{"cells":[{"cell_type":"markdown","metadata":{"id":"2MyqVXWrweNk"},"source":["## **DESCRIPTIVE AND EXPLORATORY STATISTICS (EDA) (A)**\n","\n","Text for teaching purposes only. Compiled and expanded by Toni Monleón-Getino. University of Barcelona. 2024\n","\n","![](https://assets-global.website-files.com/63119622d2a6edf1d171e0bc/65d3a069871456bd33730869_GC2xT1oWgAA1rAC.jpeg )\n","\n","![](https://pbs.twimg.com/media/Dedp49tWkAAW0Bv.jpg )\n","\n","\n","\n","\n","---\n","\n","R offers many possibilities for performing descriptive and exploratory data analysis (EDA).\n","It also makes it possible to produce highly varied and high-quality graphic outputs. In this activity we present the main instructions and functions needed to perform these tasks.\n","\n","\n"," \n"," ![](https://i1.wp.com/basicmedicalkey.com/wp-content/uploads/2017/05/c01f001.jpg?w=960 )\n","\n","\n","\n","\n","An easy descriptive statistics approach to summarize the numeric and categoric data variables through the Measures of Central Tendency and Measures of Spread for every Exploratory Data Analysis process.\n","\n","---\n","\n","**About the Exploratory Data Analysis (EDA)**\n","EDA is the first step in the data analysis process. It allows us to understand the data we are dealing with by describing and summarizing the dataset’s main characteristics, often through visual methods like bar and pie charts, histograms, boxplots, scatterplots, heatmaps, and many more.\n","\n","![](http://www.mdpi.com/ijgi/ijgi-06-00368/article_deploy/html/images/ijgi-06-00368-g001.png)\n","\n","> EDA is fundamentally a creative process. And like most creative processes, the key to asking quality questions is to generate a large quantity of questions. It is difficult to ask revealing questions at the start of your analysis because you do not know what insights are contained in your dataset. On the other hand, each new question that you ask will expose you to a new aspect of your data and increase your chance of making a discovery. You can quickly drill down into the most interesting parts of your data—and develop a set of thought-provoking questions—if you follow up each question with a new question based on what you find.\n","\n","> There is no rule about which questions you should ask to guide your research. However, two types of questions will always be useful for making discoveries within your data. You can loosely word these questions as:\n","\n","\n"," > * What type of variation occurs within my variables?\n","\n"," > * What type of covariation occurs between my variables?\n","\n"," > * I’ll explain what variation and covariation are, and I’ll show you several ways to answer each question. To make the discussion easier, let’s define some terms:\n","\n"," > * A variable is a quantity, quality, or property that you can measure.\n","\n"," > * A value is the state of a variable when you measure it. The value of a variable may change from measurement to measurement.\n","\n"," > * An observation is a set of measurements made under similar conditions (you usually make all of the measurements in an observation at the same time and on the same object). An observation will contain several values, each associated with a different variable. I’ll sometimes refer to an observation as a data point.\n","\n"," > * Tabular data is a set of values, each associated with a variable and an observation.\n","\n"]},{"cell_type":"markdown","source":["A FIRST EXAMPLE:"],"metadata":{"id":"nLJDy4w__z3B"}},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":259,"status":"ok","timestamp":1716798934690,"user":{"displayName":"toni Monleon","userId":"05269440626861479105"},"user_tz":-120},"id":"3llY9aVvJ12U","outputId":"dc476dd3-6241-43ea-9a46-89fd31fac947"},"outputs":[{"output_type":"display_data","data":{"text/html":["
Sepal.Length | Sepal.Width | Petal.Length | Petal.Width | Species |
---|---|---|---|---|
<dbl> | <dbl> | <dbl> | <dbl> | <fct> |
5.1 | 3.5 | 1.4 | 0.2 | setosa |
4.9 | 3.0 | 1.4 | 0.2 | setosa |
4.7 | 3.2 | 1.3 | 0.2 | setosa |
4.6 | 3.1 | 1.5 | 0.2 | setosa |
5.0 | 3.6 | 1.4 | 0.2 | setosa |
5.4 | 3.9 | 1.7 | 0.4 | setosa |
4.6 | 3.4 | 1.4 | 0.3 | setosa |
5.0 | 3.4 | 1.5 | 0.2 | setosa |
4.4 | 2.9 | 1.4 | 0.2 | setosa |
4.9 | 3.1 | 1.5 | 0.1 | setosa |
5.4 | 3.7 | 1.5 | 0.2 | setosa |
4.8 | 3.4 | 1.6 | 0.2 | setosa |
4.8 | 3.0 | 1.4 | 0.1 | setosa |
4.3 | 3.0 | 1.1 | 0.1 | setosa |
5.8 | 4.0 | 1.2 | 0.2 | setosa |
5.7 | 4.4 | 1.5 | 0.4 | setosa |
5.4 | 3.9 | 1.3 | 0.4 | setosa |
5.1 | 3.5 | 1.4 | 0.3 | setosa |
5.7 | 3.8 | 1.7 | 0.3 | setosa |
5.1 | 3.8 | 1.5 | 0.3 | setosa |
5.4 | 3.4 | 1.7 | 0.2 | setosa |
5.1 | 3.7 | 1.5 | 0.4 | setosa |
4.6 | 3.6 | 1.0 | 0.2 | setosa |
5.1 | 3.3 | 1.7 | 0.5 | setosa |
4.8 | 3.4 | 1.9 | 0.2 | setosa |
5.0 | 3.0 | 1.6 | 0.2 | setosa |
5.0 | 3.4 | 1.6 | 0.4 | setosa |
5.2 | 3.5 | 1.5 | 0.2 | setosa |
5.2 | 3.4 | 1.4 | 0.2 | setosa |
4.7 | 3.2 | 1.6 | 0.2 | setosa |
⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
6.9 | 3.2 | 5.7 | 2.3 | virginica |
5.6 | 2.8 | 4.9 | 2.0 | virginica |
7.7 | 2.8 | 6.7 | 2.0 | virginica |
6.3 | 2.7 | 4.9 | 1.8 | virginica |
6.7 | 3.3 | 5.7 | 2.1 | virginica |
7.2 | 3.2 | 6.0 | 1.8 | virginica |
6.2 | 2.8 | 4.8 | 1.8 | virginica |
6.1 | 3.0 | 4.9 | 1.8 | virginica |
6.4 | 2.8 | 5.6 | 2.1 | virginica |
7.2 | 3.0 | 5.8 | 1.6 | virginica |
7.4 | 2.8 | 6.1 | 1.9 | virginica |
7.9 | 3.8 | 6.4 | 2.0 | virginica |
6.4 | 2.8 | 5.6 | 2.2 | virginica |
6.3 | 2.8 | 5.1 | 1.5 | virginica |
6.1 | 2.6 | 5.6 | 1.4 | virginica |
7.7 | 3.0 | 6.1 | 2.3 | virginica |
6.3 | 3.4 | 5.6 | 2.4 | virginica |
6.4 | 3.1 | 5.5 | 1.8 | virginica |
6.0 | 3.0 | 4.8 | 1.8 | virginica |
6.9 | 3.1 | 5.4 | 2.1 | virginica |
6.7 | 3.1 | 5.6 | 2.4 | virginica |
6.9 | 3.1 | 5.1 | 2.3 | virginica |
5.8 | 2.7 | 5.1 | 1.9 | virginica |
6.8 | 3.2 | 5.9 | 2.3 | virginica |
6.7 | 3.3 | 5.7 | 2.5 | virginica |
6.7 | 3.0 | 5.2 | 2.3 | virginica |
6.3 | 2.5 | 5.0 | 1.9 | virginica |
6.5 | 3.0 | 5.2 | 2.0 | virginica |
6.2 | 3.4 | 5.4 | 2.3 | virginica |
5.9 | 3.0 | 5.1 | 1.8 | virginica |
Company...Maker.if.known. | Specific.Bean.Origin.or.Bar.Name | REF | Review.Date | Cocoa.Percent | Company.Location | Rating | Bean.Type | Broad.Bean.Origin | |
---|---|---|---|---|---|---|---|---|---|
<chr> | <chr> | <int> | <int> | <chr> | <chr> | <dbl> | <chr> | <chr> | |
1 | A. Morin | Agua Grande | 1876 | 2016 | 63% | France | 3.75 | Sao Tome | |
2 | A. Morin | Kpime | 1676 | 2015 | 70% | France | 2.75 | Togo | |
3 | A. Morin | Atsane | 1676 | 2015 | 70% | France | 3.00 | Togo | |
4 | A. Morin | Akata | 1680 | 2015 | 70% | France | 3.50 | Togo | |
5 | A. Morin | Quilla | 1704 | 2015 | 70% | France | 3.50 | Peru | |
6 | A. Morin | Carenero | 1315 | 2014 | 70% | France | 2.75 | Criollo | Venezuela |
7 | A. Morin | Cuba | 1315 | 2014 | 70% | France | 3.50 | Cuba | |
8 | A. Morin | Sur del Lago | 1315 | 2014 | 70% | France | 3.50 | Criollo | Venezuela |
9 | A. Morin | Puerto Cabello | 1319 | 2014 | 70% | France | 3.75 | Criollo | Venezuela |
10 | A. Morin | Pablino | 1319 | 2014 | 70% | France | 4.00 | Peru |
Company...Maker.if.known. | Specific.Bean.Origin.or.Bar.Name | REF | Review.Date | Cocoa.Percent | Company.Location | Rating | Bean.Type | Broad.Bean.Origin |
---|---|---|---|---|---|---|---|---|
<chr> | <chr> | <int> | <chr> | <dbl> | <chr> | <dbl> | <chr> | <chr> |
A. Morin | Agua Grande | 1876 | 2016 | 63 | France | 3.75 | Sao Tome | |
A. Morin | Kpime | 1676 | 2015 | 70 | France | 2.75 | Togo | |
A. Morin | Atsane | 1676 | 2015 | 70 | France | 3.00 | Togo | |
A. Morin | Akata | 1680 | 2015 | 70 | France | 3.50 | Togo | |
A. Morin | Quilla | 1704 | 2015 | 70 | France | 3.50 | Peru | |
A. Morin | Carenero | 1315 | 2014 | 70 | France | 2.75 | Criollo | Venezuela |
A. Morin | Cuba | 1315 | 2014 | 70 | France | 3.50 | Cuba | |
A. Morin | Sur del Lago | 1315 | 2014 | 70 | France | 3.50 | Criollo | Venezuela |
A. Morin | Puerto Cabello | 1319 | 2014 | 70 | France | 3.75 | Criollo | Venezuela |
A. Morin | Pablino | 1319 | 2014 | 70 | France | 4.00 | Peru | |
A. Morin | Panama | 1011 | 2013 | 70 | France | 2.75 | Panama | |
A. Morin | Madagascar | 1011 | 2013 | 70 | France | 3.00 | Criollo | Madagascar |
A. Morin | Brazil | 1011 | 2013 | 70 | France | 3.25 | Brazil | |
A. Morin | Equateur | 1011 | 2013 | 70 | France | 3.75 | Ecuador | |
A. Morin | Colombie | 1015 | 2013 | 70 | France | 2.75 | Colombia | |
A. Morin | Birmanie | 1015 | 2013 | 70 | France | 3.00 | Burma | |
A. Morin | Papua New Guinea | 1015 | 2013 | 70 | France | 3.25 | Papua New Guinea | |
A. Morin | Chuao | 1015 | 2013 | 70 | France | 4.00 | Trinitario | Venezuela |
A. Morin | Piura | 1019 | 2013 | 70 | France | 3.25 | Peru | |
A. Morin | Chanchamayo Province | 1019 | 2013 | 70 | France | 3.50 | Peru | |
A. Morin | Chanchamayo Province | 1019 | 2013 | 63 | France | 4.00 | Peru | |
A. Morin | Bolivia | 797 | 2012 | 70 | France | 3.50 | Bolivia | |
A. Morin | Peru | 797 | 2012 | 63 | France | 3.75 | Peru | |
Acalli | Chulucanas, El Platanal | 1462 | 2015 | 70 | U.S.A. | 3.75 | Peru | |
Acalli | Tumbes, Norandino | 1470 | 2015 | 70 | U.S.A. | 3.75 | Criollo | Peru |
Adi | Vanua Levu | 705 | 2011 | 60 | Fiji | 2.75 | Trinitario | Fiji |
Adi | Vanua Levu, Toto-A | 705 | 2011 | 80 | Fiji | 3.25 | Trinitario | Fiji |
Adi | Vanua Levu | 705 | 2011 | 88 | Fiji | 3.50 | Trinitario | Fiji |
Adi | Vanua Levu, Ami-Ami-CA | 705 | 2011 | 72 | Fiji | 3.50 | Trinitario | Fiji |
Aequare (Gianduja) | Los Rios, Quevedo, Arriba | 370 | 2009 | 55 | Ecuador | 2.75 | Forastero (Arriba) | Ecuador |
⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
Zak's | Belize, Batch 2 | 1578 | 2015 | 70 | U.S.A. | 3.50 | Trinitario | Belize |
Zak's | House Blend, Batch 2 | 1582 | 2015 | 60 | U.S.A. | 3.00 | ||
Zart Pralinen | Millot P., Ambanja | 1820 | 2016 | 70 | Austria | 3.50 | Criollo, Trinitario | Madagascar |
Zart Pralinen | UNOCACE | 1824 | 2016 | 70 | Austria | 2.75 | Nacional (Arriba) | Ecuador |
Zart Pralinen | San Juan Estate | 1824 | 2016 | 85 | Austria | 2.75 | Trinitario | Trinidad |
Zart Pralinen | Kakao Kamili, Kilombero Valley | 1824 | 2016 | 85 | Austria | 3.00 | Criollo, Trinitario | Tanzania |
Zart Pralinen | Kakao Kamili, Kilombero Valley | 1824 | 2016 | 70 | Austria | 3.50 | Criollo, Trinitario | Tanzania |
Zart Pralinen | San Juan Estate, Gran Couva | 1880 | 2016 | 78 | Austria | 3.50 | Trinitario | Trinidad |
Zokoko | Guadalcanal | 1716 | 2016 | 78 | Australia | 3.75 | Solomon Islands | |
Zokoko | Goddess Blend | 1780 | 2016 | 65 | Australia | 3.25 | ||
Zokoko | Alto Beni | 697 | 2011 | 68 | Australia | 3.50 | Bolivia | |
Zokoko | Tokiala | 701 | 2011 | 66 | Australia | 3.50 | Trinitario | Papua New Guinea |
Zokoko | Tranquilidad, Baures | 701 | 2011 | 72 | Australia | 3.75 | Bolivia | |
Zotter | Raw | 1205 | 2014 | 80 | Austria | 2.75 | ||
Zotter | Bocas del Toro, Cocabo Co-op | 801 | 2012 | 72 | Austria | 3.50 | Panama | |
Zotter | Amazonas Frucht | 801 | 2012 | 65 | Austria | 3.50 | ||
Zotter | Satipo Pangoa region, 16hr conche | 875 | 2012 | 70 | Austria | 3.00 | Criollo (Amarru) | Peru |
Zotter | Satipo Pangoa region, 20hr conche | 875 | 2012 | 70 | Austria | 3.50 | Criollo (Amarru) | Peru |
Zotter | Loma Los Pinos, Yacao region, D.R. | 875 | 2012 | 62 | Austria | 3.75 | Dominican Republic | |
Zotter | El Oro | 879 | 2012 | 75 | Austria | 3.00 | Forastero (Nacional) | Ecuador |
Zotter | Huiwani Coop | 879 | 2012 | 75 | Austria | 3.00 | Criollo, Trinitario | Papua New Guinea |
Zotter | El Ceibo Coop | 879 | 2012 | 90 | Austria | 3.25 | Bolivia | |
Zotter | Santo Domingo | 879 | 2012 | 70 | Austria | 3.75 | Dominican Republic | |
Zotter | Kongo, Highlands | 883 | 2012 | 68 | Austria | 3.25 | Forastero | Congo |
Zotter | Indianer, Raw | 883 | 2012 | 58 | Austria | 3.50 | ||
Zotter | Peru | 647 | 2011 | 70 | Austria | 3.75 | Peru | |
Zotter | Congo | 749 | 2011 | 65 | Austria | 3.00 | Forastero | Congo |
Zotter | Kerala State | 749 | 2011 | 65 | Austria | 3.50 | Forastero | India |
Zotter | Kerala State | 781 | 2011 | 62 | Austria | 3.25 | India | |
Zotter | Brazil, Mitzi Blue | 486 | 2010 | 65 | Austria | 3.00 | Brazil |
Cocoa.Percent | Rating | |
---|---|---|
Cocoa.Percent | 1.0000000 | -0.1640917 |
Rating | -0.1640917 | 1.0000000 |
Cocoa.Percent | Rating | |
---|---|---|
Cocoa.Percent | 1.0000000 | -0.1231922 |
Rating | -0.1231922 | 1.0000000 |
Amazon | Amazon mix | Amazon, ICS | Beniano | Blend | Blend-Forastero,Criollo | CCN51 | Criollo | ⋯ | Nacional | Nacional (Arriba) | Trinitario | Trinitario (85% Criollo) | Trinitario (Amelonado) | Trinitario (Scavina) | Trinitario, Criollo | Trinitario, Forastero | Trinitario, Nacional | Trinitario, TCGA | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
count() | 1 | 887 | 1 | 2 | 2 | 3 | 41 | 1 | 1 | 153 | ⋯ | 2 | 3 | 419 | 2 | 1 | 1 | 9 | 2 | 1 | 1 |
Amazon | Amazon mix | Amazon, ICS | Beniano | Blend | Blend-Forastero,Criollo | CCN51 | Criollo | ⋯ | Nacional (Arriba) | Trinitario | Trinitario (85% Criollo) | Trinitario (Amelonado) | Trinitario (Scavina) | Trinitario, Criollo | Trinitario, Forastero | Trinitario, Nacional | Trinitario, TCGA | Total | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | 1.00000000 | 887.00000 | 1.00000000 | 2.0000000 | 2.0000000 | 3.0000000 | 41.000000 | 1.00000000 | 1.00000000 | 153.000000 | ⋯ | 3.0000000 | 419.00000 | 2.0000000 | 1.00000000 | 1.00000000 | 9.0000000 | 2.0000000 | 1.00000000 | 1.00000000 | 1795 |
% | 0.05571031 | 49.41504 | 0.05571031 | 0.1114206 | 0.1114206 | 0.1671309 | 2.284123 | 0.05571031 | 0.05571031 | 8.523677 | ⋯ | 0.1671309 | 23.34262 | 0.1114206 | 0.05571031 | 0.05571031 | 0.5013928 | 0.1114206 | 0.05571031 | 0.05571031 | 100 |
Amazon | Amazon mix | Amazon, ICS | Beniano | Blend | Blend-Forastero,Criollo | CCN51 | Criollo | ⋯ | Nacional (Arriba) | Trinitario | Trinitario (85% Criollo) | Trinitario (Amelonado) | Trinitario (Scavina) | Trinitario, Criollo | Trinitario, Forastero | Trinitario, Nacional | Trinitario, TCGA | Total | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | 1.00000000 | 887.00000 | 1.00000000 | 2.0000000 | 2.0000000 | 3.0000000 | 41.000000 | 1.00000000 | 1.00000000 | 153.000000 | ⋯ | 3.0000000 | 419.00000 | 2.0000000 | 1.00000000 | 1.00000000 | 9.0000000 | 2.0000000 | 1.00000000 | 1.00000000 | 1795.00000 |
% | 0.05571031 | 49.41504 | 0.05571031 | 0.1114206 | 0.1114206 | 0.1671309 | 2.284123 | 0.05571031 | 0.05571031 | 8.523677 | ⋯ | 0.1671309 | 23.34262 | 0.1114206 | 0.05571031 | 0.05571031 | 0.5013928 | 0.1114206 | 0.05571031 | 0.05571031 | 100.00000 |
Av. income | 70.00000000 | 71.59174 | 70.00000000 | 74.0000000 | 67.5000000 | 71.0000000 | 71.390244 | 70.00000000 | 65.00000000 | 72.067114 | ⋯ | 73.3333333 | 71.74522 | 70.0000000 | 70.00000000 | 70.00000000 | 68.3333333 | 70.5000000 | 70.00000000 | 72.00000000 | 71.72141 |
Frequency | Percent | |
---|---|---|
1 | 0.05571031 | |
887 | 49.41504178 | |
Amazon | 1 | 0.05571031 |
Amazon mix | 2 | 0.11142061 |
Amazon, ICS | 2 | 0.11142061 |
Beniano | 3 | 0.16713092 |
Blend | 41 | 2.28412256 |
Blend-Forastero,Criollo | 1 | 0.05571031 |
CCN51 | 1 | 0.05571031 |
Criollo | 153 | 8.52367688 |
Criollo (Amarru) | 2 | 0.11142061 |
Criollo (Ocumare 61) | 2 | 0.11142061 |
Criollo (Ocumare 67) | 1 | 0.05571031 |
Criollo (Ocumare 77) | 1 | 0.05571031 |
Criollo (Ocumare) | 1 | 0.05571031 |
Criollo (Porcelana) | 10 | 0.55710306 |
Criollo (Wild) | 1 | 0.05571031 |
Criollo, + | 1 | 0.05571031 |
Criollo, Forastero | 2 | 0.11142061 |
Criollo, Trinitario | 39 | 2.17270195 |
EET | 3 | 0.16713092 |
Forastero | 87 | 4.84679666 |
Forastero (Amelonado) | 1 | 0.05571031 |
Forastero (Arriba) | 37 | 2.06128134 |
Forastero (Arriba) ASS | 6 | 0.33426184 |
Forastero (Arriba) ASSS | 1 | 0.05571031 |
Forastero (Catongo) | 2 | 0.11142061 |
Forastero (Nacional) | 52 | 2.89693593 |
Forastero (Parazinho) | 8 | 0.44568245 |
Forastero, Trinitario | 1 | 0.05571031 |
Forastero(Arriba, CCN) | 1 | 0.05571031 |
Matina | 3 | 0.16713092 |
Nacional | 2 | 0.11142061 |
Nacional (Arriba) | 3 | 0.16713092 |
Trinitario | 419 | 23.34261838 |
Trinitario (85% Criollo) | 2 | 0.11142061 |
Trinitario (Amelonado) | 1 | 0.05571031 |
Trinitario (Scavina) | 1 | 0.05571031 |
Trinitario, Criollo | 9 | 0.50139276 |
Trinitario, Forastero | 2 | 0.11142061 |
Trinitario, Nacional | 1 | 0.05571031 |
Trinitario, TCGA | 1 | 0.05571031 |
Total | 1795 | 100.00000000 |
