\n", " maniculatus F 1\n", " M 1\n", " megalotis F 1\n", " M 1\n", " merriami F 165\n", " M 171\n", " ordii F 5\n", " M 16\n", " penicillatus F 10\n", " ... \n", "2001 megalotis F 8\n", " M 7\n", " merriami F 142\n", " M 150\n", " ordii F 31\n", " M 46\n", " penicillatus F 117\n", " M 141\n", " torridus F 69\n", " M 84\n", "2002 albigula F 27\n", " M 15\n", " baileyi F 549\n", " M 319\n", " eremicus F 34\n", " M 23\n", " flavus F 9\n", " M 9\n", " leucogaster M 7\n", " maniculatus M 1\n", " megalotis F 10\n", " M 10\n", " merriami F 135\n", " M 167\n", " ordii F 101\n", " M 142\n", " penicillatus F 193\n", " M 182\n", " torridus F 66\n", " M 53\n", "Length: 536, dtype: int64" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surveys_abun_species.groupby(['year', 'species', 'sex']).size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good, create a data frame of the output, rename the new column and assign it to a new variable." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearspeciessexsize
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" ], "text/plain": [ " year species sex size\n", "0 1977 eremicus M 2\n", "1 1977 flavus F 14\n", "2 1977 flavus M 8\n", "3 1977 leucogaster F 1\n", "4 1977 megalotis F 1" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "species_per_year = (\n", " surveys_abun_species\n", " .groupby(['year', 'species', 'sex'])\n", " .size()\n", " .reset_index()\n", " .rename(columns={0: 'size'})\n", ")\n", "species_per_year.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore how the number of each genus varies over time. Longitudinal data\n", "can be visualized as a line plot with years on the x axis and counts on the y\n", "axis. Since there is not lineplot function in `seaborn` (coming soon), low level interface `FacetGrid()` will be used with a the `matplotlib` function `plot()`. `FacetGrid()` is the foundation for both `factorplot()` and `lmplot()`, but can also be used directly. Any plotting function can be mapped onto the grid object created by `Facetgrid()`." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "g = sns.FacetGrid(data=species_per_year, size=4, aspect=1.3)\n", "g.map(plt.plot, 'year', 'size') # plt.plot creates a line plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, this does not work because all the species are plotted together as one line. `seaborn` needs to be instructed to draw a line for each species by modifying the hue parameter." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(hue='species', data=species_per_year, size=4, aspect=1.3)\n", "g.map(plt.plot, 'year', 'size')\n", "g.add_legend(fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`FacetGrid()` can create map variables onto columns and rows just like `factorplot()` and `lmplot()`. Use this to make a time series plot for each species." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(hue='species', data=species_per_year, size=2.5,\n", " aspect=1.3, col='species', col_wrap=4)\n", "g.map(plt.plot, 'year', 'size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's add a legend and clean up some plot elements." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(hue='species', data=species_per_year, size=2.5,\n", " aspect=1.3, col='species', col_wrap=4)\n", "g.map(plt.plot, 'year', 'size')\n", "g.add_legend(fontsize=12)\n", "g.set_titles('{col_name}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now split the line in each plot by the sex of each individual measured." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(hue='sex', data=species_per_year, size=2.5,\n", " aspect=1.3, col='species', col_wrap=4)\n", "g.map(plt.plot, 'year', 'size')\n", "g.add_legend(fontsize=10)\n", "g.set_titles('{col_name}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">#### Challenge\n", ">\n", ">1. Calculate the mean weight per year of all species together and plot it in a line plot.\n", ">2. Calculate the mean weight per year for each species individually and plot it in a line plot with one facet per species." ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }