Week 9
2024-03-19
Week 9 Data Dive
Simple linear regression model including 1-3 more variables
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.4.4 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.0
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorschocolate <- read.csv("~/Desktop/chocolate.csv")
library(readr)
summary(chocolate)## ref company_manufacturer company_location review_date
## Min. : 5 Length:2530 Length:2530 Min. :2006
## 1st Qu.: 802 Class :character Class :character 1st Qu.:2012
## Median :1454 Mode :character Mode :character Median :2015
## Mean :1430 Mean :2014
## 3rd Qu.:2079 3rd Qu.:2018
## Max. :2712 Max. :2021
## country_of_bean_origin specific_bean_origin_or_bar_name cocoa_percent
## Length:2530 Length:2530 Min. :0.4200
## Class :character Class :character 1st Qu.:0.7000
## Mode :character Mode :character Median :0.7000
## Mean :0.7164
## 3rd Qu.:0.7400
## Max. :1.0000
## ingredients most_memorable_characteristics rating
## Length:2530 Length:2530 Min. :1.000
## Class :character Class :character 1st Qu.:3.000
## Mode :character Mode :character Median :3.250
## Mean :3.196
## 3rd Qu.:3.500
## Max. :4.000library(dplyr)
library(tidyverse)
library(ggthemes)
library(ggrepel)
library(AmesHousing)
library(boot)
library(broom)
library(lindia)
# remove scientific notation
options(scipen = 6)
# default theme, unless otherwise noted
theme_set(theme_minimal())For last weeks data dive, I included the variables of cocoa_percent, rating, and country_of_bean_origin. This week I decided to add company_manufacturer as the rating of chocolates could be affected by the quality of the company manufacturer.
model1 <- lm(rating ~ cocoa_percent, chocolate) |>
summary()
print(model1)##
## Call:
## lm(formula = rating ~ cocoa_percent, data = chocolate)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.21541 -0.23867 0.03459 0.28459 0.99393
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.0295 0.1121 35.949 < 2e-16 ***
## cocoa_percent -1.1630 0.1560 -7.456 1.22e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4406 on 2528 degrees of freedom
## Multiple R-squared: 0.02152, Adjusted R-squared: 0.02113
## F-statistic: 55.59 on 1 and 2528 DF, p-value: 1.218e-13model2 <- lm(rating ~ cocoa_percent+ country_of_bean_origin, chocolate) |>
summary()
print(model2)##
## Call:
## lm(formula = rating ~ cocoa_percent + country_of_bean_origin,
## data = chocolate)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.20453 -0.27198 0.02375 0.29172 1.15850
##
## Coefficients:
## Estimate Std. Error t value
## (Intercept) 4.095518 0.275367 14.873
## cocoa_percent -1.225389 0.158316 -7.740
## country_of_bean_originBelize 0.030795 0.257786 0.119
## country_of_bean_originBlend -0.175680 0.255234 -0.688
## country_of_bean_originBolivia -0.037043 0.257501 -0.144
## country_of_bean_originBrazil 0.042041 0.257616 0.163
## country_of_bean_originBurma -0.237746 0.505548 -0.470
## country_of_bean_originCameroon -0.162582 0.357475 -0.455
## country_of_bean_originChina 0.286762 0.505568 0.567
## country_of_bean_originColombia -0.029445 0.257547 -0.114
## country_of_bean_originCongo 0.086006 0.285176 0.302
## country_of_bean_originCosta Rica -0.068060 0.261472 -0.260
## country_of_bean_originCuba 0.107021 0.282735 0.379
## country_of_bean_originDominican Republic -0.003332 0.254476 -0.013
## country_of_bean_originDR Congo -0.262254 0.505548 -0.519
## country_of_bean_originEcuador -0.033216 0.254588 -0.130
## country_of_bean_originEl Salvador -0.217323 0.309611 -0.702
## country_of_bean_originFiji -0.143846 0.275511 -0.522
## country_of_bean_originGabon 0.073523 0.505635 0.145
## country_of_bean_originGhana -0.090748 0.261877 -0.347
## country_of_bean_originGrenada -0.219170 0.271998 -0.806
## country_of_bean_originGuatemala 0.039292 0.258848 0.152
## country_of_bean_originHaiti 0.040766 0.265129 0.154
## country_of_bean_originHonduras 0.036075 0.267576 0.135
## country_of_bean_originIndia -0.078712 0.263385 -0.299
## country_of_bean_originIndonesia -0.093999 0.271127 -0.347
## country_of_bean_originIvory Coast -0.368349 0.302138 -1.219
## country_of_bean_originJamaica -0.019917 0.268138 -0.074
## country_of_bean_originLiberia -0.146244 0.357485 -0.409
## country_of_bean_originMadagascar 0.044365 0.254931 0.174
## country_of_bean_originMalaysia -0.124084 0.296432 -0.419
## country_of_bean_originMartinique -0.830855 0.507350 -1.638
## country_of_bean_originMexico -0.053746 0.259600 -0.207
## country_of_bean_originNicaragua 0.034654 0.256565 0.135
## country_of_bean_originNigeria -0.258169 0.357476 -0.722
## country_of_bean_originPanama -0.100766 0.291919 -0.345
## country_of_bean_originPapua New Guinea 0.050587 0.260259 0.194
## country_of_bean_originPeru -0.028349 0.254341 -0.111
## country_of_bean_originPhilippines -0.099726 0.268126 -0.372
## country_of_bean_originPrincipe -0.401969 0.505704 -0.795
## country_of_bean_originPuerto Rico -0.544467 0.302123 -1.802
## country_of_bean_originSamoa -0.003281 0.358097 -0.009
## country_of_bean_originSao Tome -0.153188 0.278561 -0.550
## country_of_bean_originSao Tome & Principe 0.292889 0.399707 0.733
## country_of_bean_originSierra Leone -0.475492 0.334402 -1.422
## country_of_bean_originSolomon Islands 0.234311 0.288239 0.813
## country_of_bean_originSri Lanka -0.332111 0.399707 -0.831
## country_of_bean_originSt. Lucia -0.264464 0.288242 -0.918
## country_of_bean_originSt.Vincent-Grenadines -0.463238 0.505568 -0.916
## country_of_bean_originSulawesi -0.036762 0.505568 -0.073
## country_of_bean_originSumatra -0.237746 0.505548 -0.470
## country_of_bean_originSuriname 0.012254 0.505548 0.024
## country_of_bean_originTaiwan -0.362746 0.399672 -0.908
## country_of_bean_originTanzania 0.024196 0.257580 0.094
## country_of_bean_originThailand 0.062254 0.319739 0.195
## country_of_bean_originTobago 0.325984 0.399719 0.816
## country_of_bean_originTogo -0.154413 0.357478 -0.432
## country_of_bean_originTrinidad 0.027892 0.261681 0.107
## country_of_bean_originU.S.A. -0.004605 0.264013 -0.017
## country_of_bean_originUganda -0.145192 0.272044 -0.534
## country_of_bean_originVanuatu -0.110108 0.280444 -0.393
## country_of_bean_originVenezuela 0.018205 0.254312 0.072
## country_of_bean_originVietnam 0.078797 0.257969 0.305
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## cocoa_percent 1.44e-14 ***
## country_of_bean_originBelize 0.9049
## country_of_bean_originBlend 0.4913
## country_of_bean_originBolivia 0.8856
## country_of_bean_originBrazil 0.8704
## country_of_bean_originBurma 0.6382
## country_of_bean_originCameroon 0.6493
## country_of_bean_originChina 0.5706
## country_of_bean_originColombia 0.9090
## country_of_bean_originCongo 0.7630
## country_of_bean_originCosta Rica 0.7947
## country_of_bean_originCuba 0.7051
## country_of_bean_originDominican Republic 0.9896
## country_of_bean_originDR Congo 0.6040
## country_of_bean_originEcuador 0.8962
## country_of_bean_originEl Salvador 0.4828
## country_of_bean_originFiji 0.6016
## country_of_bean_originGabon 0.8844
## country_of_bean_originGhana 0.7290
## country_of_bean_originGrenada 0.4204
## country_of_bean_originGuatemala 0.8794
## country_of_bean_originHaiti 0.8778
## country_of_bean_originHonduras 0.8928
## country_of_bean_originIndia 0.7651
## country_of_bean_originIndonesia 0.7288
## country_of_bean_originIvory Coast 0.2229
## country_of_bean_originJamaica 0.9408
## country_of_bean_originLiberia 0.6825
## country_of_bean_originMadagascar 0.8619
## country_of_bean_originMalaysia 0.6756
## country_of_bean_originMartinique 0.1016
## country_of_bean_originMexico 0.8360
## country_of_bean_originNicaragua 0.8926
## country_of_bean_originNigeria 0.4702
## country_of_bean_originPanama 0.7300
## country_of_bean_originPapua New Guinea 0.8459
## country_of_bean_originPeru 0.9113
## country_of_bean_originPhilippines 0.7100
## country_of_bean_originPrincipe 0.4268
## country_of_bean_originPuerto Rico 0.0716 .
## country_of_bean_originSamoa 0.9927
## country_of_bean_originSao Tome 0.5824
## country_of_bean_originSao Tome & Principe 0.4638
## country_of_bean_originSierra Leone 0.1552
## country_of_bean_originSolomon Islands 0.4164
## country_of_bean_originSri Lanka 0.4061
## country_of_bean_originSt. Lucia 0.3590
## country_of_bean_originSt.Vincent-Grenadines 0.3596
## country_of_bean_originSulawesi 0.9420
## country_of_bean_originSumatra 0.6382
## country_of_bean_originSuriname 0.9807
## country_of_bean_originTaiwan 0.3642
## country_of_bean_originTanzania 0.9252
## country_of_bean_originThailand 0.8456
## country_of_bean_originTobago 0.4148
## country_of_bean_originTogo 0.6658
## country_of_bean_originTrinidad 0.9151
## country_of_bean_originU.S.A. 0.9861
## country_of_bean_originUganda 0.5936
## country_of_bean_originVanuatu 0.6946
## country_of_bean_originVenezuela 0.9429
## country_of_bean_originVietnam 0.7600
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4378 on 2467 degrees of freedom
## Multiple R-squared: 0.05712, Adjusted R-squared: 0.03343
## F-statistic: 2.411 on 62 and 2467 DF, p-value: 0.000000007663model3 <- lm(rating ~ cocoa_percent+ country_of_bean_origin+company_manufacturer, chocolate) |>
summary()
print(model3)##
## Call:
## lm(formula = rating ~ cocoa_percent + country_of_bean_origin +
## company_manufacturer, data = chocolate)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.6241 -0.1842 0.0000 0.2118 1.1482
##
## Coefficients: (5 not defined because of singularities)
## Estimate
## (Intercept) 4.628876
## cocoa_percent -1.403741
## country_of_bean_originBelize -0.127988
## country_of_bean_originBlend -0.357056
## country_of_bean_originBolivia -0.317143
## country_of_bean_originBrazil -0.244292
## country_of_bean_originBurma -0.721463
## country_of_bean_originCameroon -0.610190
## country_of_bean_originChina -0.230236
## country_of_bean_originColombia -0.224337
## country_of_bean_originCongo -0.309079
## country_of_bean_originCosta Rica -0.364501
## country_of_bean_originCuba -0.235462
## country_of_bean_originDominican Republic -0.174566
## country_of_bean_originDR Congo -0.653839
## country_of_bean_originEcuador -0.197747
## country_of_bean_originEl Salvador -0.519657
## country_of_bean_originFiji -0.465991
## country_of_bean_originGabon -0.515803
## country_of_bean_originGhana -0.176361
## country_of_bean_originGrenada -0.368071
## country_of_bean_originGuatemala -0.245143
## country_of_bean_originHaiti -0.201408
## country_of_bean_originHonduras -0.237140
## country_of_bean_originIndia -0.291917
## country_of_bean_originIndonesia -0.387493
## country_of_bean_originIvory Coast -0.623602
## country_of_bean_originJamaica -0.306009
## country_of_bean_originLiberia -0.530856
## country_of_bean_originMadagascar -0.199216
## country_of_bean_originMalaysia 0.075820
## country_of_bean_originMartinique -1.289305
## country_of_bean_originMexico -0.256162
## country_of_bean_originNicaragua -0.259677
## country_of_bean_originNigeria -0.645297
## country_of_bean_originPanama -0.395522
## country_of_bean_originPapua New Guinea -0.254463
## country_of_bean_originPeru -0.246628
## country_of_bean_originPhilippines -0.291103
## country_of_bean_originPrincipe -0.500136
## country_of_bean_originPuerto Rico -0.681100
## country_of_bean_originSamoa -0.275492
## country_of_bean_originSao Tome -0.084355
## country_of_bean_originSao Tome & Principe -0.057152
## country_of_bean_originSierra Leone -0.673020
## country_of_bean_originSolomon Islands 0.022810
## country_of_bean_originSri Lanka -0.586303
## country_of_bean_originSt. Lucia -0.201000
## country_of_bean_originSt.Vincent-Grenadines -0.868182
## country_of_bean_originSulawesi -0.452407
## country_of_bean_originSumatra -0.450630
## country_of_bean_originSuriname -0.396257
## country_of_bean_originTaiwan -0.745721
## country_of_bean_originTanzania -0.171154
## country_of_bean_originThailand -0.896257
## country_of_bean_originTobago -0.460340
## country_of_bean_originTogo -0.638130
## country_of_bean_originTrinidad -0.219493
## country_of_bean_originU.S.A. -0.200784
## country_of_bean_originUganda -0.329954
## country_of_bean_originVanuatu -0.309001
## country_of_bean_originVenezuela -0.276029
## country_of_bean_originVietnam -0.190681
## company_manufacturerA. Morin 0.075206
## company_manufacturerAcalli 0.179292
## company_manufacturerAdi aka Fijiana (Easy In Ltd) 0.139921
## company_manufacturerAelan -0.587256
## company_manufacturerAequare (Gianduja) -0.678791
## company_manufacturerAh Cacao -0.390095
## company_manufacturerAkesson's (Pralus) -0.215737
## company_manufacturerAlain Ducasse -0.534764
## company_manufacturerAlexandre 0.058558
## company_manufacturerAltus aka Cao Artisan -0.632539
## company_manufacturerAmano 0.027921
## company_manufacturerAmatller (Simon Coll) -0.478923
## company_manufacturerAmazing Cacao -0.149629
## company_manufacturerAmazona 0.010464
## company_manufacturerAmbrosia -0.215863
## company_manufacturerAmedei -0.053238
## company_manufacturerAMMA 0.083997
## company_manufacturerAnahata -0.401504
## company_manufacturerAnimas -0.095979
## company_manufacturerAra -0.541810
## company_manufacturerArete 0.129134
## company_manufacturerArgencove -0.074081
## company_manufacturerArtisan du Chocolat -0.228036
## company_manufacturerArtisan du Chocolat (Casa Luker) -0.643845
## company_manufacturerAruntam -0.064087
## company_manufacturerAskinosie 0.019228
## company_manufacturerAtypic -0.669068
## company_manufacturerAuro -0.268089
## company_manufacturerAvanaa -0.696806
## company_manufacturerBahen & Co. -0.385766
## company_manufacturerBaiani -0.401965
## company_manufacturerBakau -0.274629
## company_manufacturerBankston -0.528359
## company_manufacturerBar Au Chocolat 0.192787
## company_manufacturerBaravelli's -0.391382
## company_manufacturerBatch 0.012486
## company_manufacturerBean -1.149629
## company_manufacturerBeau Cacao -0.561983
## company_manufacturerBeehive -0.587389
## company_manufacturerBelcolade -0.502581
## company_manufacturerBellflower -0.008636
## company_manufacturerBelvie 0.079518
## company_manufacturerBelyzium -0.275845
## company_manufacturerBenns -0.482589
## company_manufacturerBenoit Nihant 0.368524
## company_manufacturerBernachon -0.749762
## company_manufacturerBeschle (Felchlin) 0.027393
## company_manufacturerBisou -0.553254
## company_manufacturerBitacora -0.203561
## company_manufacturerBittersweet Origins -0.116014
## company_manufacturerBixby -0.458981
## company_manufacturerBlack Mountain -0.362548
## company_manufacturerBlack River (A. Morin) -0.590248
## company_manufacturerBlack Sheep -0.192020
## company_manufacturerBlanxart -0.089928
## company_manufacturerBlue Bandana -0.044016
## company_manufacturerBoho -0.768269
## company_manufacturerBonaterra -0.870027
## company_manufacturerBonnat 0.189732
## company_manufacturerBouga Cacao (Tulicorp) -0.813818
## company_manufacturerBowler Man -0.744980
## company_manufacturerBrasstown 0.138883
## company_manufacturerBrasstown aka It's Chocolate 0.141219
## company_manufacturerBrazen -0.269412
## company_manufacturerBreeze Mill -0.340248
## company_manufacturerBright -0.253983
## company_manufacturerBritarev -0.198510
## company_manufacturerBronx Grrl Chocolate -0.749766
## company_manufacturerBullion -0.615114
## company_manufacturerBurnt Fork Bend -0.281866
## company_manufacturerBy Cacao -0.448510
## company_manufacturerC-Amaro -0.422433
## company_manufacturerCacai Cacao 0.247155
## company_manufacturerCacao 70 0.039552
## company_manufacturerCacao Arabuco -0.465157
## company_manufacturerCacao Atlanta -0.858123
## company_manufacturerCacao Barry -0.736008
## company_manufacturerCacao Betulia -0.310512
## company_manufacturerCacao de Origen -0.189078
## company_manufacturerCacao Gonzales -0.370228
## company_manufacturerCacao Hunters 0.042366
## company_manufacturerCacao Market 0.090883
## company_manufacturerCacao Prieto -0.051738
## company_manufacturerCacao Sampaka 0.305010
## company_manufacturerCacao Santa Fe (Art of Chocolate) -0.578535
## company_manufacturerCacao Store -0.184082
## company_manufacturerCacaodada -0.213366
## company_manufacturerCacaosuyo 0.260464
## company_manufacturerCacaoyere (Ecuatoriana) -0.603757
## company_manufacturerCallebaut -1.558535
## company_manufacturerCao -0.452830
## company_manufacturerCaofiori 0.015580
## company_manufacturerCaoni (Tulicorp) -0.671326
## company_manufacturerCaptain Pembleton 0.233206
## company_manufacturerCAR Artisan -0.225352
## company_manufacturerCaribeans -0.055093
## company_manufacturerCarlotta Chocolat -0.192107
## company_manufacturerCasa -1.219014
## company_manufacturerCasa Lasevicius -0.305040
## company_manufacturerCastronovo 0.013978
## company_manufacturerCello -0.636870
## company_manufacturerCemoi -0.670435
## company_manufacturerChaleur B -0.413292
## company_manufacturerChapon -0.085634
## company_manufacturerCharm School -0.268269
## company_manufacturerChchukululu (Tulicorp) -0.643697
## company_manufacturerChequessett -0.059782
## company_manufacturerChloe Chocolat 0.210799
## company_manufacturerChocablog -0.198510
## company_manufacturerChoco Del Sol -0.273951
## company_manufacturerChoco Dong -0.463826
## company_manufacturerChococard (Lapos) -0.533080
## company_manufacturerChocola'te 0.327328
## company_manufacturerChocolarder -0.727960
## company_manufacturerChocolate Alchemist-Philly -0.633854
## company_manufacturerChocolate Con Amor -0.476223
## company_manufacturerChocolate Conspiracy -0.593480
## company_manufacturerChocolate Makers 0.157996
## company_manufacturerChocolate Tree -0.148587
## company_manufacturerChocolates by Josh (Box Chocolate) -0.193617
## company_manufacturerChocolatoa -0.354340
## company_manufacturerChocolats Privilege -0.890095
## company_manufacturerChocolibrium -0.723040
## company_manufacturerChocoReko -0.271966
## company_manufacturerChocosol -0.140095
## company_manufacturerChocotenango -0.116321
## company_manufacturerChocovic -0.256458
## company_manufacturerChocovivo -0.890095
## company_manufacturerChoklat -0.480747
## company_manufacturerChokola 0.312930
## company_manufacturerChokolat Elot (Girard) NA
## company_manufacturerChristophe Toury -0.649629
## company_manufacturerChristopher Elbow 0.144613
## company_manufacturerChristopher Morel (Felchlin) 0.322296
## company_manufacturerChuao Chocolatier -0.496565
## company_manufacturerChuao Chocolatier (Pralus) -0.521966
## company_manufacturerClaudio Corallo -0.243997
## company_manufacturerCleveland Chocolate Company 0.104898
## company_manufacturerCloudforest 0.093602
## company_manufacturerCoco 0.100371
## company_manufacturerCocoa Carib -1.195257
## company_manufacturerCocoa Forge -0.232801
## company_manufacturerCompania de Chocolate (Salgado) -0.143437
## company_manufacturerCondor 0.135714
## company_manufacturerConfluence -0.593276
## company_manufacturerConjure -0.365107
## company_manufacturerCoppeneur -0.197588
## company_manufacturerCote d' Or (Kraft) -2.289201
## company_manufacturerCravve -0.234157
## company_manufacturerCreo 0.177827
## company_manufacturerCrow and Moss -0.021116
## company_manufacturerCultura 0.016465
## company_manufacturerCuna de Piedra 0.402017
## company_manufacturerDaintree -0.646257
## company_manufacturerDalloway -0.693617
## company_manufacturerDamson -0.579886
## company_manufacturerDancing Lion -0.230350
## company_manufacturerDandelion -0.082155
## company_manufacturerDandelion (aka Brower Ave) -0.214612
## company_manufacturerDandelion (Japan) -0.471692
## company_manufacturerDanta 0.017000
## company_manufacturerDAR -0.352952
## company_manufacturerDarcis -0.288565
## company_manufacturerDark Forest -0.249962
## company_manufacturerDavis -0.629867
## company_manufacturerDe Mendes 0.076979
## company_manufacturerDe Villiers -0.631672
## company_manufacturerDean and Deluca (Belcolade) -0.562298
## company_manufacturerDebauve & Gallais (Michel Cluizel) -0.076198
## company_manufacturerDefinite -0.758234
## company_manufacturerDesbarres -0.660034
## company_manufacturerDeVries 0.001445
## company_manufacturerDick Taylor 0.127236
## company_manufacturerDiogo Vaz -0.731855
## company_manufacturerDoble & Bignall -0.020746
## company_manufacturerDole (Guittard) 0.304527
## company_manufacturerDolfin (Belcolade) -0.912864
## company_manufacturerDomori 0.135673
## company_manufacturerDormouse -0.353864
## company_manufacturerDouble Spiral -0.676037
## company_manufacturerDuffy's 0.098279
## company_manufacturerDulcinea -0.221692
## company_manufacturerDurand -0.528592
## company_manufacturerDurci 0.173347
## company_manufacturerEast Van Roasters 0.060546
## company_manufacturerEau de Rose -0.171920
## company_manufacturerEclat (Felchlin) -0.621555
## company_manufacturerEclat (Fruition) 0.240745
## company_manufacturerEdelmond -0.398303
## company_manufacturerEl Buen -0.434480
## company_manufacturerEl Ceibo -0.037002
## company_manufacturerEl Rey -0.530512
## company_manufacturerEldora 0.098885
## company_manufacturerEmerald Estate -0.515444
## company_manufacturerEmily's -0.015611
## company_manufacturerEncuentro -0.003674
## company_manufacturerENNA -0.244617
## company_manufacturerEnric Rovira (Claudio Corallo) 0.101173
## company_manufacturerErithaj (A. Morin) -0.223401
## company_manufacturerEscazu -0.399214
## company_manufacturerEthel's Artisan (Mars) -0.912063
## company_manufacturerEthereal 0.031122
## company_manufacturerExquisito -0.357517
## company_manufacturerFearless (AMMA) -0.581778
## company_manufacturerFeitoria Cacao -0.575357
## company_manufacturerFelchlin -0.287569
## company_manufacturerFinca -0.524871
## company_manufacturerFinnia -0.440083
## company_manufacturerFiretree 0.082738
## company_manufacturerFive (5)Mile -0.383062
## company_manufacturerFJAK -0.101520
## company_manufacturerForever Cacao -0.621555
## company_manufacturerForteza (Cortes) -0.651504
## company_manufacturerFossa -0.163665
## company_manufacturerFoundry -0.150475
## company_manufacturerFranceschi -0.069351
## company_manufacturerFrederic Blondeel -0.010780
## company_manufacturerFrench Broad -0.195717
## company_manufacturerFresco 0.026191
## company_manufacturerFresh Coast 0.186466
## company_manufacturerFresh Coast aka Just Good Choc. 0.211687
## company_manufacturerFriis Holm 0.137805
## company_manufacturerFriis Holm (Bonnat) -0.028443
## company_manufacturerFruition 0.074497
## company_manufacturerFu Wan -0.298227
## company_manufacturerGarden Island -0.734912
## company_manufacturerGeorgia Ramon -0.026345
## company_manufacturerGlennmade -0.238192
## company_manufacturerGoodnow Farms -0.228657
## company_manufacturerGotham -0.355854
## company_manufacturerGrand Place -0.427501
## company_manufacturerGreat Lakes 0.072741
## company_manufacturerGreen & Black's (ICAM) -0.789201
## company_manufacturerGreen Bean to Bar -0.402279
## company_manufacturerGreen Door -0.354340
## company_manufacturerGrenada Chocolate Co. -0.430815
## company_manufacturerGuido Castagna -0.427792
## company_manufacturerGuittard -0.234493
## company_manufacturerHabitual -0.343588
## company_manufacturerHachez -0.850248
## company_manufacturerHacienda El Castillo -0.678791
## company_manufacturerHaigh -0.289201
## company_manufacturerHarper Macaw -0.073356
## company_manufacturerHarris & James -0.279958
## company_manufacturerHazel Hill -0.296179
## company_manufacturerHecho 0.109905
## company_manufacturerHeilemann -0.733854
## company_manufacturerHeinde & Verre -0.625360
## company_manufacturerHeirloom Cacao Preservation (Brasstown) -0.268269
## company_manufacturerHeirloom Cacao Preservation (Fruition) 0.274394
## company_manufacturerHeirloom Cacao Preservation (Guittard) 0.069835
## company_manufacturerHeirloom Cacao Preservation (Manoa) 0.082602
## company_manufacturerHeirloom Cacao Preservation (Millcreek) 0.051490
## company_manufacturerHeirloom Cacao Preservation (Mindo) 0.149752
## company_manufacturerHeirloom Cacao Preservation (Zokoko) 0.545886
## company_manufacturerhello cocoa (now Markham & Fitz) -0.281434
## company_manufacturerHemisphere -0.417545
## company_manufacturerhexx -0.492193
## company_manufacturerHogarth -0.213788
## company_manufacturerHoja Verde (Tulicorp) -0.604125
## company_manufacturerHoly Cacao -0.126406
## company_manufacturerHonest -0.920435
## company_manufacturerHotel Chocolat -0.455359
## company_manufacturerHotel Chocolat (Coppeneur) -0.355765
## company_manufacturerHummingbird -0.054278
## company_manufacturerIdilio (Felchlin) 0.432847
## company_manufacturerIndah -0.980677
## company_manufacturerIndi -0.244178
## company_manufactureriQ Chocolate -0.496555
## company_manufacturerIsidro -0.368583
## company_manufacturerIslands Chocolate NA
## company_manufacturerIzard -0.369980
## company_manufacturerJacque Torres -1.455859
## company_manufacturerJean Marie Auboine -0.092153
## company_manufacturerJohnny Iuzzini -0.066624
## company_manufacturerJordis -0.672672
## company_manufacturerK'ul -0.048739
## company_manufacturerKad Kokoa 0.687500
## company_manufacturerKah Kow -0.039491
## company_manufacturerKah Kow - USA -0.081518
## company_manufacturerKaitxo -0.266917
## company_manufacturerKakao -0.320649
## company_manufacturerKallari (Ecuatoriana) -0.450683
## company_manufacturerKaoka (Cemoi) -0.548668
## company_manufacturerKasama 0.001526
## company_manufacturerKerchner 0.278308
## company_manufacturerKi' Xocolatl -1.362020
## company_manufacturerKin + Pod -0.171920
## company_manufacturerKiskadee -0.612066
## company_manufacturerKrak -0.233743
## company_manufacturerKto -0.356803
## company_manufacturerKyya -0.635793
## company_manufacturerL.A. Burdick (Felchlin) 0.093967
## company_manufacturerL'Amourette -0.151854
## company_manufacturerLa Cascade du Chocolat -0.208341
## company_manufacturerLa Chocolaterie Nanairo -0.741789
## company_manufacturerLa Chorena -0.305129
## company_manufacturerLa Feverie (Hasnaa) 0.069687
## company_manufacturerLa Maison du Chocolat (Valrhona) -0.076292
## company_manufacturerLa Oroquidea -0.871555
## company_manufacturerLa Pepa de Oro -0.338884
## company_manufacturerLa Rifa -0.056762
## company_manufacturerLaia aka Chat-Noir -0.257171
## company_manufacturerLajedo do Ouro 0.098035
## company_manufacturerLake Champlain (Callebaut) -0.904916
## company_manufacturerLand -0.125376
## company_manufacturerLandmark (Amano) 0.477035
## company_manufacturerLegast -0.201102
## company_manufacturerLetterpress 0.033313
## company_manufacturerLevy 0.066996
## company_manufacturerLilla -0.447041
## company_manufacturerLillie Belle -0.041076
## company_manufacturerLindt & Sprungli -0.078640
## company_manufacturerLirio -0.399643
## company_manufacturerLoiza -0.535344
## company_manufacturerLonohana -0.063454
## company_manufacturerLoon -0.513598
## company_manufacturerLove Bar -1.316394
## company_manufacturerLove Brown -0.195627
## company_manufacturerLuisa Abram -0.183828
## company_manufacturerLuisa's Vegan -0.113719
## company_manufacturerLuker -0.438858
## company_manufacturerLumineux -0.059051
## company_manufacturerMachu Picchu Trading Co. -1.629910
## company_manufacturerMaDe Atlantic City Chocolate Bar -0.697913
## company_manufacturerMadecasse (Cinagra) 0.222912
## company_manufacturerMadhu -0.921920
## company_manufacturerMadre -0.366503
## company_manufacturerMaglio -0.433978
## company_manufacturerMajani -1.448510
## company_manufacturerMalagasy (Chocolaterie Robert) -0.265891
## company_manufacturerMalagos 0.074659
## company_manufacturerMalai NA
## company_manufacturerMalie Kai (Guittard) -0.531034
## company_manufacturerMalmo -0.370228
## company_manufacturerMana -0.491365
## company_manufacturerManifesto Cacao -0.671920
## company_manufacturerManoa -0.019286
## company_manufacturerManufaktura Czekolady 0.106015
## company_manufacturerMap Chocolate -0.152455
## company_manufacturerMarana -0.186171
## company_manufacturerMaribea -0.428983
## company_manufacturerMarigold's Finest 0.030986
## company_manufacturerMarkham & Fitz -0.624663
## company_manufacturerMarou 0.066604
## company_manufacturerMars -0.076504
## company_manufacturerMarsatta -0.935261
## company_manufacturerMartin Mayer -0.295687
## company_manufacturerMast Brothers -0.207361
## company_manufacturerMatale 0.460214
## company_manufacturerMaui Kuia 0.054527
## company_manufacturerMaverick -0.223875
## company_manufacturerMayacama -0.443617
## company_manufacturerMcGuire -0.584692
## company_manufacturerMeadowlands -0.465177
## company_manufacturerMellow -0.447474
## company_manufacturerMenakao (aka Cinagra) -0.862817
## company_manufacturerMesocacao -0.028912
## company_manufacturerMestico -0.831778
## company_manufacturerMetiisto -0.168276
## company_manufacturerMetropolitan 0.210799
## company_manufacturerMeybol 0.100371
## company_manufacturerMichel Cluizel -0.263458
## company_manufacturerMiddlebury -0.359471
## company_manufacturerMike & Becky -0.185982
## company_manufacturerMillcreek Cacao Roasters -0.448510
## company_manufacturerMillesime -0.331256
## company_manufacturerMilton -0.051053
## company_manufacturerMindo -0.670435
## company_manufacturerMinimal 0.055150
## company_manufacturerMirzam -0.036001
## company_manufacturerMisina 0.044424
## company_manufacturerMission 0.183700
## company_manufacturerMita -0.992107
## company_manufacturerMoho -0.508911
## company_manufacturerMoka Origins -0.110383
## company_manufacturerMoku -0.459366
## company_manufacturerMolucca -0.376695
## company_manufacturerMomotombo -0.469914
## company_manufacturerMonarque 0.142727
## company_manufacturerMonsieur Truffe -0.141794
## company_manufacturerMonsoon 0.120009
## company_manufacturerMontecristi 0.005590
## company_manufacturerMUCHO -0.390095
## company_manufacturerMuchomas (Mesocacao) 0.183606
## company_manufacturerMusee du Chocolat Theobroma 0.129772
## company_manufacturerMutari -0.625287
## company_manufacturerNahua -0.615981
## company_manufacturerNaive -0.181603
## company_manufacturerNanea 0.265088
## company_manufacturerNathan Miller -0.740263
## company_manufacturerNearynogs -0.221692
## company_manufacturerNeuhaus (Callebaut) -0.867126
## company_manufacturerNibble -0.590036
## company_manufacturerNight Owl -0.228883
## company_manufacturerNikoa 0.329565
## company_manufacturerNina -0.399629
## company_manufacturerNinth (9th) & Larkin -0.417221
## company_manufacturerNoble Bean aka Jerjobo -0.309078
## company_manufacturerNoir d' Ebine -0.409369
## company_manufacturerNova Monda -0.337037
## company_manufacturerNuance -0.094843
## company_manufacturerNugali 0.098035
## company_manufacturerOakland Chocolate Co. -0.840248
## company_manufacturerObolo 0.350371
## company_manufacturerOcelot 0.541689
## company_manufacturerOcho -0.147485
## company_manufacturerOdyssey -0.039352
## company_manufacturerOhiyo -0.575934
## company_manufacturerOialla by Bojessen (Malmo) 0.315610
## company_manufacturerOlive and Sinclair -0.421441
## company_manufacturerOlivia -0.516808
## company_manufacturerOmanhene -0.579523
## company_manufacturerOmnom -0.116139
## company_manufacturerOr Dubh -0.125907
## company_manufacturerOrfeve -0.176915
## company_manufacturerorganicfair -0.519165
## company_manufacturerOriginal Beans (Felchlin) -0.162962
## company_manufacturerOriginal Hawaiin Chocolate Factory -0.585847
## company_manufacturerOrquidea -0.420685
## company_manufacturerPacari -0.100459
## company_manufacturerPalet D'Or 0.081643
## company_manufacturerPalette de Bine -0.153276
## company_manufacturerPangea -0.170831
## company_manufacturerPark 75 0.140612
## company_manufacturerParliament -0.106756
## company_manufacturerParre Chocolat -0.528055
## company_manufacturerPascha -0.879910
## company_manufacturerPatric 0.389297
## company_manufacturerPaul Young -0.968097
## company_manufacturerPeppalo -0.303243
## company_manufacturerPerrenial -0.110079
## company_manufacturerPetite Patrie -0.149629
## company_manufacturerPierre Marcolini 0.112053
## company_manufacturerPiety and Desire -0.080969
## company_manufacturerPinellas -0.768743
## company_manufacturerPitch Dark -0.371065
## company_manufacturerPollinator -0.341970
## company_manufacturerPomm (aka Dead Dog) -0.684324
## company_manufacturerPoppy and Peep -0.507916
## company_manufacturerPotomac 0.211200
## company_manufacturerPralus -0.141337
## company_manufacturerPrimo Botanica -0.117179
## company_manufacturerPublic Chocolatory -0.705576
## company_manufacturerPump Street Bakery -0.153440
## company_manufacturerPura Delizia -0.065782
## company_manufacturerQ Chocolate -0.235299
## company_manufacturerQantu 0.200371
## company_manufacturerQuetzalli (Wolter) -0.487020
## company_manufacturerRaaka -0.157384
## company_manufacturerRain Republic -0.651115
## company_manufacturerRancho San Jacinto -0.378323
## company_manufacturerRanger -0.226624
## company_manufacturerRaoul Boulanger -0.079442
## company_manufacturerRaphio 0.169506
## company_manufacturerRaw Cocoa -0.899629
## company_manufacturerRepublica del Cacao (aka Confecta) -0.200783
## company_manufacturerRitual 0.201842
## company_manufacturerRiver-Sea -0.675641
## company_manufacturerRoasting Masters -0.031756
## company_manufacturerRobert (aka Chocolaterie Robert) -0.175985
## company_manufacturerRococo (Grenada Chocolate Co.) 0.165665
## company_manufacturerRogue 0.067605
## company_manufacturerRozsavolgyi -0.297860
## company_manufacturerRuket -0.249963
## company_manufacturerS.A.I.D. -0.278658
## company_manufacturerSacred -0.204977
## company_manufacturerSalgado 0.082697
## company_manufacturerSan Jose -0.198510
## company_manufacturerSantander (Compania Nacional) -0.569647
## company_manufacturerSantome -0.811902
## company_manufacturerScharffen Berger -0.122947
## company_manufacturerSeaforth -0.624939
## company_manufacturerSeahorse -0.157623
## company_manufacturerShane Chocolate Works -0.280434
## company_manufacturerShark Mountain -0.161313
## company_manufacturerShark's -1.153361
## company_manufacturerShattell 0.010464
## company_manufacturerSibu 0.177468
## company_manufacturerSibu Sura -0.899629
## company_manufacturerSilvio Bessone -0.421201
## company_manufacturerSirene 0.062954
## company_manufacturerSjolinds -0.539201
## company_manufacturerSmooth Chocolator, The 0.061630
## company_manufacturerSnake & Butterfly -0.904570
## company_manufacturerSoeka NA
## company_manufacturerSoklet -0.604340
## company_manufacturerSol Cacao -0.183738
## company_manufacturerSolkiki -0.681330
## company_manufacturerSolomons Gold -0.383974
## company_manufacturerSolstice -0.159615
## company_manufacturerSoma 0.220181
## company_manufacturerSomerville -0.041027
## company_manufacturerSoul 0.004107
## company_manufacturerSpagnvola -0.318171
## company_manufacturerSpencer -0.035179
## company_manufacturerSpinnaker -0.010538
## company_manufacturerSprungli (Felchlin) -0.329114
## company_manufacturerSRSLY -0.748430
## company_manufacturerStarchild -0.430988
## company_manufacturerStella (aka Bernrain) -0.378153
## company_manufacturerStone Grindz -0.176537
## company_manufacturerStRita Supreme -0.771821
## company_manufacturerSublime Origins -0.447562
## company_manufacturerSummerbird -0.705779
## company_manufacturerSuruca Chocolate -0.565415
## company_manufacturerSvenska Kakaobolaget -0.489454
## company_manufacturersweet beans -0.001757
## company_manufacturerSweet Escalier -0.504964
## company_manufacturerSweetness -0.203777
## company_manufacturerSzanto Tibor -0.007333
## company_manufacturerTabal -0.635793
## company_manufacturerTablette (aka Vanillabeans) -0.400116
## company_manufacturerTala -0.545482
## company_manufacturerTan Ban Skrati NA
## company_manufacturerTaste Artisan 0.097025
## company_manufacturerTaste Artisan aka Coleman and Davis -0.376854
## company_manufacturerTaucherli -0.249301
## company_manufacturerTaylor Made -0.736962
## company_manufacturerTaza -0.357105
## company_manufacturerTCHO -0.687083
## company_manufacturerTejas -0.372688
## company_manufacturerTerroir -0.030623
## company_manufacturerThe Barn -0.399629
## company_manufacturerTheo -0.365815
## company_manufacturerTheobroma -0.149629
## company_manufacturerThistle & Rose aka Aggie USU 0.051490
## company_manufacturerTibito -0.296920
## company_manufacturerTimo A. Meyer 0.259806
## company_manufacturerTiny House -0.711066
## company_manufacturerTo'ak -0.128323
## company_manufacturerTo'ak (Ecuatoriana) -0.044098
## company_manufacturerTobago Estate (Pralus) 0.814082
## company_manufacturerTocoti -0.412849
## company_manufacturerTosier -0.428538
## company_manufacturerTree to Bar 0.051490
## company_manufacturerTreehouse -0.443617
## company_manufacturerTreehouse aka Indaphoria -0.471692
## company_manufacturerTriangle Roasters -0.021925
## company_manufacturerTribar -0.128573
## company_manufacturerTribe -0.588107
## company_manufacturerTsara (Cinagra) 0.081034
## company_manufacturertwenty-four blackbirds -0.321410
## company_manufacturerTwo Ravens -0.540003
## company_manufacturerUn Dimanche A Paris 0.180047
## company_manufacturerUncouth -0.379116
## company_manufacturerUndone -0.526061
## company_manufacturerUpchurch -0.307997
## company_manufacturerUrzi -0.190415
## company_manufacturerUtopick 0.345750
## company_manufacturerVaka 0.037881
## company_manufacturerValrhona -0.086661
## company_manufacturerVanleer (Barry Callebaut) -0.865953
## company_manufacturerVao Vao (Chocolaterie Robert) -0.506979
## company_manufacturerVicuna -0.272030
## company_manufacturerVideri 0.041839
## company_manufacturerVietcacao (A. Morin) 0.044424
## company_manufacturerVintage Plantations -0.329442
## company_manufacturerVintage Plantations (Tulicorp) -0.773042
## company_manufacturerViolet Sky -0.378994
## company_manufacturerVivra -0.803103
## company_manufacturerWellington Chocolate Factory -0.047941
## company_manufacturerWhite Label aka Mutari 0.059482
## company_manufacturerWhittakers -0.941822
## company_manufacturerWilkie's Organic -0.467811
## company_manufacturerWillie's Cacao -0.058569
## company_manufacturerWm 0.025510
## company_manufacturerWoodblock -0.196581
## company_manufacturerXocolat -0.527841
## company_manufacturerXocolatisimo -0.126601
## company_manufacturerXocolatl 0.019625
## company_manufacturerXocolla -0.834366
## company_manufacturerZac Squared -0.034677
## company_manufacturerZacharias -0.329114
## company_manufacturerZak's -0.234667
## company_manufacturerZart Pralinen -0.194311
## company_manufacturerZokoko 0.145534
## company_manufacturerZoto (Chocolatoa) -0.020493
## company_manufacturerZotter -0.046450
## Std. Error t value
## (Intercept) 0.430933 10.742
## cocoa_percent 0.167343 -8.388
## country_of_bean_originBelize 0.390937 -0.327
## country_of_bean_originBlend 0.389726 -0.916
## country_of_bean_originBolivia 0.390501 -0.812
## country_of_bean_originBrazil 0.392247 -0.623
## country_of_bean_originBurma 0.546141 -1.321
## country_of_bean_originCameroon 0.454037 -1.344
## country_of_bean_originChina 0.549139 -0.419
## country_of_bean_originColombia 0.392522 -0.572
## country_of_bean_originCongo 0.408463 -0.757
## country_of_bean_originCosta Rica 0.394959 -0.923
## country_of_bean_originCuba 0.405130 -0.581
## country_of_bean_originDominican Republic 0.388765 -0.449
## country_of_bean_originDR Congo 0.584657 -1.118
## country_of_bean_originEcuador 0.388917 -0.508
## country_of_bean_originEl Salvador 0.464421 -1.119
## country_of_bean_originFiji 0.408077 -1.142
## country_of_bean_originGabon 0.544813 -0.947
## country_of_bean_originGhana 0.393939 -0.448
## country_of_bean_originGrenada 0.401893 -0.916
## country_of_bean_originGuatemala 0.391306 -0.626
## country_of_bean_originHaiti 0.394817 -0.510
## country_of_bean_originHonduras 0.397455 -0.597
## country_of_bean_originIndia 0.395112 -0.739
## country_of_bean_originIndonesia 0.398403 -0.973
## country_of_bean_originIvory Coast 0.417741 -1.493
## country_of_bean_originJamaica 0.397176 -0.770
## country_of_bean_originLiberia 0.449046 -1.182
## country_of_bean_originMadagascar 0.388751 -0.512
## country_of_bean_originMalaysia 0.467728 0.162
## country_of_bean_originMartinique 0.561273 -2.297
## country_of_bean_originMexico 0.393169 -0.652
## country_of_bean_originNicaragua 0.391632 -0.663
## country_of_bean_originNigeria 0.454122 -1.421
## country_of_bean_originPanama 0.410030 -0.965
## country_of_bean_originPapua New Guinea 0.392178 -0.649
## country_of_bean_originPeru 0.388804 -0.634
## country_of_bean_originPhilippines 0.402663 -0.723
## country_of_bean_originPrincipe 0.556551 -0.899
## country_of_bean_originPuerto Rico 0.431932 -1.577
## country_of_bean_originSamoa 0.472004 -0.584
## country_of_bean_originSao Tome 0.410201 -0.206
## country_of_bean_originSao Tome & Principe 0.474423 -0.120
## country_of_bean_originSierra Leone 0.441100 -1.526
## country_of_bean_originSolomon Islands 0.420885 0.054
## country_of_bean_originSri Lanka 0.496970 -1.180
## country_of_bean_originSt. Lucia 0.423289 -0.475
## country_of_bean_originSt.Vincent-Grenadines 0.559016 -1.553
## country_of_bean_originSulawesi 0.559108 -0.809
## country_of_bean_originSumatra 0.584722 -0.771
## country_of_bean_originSuriname 0.559027 -0.709
## country_of_bean_originTaiwan 0.515081 -1.448
## country_of_bean_originTanzania 0.390328 -0.438
## country_of_bean_originThailand 0.559027 -1.603
## country_of_bean_originTobago 0.554901 -0.830
## country_of_bean_originTogo 0.451718 -1.413
## country_of_bean_originTrinidad 0.392065 -0.560
## country_of_bean_originU.S.A. 0.403420 -0.498
## country_of_bean_originUganda 0.399860 -0.825
## country_of_bean_originVanuatu 0.412793 -0.749
## country_of_bean_originVenezuela 0.388627 -0.710
## country_of_bean_originVietnam 0.391702 -0.487
## company_manufacturerA. Morin 0.166525 0.452
## company_manufacturerAcalli 0.239088 0.750
## company_manufacturerAdi aka Fijiana (Easy In Ltd) 0.260288 0.538
## company_manufacturerAelan 0.276269 -2.126
## company_manufacturerAequare (Gianduja) 0.305464 -2.222
## company_manufacturerAh Cacao 0.408248 -0.956
## company_manufacturerAkesson's (Pralus) 0.263548 -0.819
## company_manufacturerAlain Ducasse 0.211753 -2.525
## company_manufacturerAlexandre 0.238275 0.246
## company_manufacturerAltus aka Cao Artisan 0.185642 -3.407
## company_manufacturerAmano 0.192278 0.145
## company_manufacturerAmatller (Simon Coll) 0.240573 -1.991
## company_manufacturerAmazing Cacao 0.304342 -0.492
## company_manufacturerAmazona 0.304291 0.034
## company_manufacturerAmbrosia 0.211682 -1.020
## company_manufacturerAmedei 0.179608 -0.296
## company_manufacturerAMMA 0.229774 0.366
## company_manufacturerAnahata 0.403697 -0.995
## company_manufacturerAnimas 0.262863 -0.365
## company_manufacturerAra 0.238048 -2.276
## company_manufacturerArete 0.158966 0.812
## company_manufacturerArgencove 0.243670 -0.304
## company_manufacturerArtisan du Chocolat 0.173759 -1.312
## company_manufacturerArtisan du Chocolat (Casa Luker) 0.407525 -1.580
## company_manufacturerAruntam 0.261122 -0.245
## company_manufacturerAskinosie 0.212742 0.090
## company_manufacturerAtypic 0.434977 -1.538
## company_manufacturerAuro 0.260949 -1.027
## company_manufacturerAvanaa 0.304528 -2.288
## company_manufacturerBahen & Co. 0.223212 -1.728
## company_manufacturerBaiani 0.407234 -0.987
## company_manufacturerBakau 0.304342 -0.902
## company_manufacturerBankston 0.261804 -2.018
## company_manufacturerBar Au Chocolat 0.203781 0.946
## company_manufacturerBaravelli's 0.410016 -0.955
## company_manufacturerBatch 0.262261 0.048
## company_manufacturerBean 0.404091 -2.845
## company_manufacturerBeau Cacao 0.399930 -1.405
## company_manufacturerBeehive 0.238403 -2.464
## company_manufacturerBelcolade 0.239292 -2.100
## company_manufacturerBellflower 0.261603 -0.033
## company_manufacturerBelvie 0.308260 0.258
## company_manufacturerBelyzium 0.266481 -1.035
## company_manufacturerBenns 0.276790 -1.744
## company_manufacturerBenoit Nihant 0.212719 1.732
## company_manufacturerBernachon 0.406236 -1.846
## company_manufacturerBeschle (Felchlin) 0.197583 0.139
## company_manufacturerBisou 0.241197 -2.294
## company_manufacturerBitacora 0.262370 -0.776
## company_manufacturerBittersweet Origins 0.177395 -0.654
## company_manufacturerBixby 0.239125 -1.919
## company_manufacturerBlack Mountain 0.238018 -1.523
## company_manufacturerBlack River (A. Morin) 0.412112 -1.432
## company_manufacturerBlack Sheep 0.305503 -0.629
## company_manufacturerBlanxart 0.310397 -0.290
## company_manufacturerBlue Bandana 0.211713 -0.208
## company_manufacturerBoho 0.406417 -1.890
## company_manufacturerBonaterra 0.369332 -2.356
## company_manufacturerBonnat 0.161847 1.172
## company_manufacturerBouga Cacao (Tulicorp) 0.305417 -2.665
## company_manufacturerBowler Man 0.304155 -2.449
## company_manufacturerBrasstown 0.237955 0.584
## company_manufacturerBrasstown aka It's Chocolate 0.184342 0.766
## company_manufacturerBrazen 0.211545 -1.274
## company_manufacturerBreeze Mill 0.412112 -0.826
## company_manufacturerBright 0.237994 -1.067
## company_manufacturerBritarev 0.404447 -0.491
## company_manufacturerBronx Grrl Chocolate 0.403814 -1.857
## company_manufacturerBullion 0.305210 -2.015
## company_manufacturerBurnt Fork Bend 0.223256 -1.263
## company_manufacturerBy Cacao 0.404447 -1.109
## company_manufacturerC-Amaro 0.205004 -2.061
## company_manufacturerCacai Cacao 0.354433 0.697
## company_manufacturerCacao 70 0.264329 0.150
## company_manufacturerCacao Arabuco 0.445388 -1.044
## company_manufacturerCacao Atlanta 0.237651 -3.611
## company_manufacturerCacao Barry 0.222824 -3.303
## company_manufacturerCacao Betulia 0.268060 -1.158
## company_manufacturerCacao de Origen 0.189191 -0.999
## company_manufacturerCacao Gonzales 0.403805 -0.917
## company_manufacturerCacao Hunters 0.212097 0.200
## company_manufacturerCacao Market 0.412158 0.221
## company_manufacturerCacao Prieto 0.238840 -0.217
## company_manufacturerCacao Sampaka 0.193246 1.578
## company_manufacturerCacao Santa Fe (Art of Chocolate) 0.261452 -2.213
## company_manufacturerCacao Store 0.261897 -0.703
## company_manufacturerCacaodada 0.262403 -0.813
## company_manufacturerCacaosuyo 0.239292 1.088
## company_manufacturerCacaoyere (Ecuatoriana) 0.239773 -2.518
## company_manufacturerCallebaut 0.308349 -5.054
## company_manufacturerCao 0.222448 -2.036
## company_manufacturerCaofiori 0.245209 0.064
## company_manufacturerCaoni (Tulicorp) 0.214415 -3.131
## company_manufacturerCaptain Pembleton 0.309242 0.754
## company_manufacturerCAR Artisan 0.238398 -0.945
## company_manufacturerCaribeans 0.230291 -0.239
## company_manufacturerCarlotta Chocolat 0.230827 -0.832
## company_manufacturerCasa 0.404849 -3.011
## company_manufacturerCasa Lasevicius 0.308581 -0.989
## company_manufacturerCastronovo 0.169270 0.083
## company_manufacturerCello 0.238049 -2.675
## company_manufacturerCemoi 0.404382 -1.658
## company_manufacturerChaleur B 0.237607 -1.739
## company_manufacturerChapon 0.304007 -0.282
## company_manufacturerCharm School 0.406417 -0.660
## company_manufacturerChchukululu (Tulicorp) 0.305190 -2.109
## company_manufacturerChequessett 0.222987 -0.268
## company_manufacturerChloe Chocolat 0.404937 0.521
## company_manufacturerChocablog 0.404447 -0.491
## company_manufacturerChoco Del Sol 0.307385 -0.891
## company_manufacturerChoco Dong 0.331971 -1.397
## company_manufacturerChococard (Lapos) 0.304167 -1.753
## company_manufacturerChocola'te 0.303238 1.079
## company_manufacturerChocolarder 0.237795 -3.061
## company_manufacturerChocolate Alchemist-Philly 0.304322 -2.083
## company_manufacturerChocolate Con Amor 0.202710 -2.349
## company_manufacturerChocolate Conspiracy 0.404051 -1.469
## company_manufacturerChocolate Makers 0.264756 0.597
## company_manufacturerChocolate Tree 0.203385 -0.731
## company_manufacturerChocolates by Josh (Box Chocolate) 0.403706 -0.480
## company_manufacturerChocolatoa 0.407863 -0.869
## company_manufacturerChocolats Privilege 0.408248 -2.180
## company_manufacturerChocolibrium 0.261993 -2.760
## company_manufacturerChocoReko 0.403731 -0.674
## company_manufacturerChocosol 0.309840 -0.452
## company_manufacturerChocotenango 0.262386 -0.443
## company_manufacturerChocovic 0.198050 -1.295
## company_manufacturerChocovivo 0.309840 -2.873
## company_manufacturerChoklat 0.223764 -2.148
## company_manufacturerChokola 0.211399 1.480
## company_manufacturerChokolat Elot (Girard) NA NA
## company_manufacturerChristophe Toury 0.404091 -1.608
## company_manufacturerChristopher Elbow 0.203437 0.711
## company_manufacturerChristopher Morel (Felchlin) 0.404153 0.797
## company_manufacturerChuao Chocolatier 0.404399 -1.228
## company_manufacturerChuao Chocolatier (Pralus) 0.403731 -1.293
## company_manufacturerClaudio Corallo 0.240924 -1.013
## company_manufacturerCleveland Chocolate Company 0.305539 0.343
## company_manufacturerCloudforest 0.404359 0.231
## company_manufacturerCoco 0.404091 0.248
## company_manufacturerCocoa Carib 0.437080 -2.735
## company_manufacturerCocoa Forge 0.261991 -0.889
## company_manufacturerCompania de Chocolate (Salgado) 0.222694 -0.644
## company_manufacturerCondor 0.404334 0.336
## company_manufacturerConfluence 0.407079 -1.457
## company_manufacturerConjure 0.242126 -1.508
## company_manufacturerCoppeneur 0.169170 -1.168
## company_manufacturerCote d' Or (Kraft) 0.404937 -5.653
## company_manufacturerCravve 0.207274 -1.130
## company_manufacturerCreo 0.304715 0.584
## company_manufacturerCrow and Moss 0.222827 -0.095
## company_manufacturerCultura 0.239664 0.069
## company_manufacturerCuna de Piedra 0.408211 0.985
## company_manufacturerDaintree 0.491778 -1.314
## company_manufacturerDalloway 0.403706 -1.718
## company_manufacturerDamson 0.224105 -2.588
## company_manufacturerDancing Lion 0.268977 -0.856
## company_manufacturerDandelion 0.163539 -0.502
## company_manufacturerDandelion (aka Brower Ave) 0.261064 -0.822
## company_manufacturerDandelion (Japan) 0.403746 -1.168
## company_manufacturerDanta 0.196507 0.087
## company_manufacturerDAR 0.262082 -1.347
## company_manufacturerDarcis 0.304487 -0.948
## company_manufacturerDark Forest 0.222114 -1.125
## company_manufacturerDavis 0.238563 -2.640
## company_manufacturerDe Mendes 0.308558 0.249
## company_manufacturerDe Villiers 0.304570 -2.074
## company_manufacturerDean and Deluca (Belcolade) 0.212666 -2.644
## company_manufacturerDebauve & Gallais (Michel Cluizel) 0.304980 -0.250
## company_manufacturerDefinite 0.262199 -2.892
## company_manufacturerDesbarres 0.304373 -2.169
## company_manufacturerDeVries 0.262809 0.005
## company_manufacturerDick Taylor 0.168446 0.755
## company_manufacturerDiogo Vaz 0.272637 -2.684
## company_manufacturerDoble & Bignall 0.240353 -0.086
## company_manufacturerDole (Guittard) 0.418079 0.728
## company_manufacturerDolfin (Belcolade) 0.305419 -2.989
## company_manufacturerDomori 0.165171 0.821
## company_manufacturerDormouse 0.197847 -1.789
## company_manufacturerDouble Spiral 0.261386 -2.586
## company_manufacturerDuffy's 0.173430 0.567
## company_manufacturerDulcinea 0.403746 -0.549
## company_manufacturerDurand 0.404045 -1.308
## company_manufacturerDurci 0.211524 0.820
## company_manufacturerEast Van Roasters 0.261262 0.232
## company_manufacturerEau de Rose 0.308966 -0.556