\\textbackslash{}n | NA (N=1) | \\textbackslash{}n (N=887) | \\textbackslash{}nAmazon (N=1) | \\textbackslash{}nAmazon mix (N=2) | \\textbackslash{}nAmazon, ICS (N=2) | \\textbackslash{}nBeniano (N=3) | \\textbackslash{}nBlend (N=41) | \\textbackslash{}nBlend-Forastero,Criollo (N=1) | \\textbackslash{}nCCN51 (N=1) | \\textbackslash{}nCriollo (N=153) | \\textbackslash{}nCriollo (Amarru) (N=2) | \\textbackslash{}nCriollo (Ocumare 61) (N=2) | \\textbackslash{}nCriollo (Ocumare 67) (N=1) | \\textbackslash{}nCriollo (Ocumare 77) (N=1) | \\textbackslash{}nCriollo (Ocumare) (N=1) | \\textbackslash{}nCriollo (Porcelana) (N=10) | \\textbackslash{}nCriollo (Wild) (N=1) | \\textbackslash{}nCriollo, + (N=1) | \\textbackslash{}nCriollo, Forastero (N=2) | \\textbackslash{}nCriollo, Trinitario (N=39) | \\textbackslash{}nEET (N=3) | \\textbackslash{}nForastero (N=87) | \\textbackslash{}nForastero (Amelonado) (N=1) | \\textbackslash{}nForastero (Arriba) (N=37) | \\textbackslash{}nForastero (Arriba) ASS (N=6) | \\textbackslash{}nForastero (Arriba) ASSS (N=1) | \\textbackslash{}nForastero (Catongo) (N=2) | \\textbackslash{}nForastero (Nacional) (N=52) | \\textbackslash{}nForastero (Parazinho) (N=8) | \\textbackslash{}nForastero, Trinitario (N=1) | \\textbackslash{}nForastero(Arriba, CCN) (N=1) | \\textbackslash{}nMatina (N=3) | \\textbackslash{}nNacional (N=2) | \\textbackslash{}nNacional (Arriba) (N=3) | \\textbackslash{}nTrinitario (N=419) | \\textbackslash{}nTrinitario (85\\% Criollo) (N=2) | \\textbackslash{}nTrinitario (Amelonado) (N=1) | \\textbackslash{}nTrinitario (Scavina) (N=1) | \\textbackslash{}nTrinitario, Criollo (N=9) | \\textbackslash{}nTrinitario, Forastero (N=2) | \\textbackslash{}nTrinitario, Nacional (N=1) | \\textbackslash{}nTrinitario, TCGA (N=1) | \\textbackslash{}nOverall (N=1795) | \\textbackslash{}n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cocoa.Percent | \\textbackslash{}n\\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n |
Mean (SD) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n72 (\\± 6.6) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n74 (\\± 0) | \\textbackslash{}n68 (\\± 0.71) | \\textbackslash{}n71 (\\± 3.6) | \\textbackslash{}n71 (\\± 6.5) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n65 (\\± NA) | \\textbackslash{}n72 (\\± 5.8) | \\textbackslash{}n70 (\\± 0) | \\textbackslash{}n74 (\\± 2.1) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n80 (\\± NA) | \\textbackslash{}n70 (\\± 4.0) | \\textbackslash{}n68 (\\± NA) | \\textbackslash{}n65 (\\± NA) | \\textbackslash{}n77 (\\± 2.1) | \\textbackslash{}n72 (\\± 4.6) | \\textbackslash{}n71 (\\± 5.1) | \\textbackslash{}n72 (\\± 6.6) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n73 (\\± 12) | \\textbackslash{}n69 (\\± 10) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n73 (\\± 3.5) | \\textbackslash{}n73 (\\± 7.5) | \\textbackslash{}n69 (\\± 10) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n75 (\\± NA) | \\textbackslash{}n74 (\\± 6.9) | \\textbackslash{}n71 (\\± 1.4) | \\textbackslash{}n73 (\\± 2.9) | \\textbackslash{}n72 (\\± 5.3) | \\textbackslash{}n70 (\\± 0) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n68 (\\± 3.2) | \\textbackslash{}n71 (\\± 6.4) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n72 (\\± NA) | \\textbackslash{}n72 (\\± 6.4) | \\textbackslash{}n
Missing | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n15 (1.7\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n4 (2.6\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n1 (0.2\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n20 (1.1\\%) | \\textbackslash{}n
\n"," | NA (N=1) | \n"," (N=887) | \n","Amazon (N=1) | \n","Amazon mix (N=2) | \n","Amazon, ICS (N=2) | \n","Beniano (N=3) | \n","Blend (N=41) | \n","Blend-Forastero,Criollo (N=1) | \n","CCN51 (N=1) | \n","Criollo (N=153) | \n","Criollo (Amarru) (N=2) | \n","Criollo (Ocumare 61) (N=2) | \n","Criollo (Ocumare 67) (N=1) | \n","Criollo (Ocumare 77) (N=1) | \n","Criollo (Ocumare) (N=1) | \n","Criollo (Porcelana) (N=10) | \n","Criollo (Wild) (N=1) | \n","Criollo, + (N=1) | \n","Criollo, Forastero (N=2) | \n","Criollo, Trinitario (N=39) | \n","EET (N=3) | \n","Forastero (N=87) | \n","Forastero (Amelonado) (N=1) | \n","Forastero (Arriba) (N=37) | \n","Forastero (Arriba) ASS (N=6) | \n","Forastero (Arriba) ASSS (N=1) | \n","Forastero (Catongo) (N=2) | \n","Forastero (Nacional) (N=52) | \n","Forastero (Parazinho) (N=8) | \n","Forastero, Trinitario (N=1) | \n","Forastero(Arriba, CCN) (N=1) | \n","Matina (N=3) | \n","Nacional (N=2) | \n","Nacional (Arriba) (N=3) | \n","Trinitario (N=419) | \n","Trinitario (85% Criollo) (N=2) | \n","Trinitario (Amelonado) (N=1) | \n","Trinitario (Scavina) (N=1) | \n","Trinitario, Criollo (N=9) | \n","Trinitario, Forastero (N=2) | \n","Trinitario, Nacional (N=1) | \n","Trinitario, TCGA (N=1) | \n","Overall (N=1795) | \n","
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cocoa.Percent | \n","\n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," |
Mean (SD) | \n","70 (± NA) | \n","72 (± 6.6) | \n","70 (± NA) | \n","74 (± 0) | \n","68 (± 0.71) | \n","71 (± 3.6) | \n","71 (± 6.5) | \n","70 (± NA) | \n","65 (± NA) | \n","72 (± 5.8) | \n","70 (± 0) | \n","74 (± 2.1) | \n","70 (± NA) | \n","70 (± NA) | \n","80 (± NA) | \n","70 (± 4.0) | \n","68 (± NA) | \n","65 (± NA) | \n","77 (± 2.1) | \n","72 (± 4.6) | \n","71 (± 5.1) | \n","72 (± 6.6) | \n","70 (± NA) | \n","73 (± 12) | \n","69 (± 10) | \n","70 (± NA) | \n","73 (± 3.5) | \n","73 (± 7.5) | \n","69 (± 10) | \n","70 (± NA) | \n","75 (± NA) | \n","74 (± 6.9) | \n","71 (± 1.4) | \n","73 (± 2.9) | \n","72 (± 5.3) | \n","70 (± 0) | \n","70 (± NA) | \n","70 (± NA) | \n","68 (± 3.2) | \n","71 (± 6.4) | \n","70 (± NA) | \n","72 (± NA) | \n","72 (± 6.4) | \n","
Missing | \n","0 (0%) | \n","15 (1.7%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","4 (2.6%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","1 (0.2%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","20 (1.1%) | \n","
\\textbackslash{}n | NA (N=1) | \\textbackslash{}n (N=887) | \\textbackslash{}nAmazon (N=1) | \\textbackslash{}nAmazon mix (N=2) | \\textbackslash{}nAmazon, ICS (N=2) | \\textbackslash{}nBeniano (N=3) | \\textbackslash{}nBlend (N=41) | \\textbackslash{}nBlend-Forastero,Criollo (N=1) | \\textbackslash{}nCCN51 (N=1) | \\textbackslash{}nCriollo (N=153) | \\textbackslash{}nCriollo (Amarru) (N=2) | \\textbackslash{}nCriollo (Ocumare 61) (N=2) | \\textbackslash{}nCriollo (Ocumare 67) (N=1) | \\textbackslash{}nCriollo (Ocumare 77) (N=1) | \\textbackslash{}nCriollo (Ocumare) (N=1) | \\textbackslash{}nCriollo (Porcelana) (N=10) | \\textbackslash{}nCriollo (Wild) (N=1) | \\textbackslash{}nCriollo, + (N=1) | \\textbackslash{}nCriollo, Forastero (N=2) | \\textbackslash{}nCriollo, Trinitario (N=39) | \\textbackslash{}nEET (N=3) | \\textbackslash{}nForastero (N=87) | \\textbackslash{}nForastero (Amelonado) (N=1) | \\textbackslash{}nForastero (Arriba) (N=37) | \\textbackslash{}nForastero (Arriba) ASS (N=6) | \\textbackslash{}nForastero (Arriba) ASSS (N=1) | \\textbackslash{}nForastero (Catongo) (N=2) | \\textbackslash{}nForastero (Nacional) (N=52) | \\textbackslash{}nForastero (Parazinho) (N=8) | \\textbackslash{}nForastero, Trinitario (N=1) | \\textbackslash{}nForastero(Arriba, CCN) (N=1) | \\textbackslash{}nMatina (N=3) | \\textbackslash{}nNacional (N=2) | \\textbackslash{}nNacional (Arriba) (N=3) | \\textbackslash{}nTrinitario (N=419) | \\textbackslash{}nTrinitario (85\\% Criollo) (N=2) | \\textbackslash{}nTrinitario (Amelonado) (N=1) | \\textbackslash{}nTrinitario (Scavina) (N=1) | \\textbackslash{}nTrinitario, Criollo (N=9) | \\textbackslash{}nTrinitario, Forastero (N=2) | \\textbackslash{}nTrinitario, Nacional (N=1) | \\textbackslash{}nTrinitario, TCGA (N=1) | \\textbackslash{}nOverall (N=1795) | \\textbackslash{}n
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cocoa.Percent | \\textbackslash{}n\\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n |
Mean (SD) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n72 (\\± 6.6) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n74 (\\± 0) | \\textbackslash{}n68 (\\± 0.71) | \\textbackslash{}n71 (\\± 3.6) | \\textbackslash{}n71 (\\± 6.5) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n65 (\\± NA) | \\textbackslash{}n72 (\\± 5.8) | \\textbackslash{}n70 (\\± 0) | \\textbackslash{}n74 (\\± 2.1) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n80 (\\± NA) | \\textbackslash{}n70 (\\± 4.0) | \\textbackslash{}n68 (\\± NA) | \\textbackslash{}n65 (\\± NA) | \\textbackslash{}n77 (\\± 2.1) | \\textbackslash{}n72 (\\± 4.6) | \\textbackslash{}n71 (\\± 5.1) | \\textbackslash{}n72 (\\± 6.6) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n73 (\\± 12) | \\textbackslash{}n69 (\\± 10) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n73 (\\± 3.5) | \\textbackslash{}n73 (\\± 7.5) | \\textbackslash{}n69 (\\± 10) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n75 (\\± NA) | \\textbackslash{}n74 (\\± 6.9) | \\textbackslash{}n71 (\\± 1.4) | \\textbackslash{}n73 (\\± 2.9) | \\textbackslash{}n72 (\\± 5.3) | \\textbackslash{}n70 (\\± 0) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n68 (\\± 3.2) | \\textbackslash{}n71 (\\± 6.4) | \\textbackslash{}n70 (\\± NA) | \\textbackslash{}n72 (\\± NA) | \\textbackslash{}n72 (\\± 6.4) | \\textbackslash{}n
Missing | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n15 (1.7\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n4 (2.6\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n1 (0.2\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n0 (0\\%) | \\textbackslash{}n20 (1.1\\%) | \\textbackslash{}n
choco\\$Rating | \\textbackslash{}n\\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n | \\textbackslash{}n |
Mean (SD) | \\textbackslash{}n4.0 (\\± NA) | \\textbackslash{}n3.1 (\\± 0.48) | \\textbackslash{}n3.3 (\\± NA) | \\textbackslash{}n3.8 (\\± 0.35) | \\textbackslash{}n3.6 (\\± 0.18) | \\textbackslash{}n3.6 (\\± 0.52) | \\textbackslash{}n3.4 (\\± 0.56) | \\textbackslash{}n3.8 (\\± NA) | \\textbackslash{}n3.5 (\\± NA) | \\textbackslash{}n3.2 (\\± 0.46) | \\textbackslash{}n3.3 (\\± 0.35) | \\textbackslash{}n3.3 (\\± 0) | \\textbackslash{}n4.0 (\\± NA) | \\textbackslash{}n3.8 (\\± NA) | \\textbackslash{}n3.0 (\\± NA) | \\textbackslash{}n3.4 (\\± 0.50) | \\textbackslash{}n4.0 (\\± NA) | \\textbackslash{}n3.5 (\\± NA) | \\textbackslash{}n3.6 (\\± 0.18) | \\textbackslash{}n3.3 (\\± 0.40) | \\textbackslash{}n3.6 (\\± 0.14) | \\textbackslash{}n3.1 (\\± 0.54) | \\textbackslash{}n3.8 (\\± NA) | \\textbackslash{}n2.8 (\\± 0.60) | \\textbackslash{}n2.9 (\\± 0.54) | \\textbackslash{}n3.5 (\\± NA) | \\textbackslash{}n3.4 (\\± 0.18) | \\textbackslash{}n3.3 (\\± 0.44) | \\textbackslash{}n3.5 (\\± 0.36) | \\textbackslash{}n3.0 (\\± NA) | \\textbackslash{}n3.0 (\\± NA) | \\textbackslash{}n3.4 (\\± 0.38) | \\textbackslash{}n3.0 (\\± 0.71) | \\textbackslash{}n3.3 (\\± 0.50) | \\textbackslash{}n3.2 (\\± 0.42) | \\textbackslash{}n3.9 (\\± 0.18) | \\textbackslash{}n3.0 (\\± NA) | \\textbackslash{}n3.5 (\\± NA) | \\textbackslash{}n3.0 (\\± 0.52) | \\textbackslash{}n3.0 (\\± 0) | \\textbackslash{}n3.8 (\\± NA) | \\textbackslash{}n3.8 (\\± NA) | \\textbackslash{}n3.2 (\\± 0.48) | \\textbackslash{}n
\n"," | NA (N=1) | \n"," (N=887) | \n","Amazon (N=1) | \n","Amazon mix (N=2) | \n","Amazon, ICS (N=2) | \n","Beniano (N=3) | \n","Blend (N=41) | \n","Blend-Forastero,Criollo (N=1) | \n","CCN51 (N=1) | \n","Criollo (N=153) | \n","Criollo (Amarru) (N=2) | \n","Criollo (Ocumare 61) (N=2) | \n","Criollo (Ocumare 67) (N=1) | \n","Criollo (Ocumare 77) (N=1) | \n","Criollo (Ocumare) (N=1) | \n","Criollo (Porcelana) (N=10) | \n","Criollo (Wild) (N=1) | \n","Criollo, + (N=1) | \n","Criollo, Forastero (N=2) | \n","Criollo, Trinitario (N=39) | \n","EET (N=3) | \n","Forastero (N=87) | \n","Forastero (Amelonado) (N=1) | \n","Forastero (Arriba) (N=37) | \n","Forastero (Arriba) ASS (N=6) | \n","Forastero (Arriba) ASSS (N=1) | \n","Forastero (Catongo) (N=2) | \n","Forastero (Nacional) (N=52) | \n","Forastero (Parazinho) (N=8) | \n","Forastero, Trinitario (N=1) | \n","Forastero(Arriba, CCN) (N=1) | \n","Matina (N=3) | \n","Nacional (N=2) | \n","Nacional (Arriba) (N=3) | \n","Trinitario (N=419) | \n","Trinitario (85% Criollo) (N=2) | \n","Trinitario (Amelonado) (N=1) | \n","Trinitario (Scavina) (N=1) | \n","Trinitario, Criollo (N=9) | \n","Trinitario, Forastero (N=2) | \n","Trinitario, Nacional (N=1) | \n","Trinitario, TCGA (N=1) | \n","Overall (N=1795) | \n","
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cocoa.Percent | \n","\n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," |
Mean (SD) | \n","70 (± NA) | \n","72 (± 6.6) | \n","70 (± NA) | \n","74 (± 0) | \n","68 (± 0.71) | \n","71 (± 3.6) | \n","71 (± 6.5) | \n","70 (± NA) | \n","65 (± NA) | \n","72 (± 5.8) | \n","70 (± 0) | \n","74 (± 2.1) | \n","70 (± NA) | \n","70 (± NA) | \n","80 (± NA) | \n","70 (± 4.0) | \n","68 (± NA) | \n","65 (± NA) | \n","77 (± 2.1) | \n","72 (± 4.6) | \n","71 (± 5.1) | \n","72 (± 6.6) | \n","70 (± NA) | \n","73 (± 12) | \n","69 (± 10) | \n","70 (± NA) | \n","73 (± 3.5) | \n","73 (± 7.5) | \n","69 (± 10) | \n","70 (± NA) | \n","75 (± NA) | \n","74 (± 6.9) | \n","71 (± 1.4) | \n","73 (± 2.9) | \n","72 (± 5.3) | \n","70 (± 0) | \n","70 (± NA) | \n","70 (± NA) | \n","68 (± 3.2) | \n","71 (± 6.4) | \n","70 (± NA) | \n","72 (± NA) | \n","72 (± 6.4) | \n","
Missing | \n","0 (0%) | \n","15 (1.7%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","4 (2.6%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","1 (0.2%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","0 (0%) | \n","20 (1.1%) | \n","
choco$Rating | \n","\n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," | \n"," |
Mean (SD) | \n","4.0 (± NA) | \n","3.1 (± 0.48) | \n","3.3 (± NA) | \n","3.8 (± 0.35) | \n","3.6 (± 0.18) | \n","3.6 (± 0.52) | \n","3.4 (± 0.56) | \n","3.8 (± NA) | \n","3.5 (± NA) | \n","3.2 (± 0.46) | \n","3.3 (± 0.35) | \n","3.3 (± 0) | \n","4.0 (± NA) | \n","3.8 (± NA) | \n","3.0 (± NA) | \n","3.4 (± 0.50) | \n","4.0 (± NA) | \n","3.5 (± NA) | \n","3.6 (± 0.18) | \n","3.3 (± 0.40) | \n","3.6 (± 0.14) | \n","3.1 (± 0.54) | \n","3.8 (± NA) | \n","2.8 (± 0.60) | \n","2.9 (± 0.54) | \n","3.5 (± NA) | \n","3.4 (± 0.18) | \n","3.3 (± 0.44) | \n","3.5 (± 0.36) | \n","3.0 (± NA) | \n","3.0 (± NA) | \n","3.4 (± 0.38) | \n","3.0 (± 0.71) | \n","3.3 (± 0.50) | \n","3.2 (± 0.42) | \n","3.9 (± 0.18) | \n","3.0 (± NA) | \n","3.5 (± NA) | \n","3.0 (± 0.52) | \n","3.0 (± 0) | \n","3.8 (± NA) | \n","3.8 (± NA) | \n","3.2 (± 0.48) | \n","
Bean.Type | Cocoa.Percent.mean | |
---|---|---|
<chr> | <dbl> | |
1 | 70.00000 | |
2 | 71.59174 | |
3 | Amazon | 70.00000 |
4 | Amazon mix | 74.00000 |
5 | Amazon, ICS | 67.50000 |
6 | Beniano | 71.00000 |
7 | Blend | 71.39024 |
8 | Blend-Forastero,Criollo | 70.00000 |
9 | CCN51 | 65.00000 |
10 | Criollo | 72.06711 |
11 | Criollo (Amarru) | 70.00000 |
12 | Criollo (Ocumare 61) | 73.50000 |
13 | Criollo (Ocumare 67) | 70.00000 |
14 | Criollo (Ocumare 77) | 70.00000 |
15 | Criollo (Ocumare) | 80.00000 |
16 | Criollo (Porcelana) | 70.30000 |
17 | Criollo (Wild) | 68.00000 |
18 | Criollo, + | 65.00000 |
19 | Criollo, Forastero | 76.50000 |
20 | Criollo, Trinitario | 72.20513 |
21 | EET | 71.33333 |
22 | Forastero | 72.05747 |
23 | Forastero (Amelonado) | 70.00000 |
24 | Forastero (Arriba) | 73.13514 |
25 | Forastero (Arriba) ASS | 68.66667 |
26 | Forastero (Arriba) ASSS | 70.00000 |
27 | Forastero (Catongo) | 72.50000 |
28 | Forastero (Nacional) | 73.01923 |
29 | Forastero (Parazinho) | 68.75000 |
30 | Forastero, Trinitario | 70.00000 |
31 | Forastero(Arriba, CCN) | 75.00000 |
32 | Matina | 74.00000 |
33 | Nacional | 71.00000 |
34 | Nacional (Arriba) | 73.33333 |
35 | Trinitario | 71.74522 |
36 | Trinitario (85% Criollo) | 70.00000 |
37 | Trinitario (Amelonado) | 70.00000 |
38 | Trinitario (Scavina) | 70.00000 |
39 | Trinitario, Criollo | 68.33333 |
40 | Trinitario, Forastero | 70.50000 |
41 | Trinitario, Nacional | 70.00000 |
42 | Trinitario, TCGA | 72.00000 |
Bean.Type | Cocoa.Percent.mean | Cocoa.Percent.sd | Cocoa.Percent.median | Cocoa.Percent.min | Cocoa.Percent.max | |
---|---|---|---|---|---|---|
<chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | |
1 | 70.00000 | NA | 70.0 | 70 | 70 | |
2 | 71.59174 | 6.5931601 | 70.0 | 42 | 100 | |
3 | Amazon | 70.00000 | NA | 70.0 | 70 | 70 |
4 | Amazon mix | 74.00000 | 0.0000000 | 74.0 | 74 | 74 |
5 | Amazon, ICS | 67.50000 | 0.7071068 | 67.5 | 67 | 68 |
6 | Beniano | 71.00000 | 3.6055513 | 72.0 | 67 | 74 |
7 | Blend | 71.39024 | 6.4532087 | 70.0 | 55 | 91 |
8 | Blend-Forastero,Criollo | 70.00000 | NA | 70.0 | 70 | 70 |
9 | CCN51 | 65.00000 | NA | 65.0 | 65 | 65 |
10 | Criollo | 72.06711 | 5.8351966 | 71.0 | 58 | 100 |
11 | Criollo (Amarru) | 70.00000 | 0.0000000 | 70.0 | 70 | 70 |
12 | Criollo (Ocumare 61) | 73.50000 | 2.1213203 | 73.5 | 72 | 75 |
13 | Criollo (Ocumare 67) | 70.00000 | NA | 70.0 | 70 | 70 |
14 | Criollo (Ocumare 77) | 70.00000 | NA | 70.0 | 70 | 70 |
15 | Criollo (Ocumare) | 80.00000 | NA | 80.0 | 80 | 80 |
16 | Criollo (Porcelana) | 70.30000 | 3.9735235 | 70.0 | 64 | 75 |
17 | Criollo (Wild) | 68.00000 | NA | 68.0 | 68 | 68 |
18 | Criollo, + | 65.00000 | NA | 65.0 | 65 | 65 |
19 | Criollo, Forastero | 76.50000 | 2.1213203 | 76.5 | 75 | 78 |
20 | Criollo, Trinitario | 72.20513 | 4.6406640 | 70.0 | 61 | 85 |
21 | EET | 71.33333 | 5.1316014 | 70.0 | 67 | 77 |
22 | Forastero | 72.05747 | 6.5850541 | 70.0 | 57 | 100 |
23 | Forastero (Amelonado) | 70.00000 | NA | 70.0 | 70 | 70 |
24 | Forastero (Arriba) | 73.13514 | 12.0511921 | 72.0 | 55 | 100 |
25 | Forastero (Arriba) ASS | 68.66667 | 10.1718566 | 68.0 | 58 | 80 |
26 | Forastero (Arriba) ASSS | 70.00000 | NA | 70.0 | 70 | 70 |
27 | Forastero (Catongo) | 72.50000 | 3.5355339 | 72.5 | 70 | 75 |
28 | Forastero (Nacional) | 73.01923 | 7.4845996 | 70.0 | 53 | 100 |
29 | Forastero (Parazinho) | 68.75000 | 10.2643628 | 70.0 | 50 | 85 |
30 | Forastero, Trinitario | 70.00000 | NA | 70.0 | 70 | 70 |
31 | Forastero(Arriba, CCN) | 75.00000 | NA | 75.0 | 75 | 75 |
32 | Matina | 74.00000 | 6.9282032 | 70.0 | 70 | 82 |
33 | Nacional | 71.00000 | 1.4142136 | 71.0 | 70 | 72 |
34 | Nacional (Arriba) | 73.33333 | 2.8867513 | 75.0 | 70 | 75 |
35 | Trinitario | 71.74522 | 5.3277734 | 70.0 | 55 | 100 |
36 | Trinitario (85% Criollo) | 70.00000 | 0.0000000 | 70.0 | 70 | 70 |
37 | Trinitario (Amelonado) | 70.00000 | NA | 70.0 | 70 | 70 |
38 | Trinitario (Scavina) | 70.00000 | NA | 70.0 | 70 | 70 |
39 | Trinitario, Criollo | 68.33333 | 3.2015621 | 70.0 | 65 | 74 |
40 | Trinitario, Forastero | 70.50000 | 6.3639610 | 70.5 | 66 | 75 |
41 | Trinitario, Nacional | 70.00000 | NA | 70.0 | 70 | 70 |
42 | Trinitario, TCGA | 72.00000 | NA | 72.0 | 72 | 72 |
Bean.Type | Cocoa.Percent.mean | Rating.mean | Cocoa.Percent.sd | Rating.sd | Cocoa.Percent.median | Rating.median | Cocoa.Percent.min | Rating.min | Cocoa.Percent.max | Rating.max | |
---|---|---|---|---|---|---|---|---|---|---|---|
<chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | |
1 | 70.00000 | 4.000000 | NA | NA | 70.0 | 4.000 | 70 | 4.00 | 70 | 4.00 | |
2 | 71.59174 | 3.134748 | 6.5931601 | 0.4841544 | 70.0 | 3.250 | 42 | 1.00 | 100 | 4.00 | |
3 | Amazon | 70.00000 | 3.250000 | NA | NA | 70.0 | 3.250 | 70 | 3.25 | 70 | 3.25 |
4 | Amazon mix | 74.00000 | 3.750000 | 0.0000000 | 0.3535534 | 74.0 | 3.750 | 74 | 3.50 | 74 | 4.00 |
5 | Amazon, ICS | 67.50000 | 3.625000 | 0.7071068 | 0.1767767 | 67.5 | 3.625 | 67 | 3.50 | 68 | 3.75 |
6 | Beniano | 71.00000 | 3.583333 | 3.6055513 | 0.5204165 | 72.0 | 3.750 | 67 | 3.00 | 74 | 4.00 |
7 | Blend | 71.39024 | 3.353659 | 6.4532087 | 0.5561464 | 70.0 | 3.500 | 55 | 2.00 | 91 | 5.00 |
8 | Blend-Forastero,Criollo | 70.00000 | 3.750000 | NA | NA | 70.0 | 3.750 | 70 | 3.75 | 70 | 3.75 |
9 | CCN51 | 65.00000 | 3.500000 | NA | NA | 65.0 | 3.500 | 65 | 3.50 | 65 | 3.50 |
10 | Criollo | 72.06711 | 3.239933 | 5.8351966 | 0.4603164 | 71.0 | 3.250 | 58 | 2.00 | 100 | 4.00 |
11 | Criollo (Amarru) | 70.00000 | 3.250000 | 0.0000000 | 0.3535534 | 70.0 | 3.250 | 70 | 3.00 | 70 | 3.50 |
12 | Criollo (Ocumare 61) | 73.50000 | 3.250000 | 2.1213203 | 0.0000000 | 73.5 | 3.250 | 72 | 3.25 | 75 | 3.25 |
13 | Criollo (Ocumare 67) | 70.00000 | 4.000000 | NA | NA | 70.0 | 4.000 | 70 | 4.00 | 70 | 4.00 |
14 | Criollo (Ocumare 77) | 70.00000 | 3.750000 | NA | NA | 70.0 | 3.750 | 70 | 3.75 | 70 | 3.75 |
15 | Criollo (Ocumare) | 80.00000 | 3.000000 | NA | NA | 80.0 | 3.000 | 80 | 3.00 | 80 | 3.00 |
16 | Criollo (Porcelana) | 70.30000 | 3.375000 | 3.9735235 | 0.5034602 | 70.0 | 3.250 | 64 | 2.50 | 75 | 4.00 |
17 | Criollo (Wild) | 68.00000 | 4.000000 | NA | NA | 68.0 | 4.000 | 68 | 4.00 | 68 | 4.00 |
18 | Criollo, + | 65.00000 | 3.500000 | NA | NA | 65.0 | 3.500 | 65 | 3.50 | 65 | 3.50 |
19 | Criollo, Forastero | 76.50000 | 3.625000 | 2.1213203 | 0.1767767 | 76.5 | 3.625 | 75 | 3.50 | 78 | 3.75 |
20 | Criollo, Trinitario | 72.20513 | 3.294872 | 4.6406640 | 0.4009520 | 70.0 | 3.250 | 61 | 2.50 | 85 | 4.00 |
21 | EET | 71.33333 | 3.583333 | 5.1316014 | 0.1443376 | 70.0 | 3.500 | 67 | 3.50 | 77 | 3.75 |
22 | Forastero | 72.05747 | 3.100575 | 6.5850541 | 0.5438073 | 70.0 | 3.000 | 57 | 1.00 | 100 | 4.00 |
23 | Forastero (Amelonado) | 70.00000 | 3.750000 | NA | NA | 70.0 | 3.750 | 70 | 3.75 | 70 | 3.75 |
24 | Forastero (Arriba) | 73.13514 | 2.831081 | 12.0511921 | 0.6039628 | 72.0 | 3.000 | 55 | 1.50 | 100 | 4.00 |
25 | Forastero (Arriba) ASS | 68.66667 | 2.875000 | 10.1718566 | 0.5419871 | 68.0 | 3.000 | 58 | 2.00 | 80 | 3.50 |
26 | Forastero (Arriba) ASSS | 70.00000 | 3.500000 | NA | NA | 70.0 | 3.500 | 70 | 3.50 | 70 | 3.50 |
27 | Forastero (Catongo) | 72.50000 | 3.375000 | 3.5355339 | 0.1767767 | 72.5 | 3.375 | 70 | 3.25 | 75 | 3.50 |
28 | Forastero (Nacional) | 73.01923 | 3.269231 | 7.4845996 | 0.4368059 | 70.0 | 3.250 | 53 | 2.00 | 100 | 4.00 |
29 | Forastero (Parazinho) | 68.75000 | 3.531250 | 10.2643628 | 0.3644345 | 70.0 | 3.500 | 50 | 2.75 | 85 | 4.00 |
30 | Forastero, Trinitario | 70.00000 | 3.000000 | NA | NA | 70.0 | 3.000 | 70 | 3.00 | 70 | 3.00 |
31 | Forastero(Arriba, CCN) | 75.00000 | 3.000000 | NA | NA | 75.0 | 3.000 | 75 | 3.00 | 75 | 3.00 |
32 | Matina | 74.00000 | 3.416667 | 6.9282032 | 0.3818813 | 70.0 | 3.500 | 70 | 3.00 | 82 | 3.75 |
33 | Nacional | 71.00000 | 3.000000 | 1.4142136 | 0.7071068 | 71.0 | 3.000 | 70 | 2.50 | 72 | 3.50 |
34 | Nacional (Arriba) | 73.33333 | 3.250000 | 2.8867513 | 0.5000000 | 75.0 | 3.250 | 70 | 2.75 | 75 | 3.75 |
35 | Trinitario | 71.74522 | 3.244019 | 5.3277734 | 0.4201463 | 70.0 | 3.250 | 55 | 1.75 | 100 | 5.00 |
36 | Trinitario (85% Criollo) | 70.00000 | 3.875000 | 0.0000000 | 0.1767767 | 70.0 | 3.875 | 70 | 3.75 | 70 | 4.00 |
37 | Trinitario (Amelonado) | 70.00000 | 3.000000 | NA | NA | 70.0 | 3.000 | 70 | 3.00 | 70 | 3.00 |
38 | Trinitario (Scavina) | 70.00000 | 3.500000 | NA | NA | 70.0 | 3.500 | 70 | 3.50 | 70 | 3.50 |
39 | Trinitario, Criollo | 68.33333 | 3.027778 | 3.2015621 | 0.5220818 | 70.0 | 3.000 | 65 | 2.25 | 74 | 3.75 |
40 | Trinitario, Forastero | 70.50000 | 3.000000 | 6.3639610 | 0.0000000 | 70.5 | 3.000 | 66 | 3.00 | 75 | 3.00 |
41 | Trinitario, Nacional | 70.00000 | 3.750000 | NA | NA | 70.0 | 3.750 | 70 | 3.75 | 70 | 3.75 |
42 | Trinitario, TCGA | 72.00000 | 3.750000 | NA | NA | 72.0 | 3.750 | 72 | 3.75 | 72 | 3.75 |
education | age | parity | induced | case | spontaneous | stratum | pooled.stratum |
---|---|---|---|---|---|---|---|
<fct> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <int> | <dbl> |
0-5yrs | 26 | 6 | 1 | 1 | 2 | 1 | 3 |
0-5yrs | 42 | 1 | 1 | 1 | 0 | 2 | 1 |
0-5yrs | 39 | 6 | 2 | 1 | 0 | 3 | 4 |
0-5yrs | 34 | 4 | 2 | 1 | 0 | 4 | 2 |
6-11yrs | 35 | 3 | 1 | 1 | 1 | 5 | 32 |
6-11yrs | 36 | 4 | 2 | 1 | 1 | 6 | 36 |
6-11yrs | 23 | 1 | 0 | 1 | 0 | 7 | 6 |
6-11yrs | 32 | 2 | 0 | 1 | 0 | 8 | 22 |
6-11yrs | 21 | 1 | 0 | 1 | 1 | 9 | 5 |
6-11yrs | 28 | 2 | 0 | 1 | 0 | 10 | 19 |
6-11yrs | 29 | 2 | 1 | 1 | 0 | 11 | 20 |
6-11yrs | 37 | 4 | 2 | 1 | 1 | 12 | 37 |
6-11yrs | 31 | 1 | 1 | 1 | 0 | 13 | 9 |
6-11yrs | 29 | 3 | 2 | 1 | 0 | 14 | 29 |
6-11yrs | 31 | 2 | 1 | 1 | 1 | 15 | 21 |
6-11yrs | 27 | 2 | 2 | 1 | 0 | 16 | 18 |
6-11yrs | 30 | 5 | 2 | 1 | 1 | 17 | 38 |
6-11yrs | 26 | 1 | 0 | 1 | 1 | 18 | 7 |
6-11yrs | 25 | 3 | 2 | 1 | 1 | 19 | 28 |
6-11yrs | 44 | 1 | 0 | 1 | 1 | 20 | 17 |
6-11yrs | 40 | 1 | 0 | 1 | 1 | 21 | 14 |
6-11yrs | 35 | 2 | 2 | 1 | 0 | 22 | 24 |
6-11yrs | 28 | 2 | 0 | 1 | 2 | 23 | 19 |
6-11yrs | 36 | 1 | 0 | 1 | 1 | 24 | 12 |
6-11yrs | 27 | 2 | 1 | 1 | 1 | 25 | 18 |
6-11yrs | 40 | 2 | 0 | 1 | 2 | 26 | 27 |
6-11yrs | 38 | 2 | 0 | 1 | 2 | 27 | 26 |
6-11yrs | 34 | 3 | 0 | 1 | 2 | 28 | 31 |
6-11yrs | 28 | 4 | 1 | 1 | 2 | 29 | 34 |
6-11yrs | 30 | 4 | 2 | 1 | 0 | 30 | 35 |
⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
12+ yrs | 28 | 1 | 0 | 0 | 1 | 54 | 42 |
12+ yrs | 29 | 2 | 1 | 0 | 1 | 55 | 52 |
12+ yrs | 36 | 2 | 0 | 0 | 1 | 56 | 55 |
12+ yrs | 28 | 2 | 2 | 0 | 0 | 57 | 51 |
12+ yrs | 28 | 2 | 1 | 0 | 0 | 58 | 51 |
12+ yrs | 28 | 1 | 0 | 0 | 0 | 59 | 42 |
12+ yrs | 27 | 2 | 1 | 0 | 0 | 60 | 50 |
12+ yrs | 35 | 2 | 1 | 0 | 0 | 61 | 54 |
12+ yrs | 25 | 1 | 1 | 0 | 0 | 62 | 41 |
12+ yrs | 34 | 1 | 0 | 0 | 0 | 63 | 47 |
12+ yrs | 31 | 2 | 1 | 0 | 0 | 64 | 53 |
12+ yrs | 26 | 2 | 0 | 0 | 2 | 65 | 49 |
12+ yrs | 32 | 1 | 1 | 0 | 0 | 66 | 46 |
12+ yrs | 21 | 1 | 0 | 0 | 0 | 67 | 39 |
12+ yrs | 28 | 3 | 2 | 0 | 0 | 68 | 58 |
12+ yrs | 37 | 3 | 0 | 0 | 2 | 69 | 59 |
12+ yrs | 25 | 1 | 1 | 0 | 0 | 70 | 41 |
12+ yrs | 32 | 1 | 0 | 0 | 0 | 71 | 46 |
12+ yrs | 25 | 1 | 1 | 0 | 0 | 72 | 41 |
12+ yrs | 31 | 1 | 0 | 0 | 0 | 73 | 45 |
12+ yrs | 38 | 6 | 0 | 0 | 2 | 74 | 63 |
12+ yrs | 26 | 2 | 1 | 0 | 1 | 75 | 49 |
12+ yrs | 31 | 1 | 1 | 0 | 0 | 76 | 45 |
12+ yrs | 31 | 2 | 0 | 0 | 1 | 77 | 53 |
12+ yrs | 25 | 1 | 0 | 0 | 1 | 78 | 41 |
12+ yrs | 31 | 1 | 0 | 0 | 1 | 79 | 45 |
12+ yrs | 34 | 1 | 0 | 0 | 0 | 80 | 47 |
12+ yrs | 35 | 2 | 2 | 0 | 0 | 81 | 54 |
12+ yrs | 29 | 1 | 0 | 0 | 1 | 82 | 43 |
12+ yrs | 23 | 1 | 0 | 0 | 1 | 83 | 40 |
Ozone | Solar.R | Wind | Temp | Month | Day |
---|---|---|---|---|---|
<int> | <int> | <dbl> | <int> | <int> | <int> |
41 | 190 | 7.4 | 67 | 5 | 1 |
36 | 118 | 8.0 | 72 | 5 | 2 |
12 | 149 | 12.6 | 74 | 5 | 3 |
18 | 313 | 11.5 | 62 | 5 | 4 |
NA | NA | 14.3 | 56 | 5 | 5 |
28 | NA | 14.9 | 66 | 5 | 6 |
23 | 299 | 8.6 | 65 | 5 | 7 |
19 | 99 | 13.8 | 59 | 5 | 8 |
8 | 19 | 20.1 | 61 | 5 | 9 |
NA | 194 | 8.6 | 69 | 5 | 10 |
7 | NA | 6.9 | 74 | 5 | 11 |
16 | 256 | 9.7 | 69 | 5 | 12 |
11 | 290 | 9.2 | 66 | 5 | 13 |
14 | 274 | 10.9 | 68 | 5 | 14 |
18 | 65 | 13.2 | 58 | 5 | 15 |
14 | 334 | 11.5 | 64 | 5 | 16 |
34 | 307 | 12.0 | 66 | 5 | 17 |
6 | 78 | 18.4 | 57 | 5 | 18 |
30 | 322 | 11.5 | 68 | 5 | 19 |
11 | 44 | 9.7 | 62 | 5 | 20 |
1 | 8 | 9.7 | 59 | 5 | 21 |
11 | 320 | 16.6 | 73 | 5 | 22 |
4 | 25 | 9.7 | 61 | 5 | 23 |
32 | 92 | 12.0 | 61 | 5 | 24 |
NA | 66 | 16.6 | 57 | 5 | 25 |
NA | 266 | 14.9 | 58 | 5 | 26 |
NA | NA | 8.0 | 57 | 5 | 27 |
23 | 13 | 12.0 | 67 | 5 | 28 |
45 | 252 | 14.9 | 81 | 5 | 29 |
115 | 223 | 5.7 | 79 | 5 | 30 |
⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |
96 | 167 | 6.9 | 91 | 9 | 1 |
78 | 197 | 5.1 | 92 | 9 | 2 |
73 | 183 | 2.8 | 93 | 9 | 3 |
91 | 189 | 4.6 | 93 | 9 | 4 |
47 | 95 | 7.4 | 87 | 9 | 5 |
32 | 92 | 15.5 | 84 | 9 | 6 |
20 | 252 | 10.9 | 80 | 9 | 7 |
23 | 220 | 10.3 | 78 | 9 | 8 |
21 | 230 | 10.9 | 75 | 9 | 9 |
24 | 259 | 9.7 | 73 | 9 | 10 |
44 | 236 | 14.9 | 81 | 9 | 11 |
21 | 259 | 15.5 | 76 | 9 | 12 |
28 | 238 | 6.3 | 77 | 9 | 13 |
9 | 24 | 10.9 | 71 | 9 | 14 |
13 | 112 | 11.5 | 71 | 9 | 15 |
46 | 237 | 6.9 | 78 | 9 | 16 |
18 | 224 | 13.8 | 67 | 9 | 17 |
13 | 27 | 10.3 | 76 | 9 | 18 |
24 | 238 | 10.3 | 68 | 9 | 19 |
16 | 201 | 8.0 | 82 | 9 | 20 |
13 | 238 | 12.6 | 64 | 9 | 21 |
23 | 14 | 9.2 | 71 | 9 | 22 |
36 | 139 | 10.3 | 81 | 9 | 23 |
7 | 49 | 10.3 | 69 | 9 | 24 |
14 | 20 | 16.6 | 63 | 9 | 25 |
30 | 193 | 6.9 | 70 | 9 | 26 |
NA | 145 | 13.2 | 77 | 9 | 27 |
14 | 191 | 14.3 | 75 | 9 | 28 |
18 | 131 | 8.0 | 76 | 9 | 29 |
20 | 223 | 11.5 | 68 | 9 | 30 |