## company_manufacturerEclat (Felchlin) 0.404057 -1.538
## company_manufacturerEclat (Fruition) 0.404198 0.596
## company_manufacturerEdelmond 0.403889 -0.986
## company_manufacturerEl Buen 0.304512 -1.427
## company_manufacturerEl Ceibo 0.306778 -0.121
## company_manufacturerEl Rey 0.205097 -2.587
## company_manufacturerEldora 0.406877 0.243
## company_manufacturerEmerald Estate 0.347047 -1.485
## company_manufacturerEmily's 0.303404 -0.051
## company_manufacturerEncuentro 0.238652 -0.015
## company_manufacturerENNA 0.227219 -1.077
## company_manufacturerEnric Rovira (Claudio Corallo) 0.404933 0.250
## company_manufacturerErithaj (A. Morin) 0.267317 -0.836
## company_manufacturerEscazu 0.204058 -1.956
## company_manufacturerEthel's Artisan (Mars) 0.224860 -4.056
## company_manufacturerEthereal 0.222213 0.140
## company_manufacturerExquisito 0.404050 -0.885
## company_manufacturerFearless (AMMA) 0.407204 -1.429
## company_manufacturerFeitoria Cacao 0.263211 -2.186
## company_manufacturerFelchlin 0.204159 -1.409
## company_manufacturerFinca 0.242782 -2.162
## company_manufacturerFinnia 0.239719 -1.836
## company_manufacturerFiretree 0.246165 0.336
## company_manufacturerFive (5)Mile 0.238648 -1.605
## company_manufacturerFJAK 0.261197 -0.389
## company_manufacturerForever Cacao 0.404057 -1.538
## company_manufacturerForteza (Cortes) 0.303819 -2.144
## company_manufacturerFossa 0.183338 -0.893
## company_manufacturerFoundry 0.204539 -0.736
## company_manufacturerFranceschi 0.193497 -0.358
## company_manufacturerFrederic Blondeel 0.223274 -0.048
## company_manufacturerFrench Broad 0.184684 -1.060
## company_manufacturerFresco 0.157659 0.166
## company_manufacturerFresh Coast 0.304536 0.612
## company_manufacturerFresh Coast aka Just Good Choc. 0.261822 0.809
## company_manufacturerFriis Holm 0.185789 0.742
## company_manufacturerFriis Holm (Bonnat) 0.188250 -0.151
## company_manufacturerFruition 0.177272 0.420
## company_manufacturerFu Wan 0.252049 -1.183
## company_manufacturerGarden Island 0.418678 -1.755
## company_manufacturerGeorgia Ramon 0.192612 -0.137
## company_manufacturerGlennmade 0.305449 -0.780
## company_manufacturerGoodnow Farms 0.204101 -1.120
## company_manufacturerGotham 0.237912 -1.496
## company_manufacturerGrand Place 0.407058 -1.050
## company_manufacturerGreat Lakes 0.237570 0.306
## company_manufacturerGreen & Black's (ICAM) 0.404937 -1.949
## company_manufacturerGreen Bean to Bar 0.303310 -1.326
## company_manufacturerGreen Door 0.407863 -0.869
## company_manufacturerGrenada Chocolate Co. 0.281725 -1.529
## company_manufacturerGuido Castagna 0.212275 -2.015
## company_manufacturerGuittard 0.167377 -1.401
## company_manufacturerHabitual 0.193985 -1.771
## company_manufacturerHachez 0.404340 -2.103
## company_manufacturerHacienda El Castillo 0.305464 -2.222
## company_manufacturerHaigh 0.404937 -0.714
## company_manufacturerHarper Macaw 0.229690 -0.319
## company_manufacturerHarris & James 0.305284 -0.917
## company_manufacturerHazel Hill 0.261283 -1.134
## company_manufacturerHecho 0.408248 0.269
## company_manufacturerHeilemann 0.404359 -1.815
## company_manufacturerHeinde & Verre 0.263319 -2.375
## company_manufacturerHeirloom Cacao Preservation (Brasstown) 0.406417 -0.660
## company_manufacturerHeirloom Cacao Preservation (Fruition) 0.409868 0.669
## company_manufacturerHeirloom Cacao Preservation (Guittard) 0.240740 0.290
## company_manufacturerHeirloom Cacao Preservation (Manoa) 0.418071 0.198
## company_manufacturerHeirloom Cacao Preservation (Millcreek) 0.404447 0.127
## company_manufacturerHeirloom Cacao Preservation (Mindo) 0.404340 0.370
## company_manufacturerHeirloom Cacao Preservation (Zokoko) 0.306868 1.779
## company_manufacturerhello cocoa (now Markham & Fitz) 0.304827 -0.923
## company_manufacturerHemisphere 0.304598 -1.371
## company_manufacturerhexx 0.187359 -2.627
## company_manufacturerHogarth 0.211175 -1.012
## company_manufacturerHoja Verde (Tulicorp) 0.224779 -2.688
## company_manufacturerHoly Cacao 0.192509 -0.657
## company_manufacturerHonest 0.404382 -2.276
## company_manufacturerHotel Chocolat 0.228523 -1.993
## company_manufacturerHotel Chocolat (Coppeneur) 0.170715 -2.084
## company_manufacturerHummingbird 0.197305 -0.275
## company_manufacturerIdilio (Felchlin) 0.189251 2.287
## company_manufacturerIndah 0.408278 -2.402
## company_manufacturerIndi 0.307253 -0.795
## company_manufactureriQ Chocolate 0.304297 -1.632
## company_manufacturerIsidro 0.237768 -1.550
## company_manufacturerIslands Chocolate NA NA
## company_manufacturerIzard 0.304155 -1.216
## company_manufacturerJacque Torres 0.408907 -3.560
## company_manufacturerJean Marie Auboine 0.403749 -0.228
## company_manufacturerJohnny Iuzzini 0.187676 -0.355
## company_manufacturerJordis 0.303238 -2.218
## company_manufacturerK'ul 0.238960 -0.204
## company_manufacturerKad Kokoa 0.420314 1.636
## company_manufacturerKah Kow 0.204780 -0.193
## company_manufacturerKah Kow - USA 0.223524 -0.365
## company_manufacturerKaitxo 0.261767 -1.020
## company_manufacturerKakao 0.311631 -1.029
## company_manufacturerKallari (Ecuatoriana) 0.199619 -2.258
## company_manufacturerKaoka (Cemoi) 0.303900 -1.805
## company_manufacturerKasama 0.309400 0.005
## company_manufacturerKerchner 0.403746 0.689
## company_manufacturerKi' Xocolatl 0.408217 -3.337
## company_manufacturerKin + Pod 0.407585 -0.422
## company_manufacturerKiskadee 0.404363 -1.514
## company_manufacturerKrak 0.198348 -1.178
## company_manufacturerKto 0.203423 -1.754
## company_manufacturerKyya 0.237180 -2.681
## company_manufacturerL.A. Burdick (Felchlin) 0.192155 0.489
## company_manufacturerL'Amourette 0.238214 -0.637
## company_manufacturerLa Cascade du Chocolat 0.416924 -0.500
## company_manufacturerLa Chocolaterie Nanairo 0.238862 -3.106
## company_manufacturerLa Chorena 0.238291 -1.280
## company_manufacturerLa Feverie (Hasnaa) 0.262530 0.265
## company_manufacturerLa Maison du Chocolat (Valrhona) 0.193546 -0.394
## company_manufacturerLa Oroquidea 0.404057 -2.157
## company_manufacturerLa Pepa de Oro 0.405187 -0.836
## company_manufacturerLa Rifa 0.269157 -0.211
## company_manufacturerLaia aka Chat-Noir 0.190633 -1.349
## company_manufacturerLajedo do Ouro 0.407234 0.241
## company_manufacturerLake Champlain (Callebaut) 0.404759 -2.236
## company_manufacturerLand 0.265426 -0.472
## company_manufacturerLandmark (Amano) 0.405920 1.175
## company_manufacturerLegast 0.263350 -0.764
## company_manufacturerLetterpress 0.176869 0.188
## company_manufacturerLevy 0.403812 0.166
## company_manufacturerLilla 0.403832 -1.107
## company_manufacturerLillie Belle 0.212136 -0.194
## company_manufacturerLindt & Sprungli 0.405191 -0.194
## company_manufacturerLirio 0.271488 -1.472
## company_manufacturerLoiza 0.445448 -1.202
## company_manufacturerLonohana 0.238769 -0.266
## company_manufacturerLoon 0.304956 -1.684
## company_manufacturerLove Bar 0.406611 -3.237
## company_manufacturerLove Brown 0.266736 -0.733
## company_manufacturerLuisa Abram 0.267559 -0.687
## company_manufacturerLuisa's Vegan 0.407755 -0.279
## company_manufacturerLuker 0.241571 -1.817
## company_manufacturerLumineux 0.223335 -0.264
## company_manufacturerMachu Picchu Trading Co. 0.304839 -5.347
## company_manufacturerMaDe Atlantic City Chocolate Bar 0.306363 -2.278
## company_manufacturerMadecasse (Cinagra) 0.238979 0.933
## company_manufacturerMadhu 0.407585 -2.262
## company_manufacturerMadre 0.190991 -1.919
## company_manufacturerMaglio 0.239240 -1.814
## company_manufacturerMajani 0.404447 -3.581
## company_manufacturerMalagasy (Chocolaterie Robert) 0.303945 -0.875
## company_manufacturerMalagos 0.417471 0.179
## company_manufacturerMalai NA NA
## company_manufacturerMalie Kai (Guittard) 0.323856 -1.640
## company_manufacturerMalmo 0.403805 -0.917
## company_manufacturerMana 0.237581 -2.068
## company_manufacturerManifesto Cacao 0.407585 -1.649
## company_manufacturerManoa 0.200725 -0.096
## company_manufacturerManufaktura Czekolady 0.203584 0.521
## company_manufacturerMap Chocolate 0.176769 -0.862
## company_manufacturerMarana 0.262746 -0.709
## company_manufacturerMaribea 0.263219 -1.630
## company_manufacturerMarigold's Finest 0.404849 0.077
## company_manufacturerMarkham & Fitz 0.410731 -1.521
## company_manufacturerMarou 0.192864 0.345
## company_manufacturerMars 0.250366 -0.306
## company_manufacturerMarsatta 0.304080 -3.076
## company_manufacturerMartin Mayer 0.263711 -1.121
## company_manufacturerMast Brothers 0.170095 -1.219
## company_manufacturerMatale 0.240856 1.911
## company_manufacturerMaui Kuia 0.418079 0.130
## company_manufacturerMaverick 0.203948 -1.098
## company_manufacturerMayacama 0.403706 -1.099
## company_manufacturerMcGuire 0.305413 -1.914
## company_manufacturerMeadowlands 0.222730 -2.089
## company_manufacturerMellow 0.238893 -1.873
## company_manufacturerMenakao (aka Cinagra) 0.303974 -2.838
## company_manufacturerMesocacao 0.232122 -0.125
## company_manufacturerMestico 0.407204 -2.043
## company_manufacturerMetiisto 0.251758 -0.668
## company_manufacturerMetropolitan 0.404937 0.521
## company_manufacturerMeybol 0.404091 0.248
## company_manufacturerMichel Cluizel 0.180322 -1.461
## company_manufacturerMiddlebury 0.184378 -1.950
## company_manufacturerMike & Becky 0.237685 -0.782
## company_manufacturerMillcreek Cacao Roasters 0.304814 -1.471
## company_manufacturerMillesime 0.212636 -1.558
## company_manufacturerMilton 0.238319 -0.214
## company_manufacturerMindo 0.304728 -2.200
## company_manufacturerMinimal 0.410754 0.134
## company_manufacturerMirzam 0.222269 -0.162
## company_manufacturerMisina 0.407105 0.109
## company_manufacturerMission 0.271863 0.676
## company_manufacturerMita 0.407855 -2.433
## company_manufacturerMoho 0.266341 -1.911
## company_manufacturerMoka Origins 0.231555 -0.477
## company_manufacturerMoku 0.303124 -1.515
## company_manufacturerMolucca 0.263027 -1.432
## company_manufacturerMomotombo 0.266745 -1.762
## company_manufacturerMonarque 0.307708 0.464
## company_manufacturerMonsieur Truffe 0.407794 -0.348
## company_manufacturerMonsoon 0.262381 0.457
## company_manufacturerMontecristi 0.263232 0.021
## company_manufacturerMUCHO 0.408248 -0.956
## company_manufacturerMuchomas (Mesocacao) 0.307681 0.597
## company_manufacturerMusee du Chocolat Theobroma 0.403805 0.321
## company_manufacturerMutari 0.237586 -2.632
## company_manufacturerNahua 0.312366 -1.972
## company_manufacturerNaive 0.200599 -0.905
## company_manufacturerNanea 0.418678 0.633
## company_manufacturerNathan Miller 0.238078 -3.109
## company_manufacturerNearynogs 0.403746 -0.549
## company_manufacturerNeuhaus (Callebaut) 0.213354 -4.064
## company_manufacturerNibble 0.222232 -2.655
## company_manufacturerNight Owl 0.303602 -0.754
## company_manufacturerNikoa 0.404382 0.815
## company_manufacturerNina 0.404091 -0.989
## company_manufacturerNinth (9th) & Larkin 0.221727 -1.882
## company_manufacturerNoble Bean aka Jerjobo 0.262760 -1.176
## company_manufacturerNoir d' Ebine 0.303556 -1.349
## company_manufacturerNova Monda 0.263783 -1.278
## company_manufacturerNuance 0.206236 -0.460
## company_manufacturerNugali 0.407234 0.241
## company_manufacturerOakland Chocolate Co. 0.412112 -2.039
## company_manufacturerObolo 0.304342 1.151
## company_manufacturerOcelot 0.309981 1.747
## company_manufacturerOcho 0.235577 -0.626
## company_manufacturerOdyssey 0.178147 -0.221
## company_manufacturerOhiyo 0.304720 -1.890
## company_manufacturerOialla by Bojessen (Malmo) 0.305180 1.034
## company_manufacturerOlive and Sinclair 0.238910 -1.764
## company_manufacturerOlivia 0.240806 -2.146
## company_manufacturerOmanhene 0.409001 -1.417
## company_manufacturerOmnom 0.238156 -0.488
## company_manufacturerOr Dubh 0.261739 -0.481
## company_manufacturerOrfeve 0.238271 -0.742
## company_manufacturerorganicfair 0.212748 -2.440
## company_manufacturerOriginal Beans (Felchlin) 0.213335 -0.764
## company_manufacturerOriginal Hawaiin Chocolate Factory 0.323249 -1.812
## company_manufacturerOrquidea 0.304400 -1.382
## company_manufacturerPacari 0.180960 -0.555
## company_manufacturerPalet D'Or 0.266098 0.307
## company_manufacturerPalette de Bine 0.174771 -0.877
## company_manufacturerPangea 0.202833 -0.842
## company_manufacturerPark 75 0.405198 0.347
## company_manufacturerParliament 0.238066 -0.448
## company_manufacturerParre Chocolat 0.262471 -2.012
## company_manufacturerPascha 0.304839 -2.886
## company_manufacturerPatric 0.211577 1.840
## company_manufacturerPaul Young 0.304056 -3.184
## company_manufacturerPeppalo 0.403920 -0.751
## company_manufacturerPerrenial 0.416831 -0.264
## company_manufacturerPetite Patrie 0.404091 -0.370
## company_manufacturerPierre Marcolini 0.175898 0.637
## company_manufacturerPiety and Desire 0.261958 -0.309
## company_manufacturerPinellas 0.412209 -1.865
## company_manufacturerPitch Dark 0.193240 -1.920
## company_manufacturerPollinator 0.261603 -1.307
## company_manufacturerPomm (aka Dead Dog) 0.303418 -2.255
## company_manufacturerPoppy and Peep 0.264120 -1.923
## company_manufacturerPotomac 0.188547 1.120
## company_manufacturerPralus 0.164035 -0.862
## company_manufacturerPrimo Botanica 0.303411 -0.386
## company_manufacturerPublic Chocolatory 0.407105 -1.733
## company_manufacturerPump Street Bakery 0.189074 -0.812
## company_manufacturerPura Delizia 0.212318 -0.310
## company_manufacturerQ Chocolate 0.219234 -1.073
## company_manufacturerQantu 0.224109 0.894
## company_manufacturerQuetzalli (Wolter) 0.309799 -1.572
## company_manufacturerRaaka 0.213851 -0.736
## company_manufacturerRain Republic 0.406877 -1.600
## company_manufacturerRancho San Jacinto 0.404336 -0.936
## company_manufacturerRanger 0.239055 -0.948
## company_manufacturerRaoul Boulanger 0.404058 -0.197
## company_manufacturerRaphio 0.211536 0.801
## company_manufacturerRaw Cocoa 0.404091 -2.226
## company_manufacturerRepublica del Cacao (aka Confecta) 0.224580 -0.894
## company_manufacturerRitual 0.179166 1.127
## company_manufacturerRiver-Sea 0.261646 -2.582
## company_manufacturerRoasting Masters 0.271666 -0.117
## company_manufacturerRobert (aka Chocolaterie Robert) 0.303961 -0.579
## company_manufacturerRococo (Grenada Chocolate Co.) 0.416801 0.397
## company_manufacturerRogue 0.173279 0.390
## company_manufacturerRozsavolgyi 0.197450 -1.509
## company_manufacturerRuket 0.224129 -1.115
## company_manufacturerS.A.I.D. 0.223154 -1.249
## company_manufacturerSacred 0.305351 -0.671
## company_manufacturerSalgado 0.238542 0.347
## company_manufacturerSan Jose 0.404447 -0.491
## company_manufacturerSantander (Compania Nacional) 0.230641 -2.470
## company_manufacturerSantome 0.424669 -1.912
## company_manufacturerScharffen Berger 0.172759 -0.712
## company_manufacturerSeaforth 0.307587 -2.032
## company_manufacturerSeahorse 0.190270 -0.828
## company_manufacturerShane Chocolate Works 0.263229 -1.065
## company_manufacturerShark Mountain 0.212003 -0.761
## company_manufacturerShark's 0.322682 -3.574
## company_manufacturerShattell 0.304291 0.034
## company_manufacturerSibu 0.312000 0.569
## company_manufacturerSibu Sura 0.404091 -2.226
## company_manufacturerSilvio Bessone 0.241559 -1.744
## company_manufacturerSirene 0.176435 0.357
## company_manufacturerSjolinds 0.306042 -1.762
## company_manufacturerSmooth Chocolator, The 0.172941 0.356
## company_manufacturerSnake & Butterfly 0.262535 -3.446
## company_manufacturerSoeka NA NA
## company_manufacturerSoklet 0.407863 -1.482
## company_manufacturerSol Cacao 0.303454 -0.605
## company_manufacturerSolkiki 0.263644 -2.584
## company_manufacturerSolomons Gold 0.344238 -1.115
## company_manufacturerSolstice 0.190818 -0.836
## company_manufacturerSoma 0.153475 1.435
## company_manufacturerSomerville 0.309181 -0.133
## company_manufacturerSoul 0.211089 0.019
## company_manufacturerSpagnvola 0.262204 -1.213
## company_manufacturerSpencer 0.204206 -0.172
## company_manufacturerSpinnaker 0.261903 -0.040
## company_manufacturerSprungli (Felchlin) 0.405997 -0.811
## company_manufacturerSRSLY 0.303858 -2.463
## company_manufacturerStarchild 0.222612 -1.936
## company_manufacturerStella (aka Bernrain) 0.305201 -1.239
## company_manufacturerStone Grindz 0.262466 -0.673
## company_manufacturerStRita Supreme 0.282660 -2.731
## company_manufacturerSublime Origins 0.304045 -1.472
## company_manufacturerSummerbird 0.304543 -2.318
## company_manufacturerSuruca Chocolate 0.304309 -1.858
## company_manufacturerSvenska Kakaobolaget 0.340990 -1.435
## company_manufacturersweet beans 0.238706 -0.007
## company_manufacturerSweet Escalier 0.222394 -2.271
## company_manufacturerSweetness 0.262996 -0.775
## company_manufacturerSzanto Tibor 0.175263 -0.042
## company_manufacturerTabal 0.238887 -2.661
## company_manufacturerTablette (aka Vanillabeans) 0.239522 -1.670
## company_manufacturerTala 0.308260 -1.770
## company_manufacturerTan Ban Skrati NA NA
## company_manufacturerTaste Artisan 0.261812 0.371
## company_manufacturerTaste Artisan aka Coleman and Davis 0.403800 -0.933
## company_manufacturerTaucherli 0.305826 -0.815
## company_manufacturerTaylor Made 0.410849 -1.794
## company_manufacturerTaza 0.238585 -1.497
## company_manufacturerTCHO 0.198029 -3.470
## company_manufacturerTejas 0.176857 -2.107
## company_manufacturerTerroir 0.181025 -0.169
## company_manufacturerThe Barn 0.404091 -0.989
## company_manufacturerTheo 0.214228 -1.708
## company_manufacturerTheobroma 0.404091 -0.370
## company_manufacturerThistle & Rose aka Aggie USU 0.404447 0.127
## company_manufacturerTibito 0.308966 -0.961
## company_manufacturerTimo A. Meyer 0.406365 0.639
## company_manufacturerTiny House 0.404793 -1.757
## company_manufacturerTo'ak 0.404336 -0.317
## company_manufacturerTo'ak (Ecuatoriana) 0.404432 -0.109
## company_manufacturerTobago Estate (Pralus) 0.565617 1.439
## company_manufacturerTocoti 0.261560 -1.578
## company_manufacturerTosier 0.239516 -1.789
## company_manufacturerTree to Bar 0.404447 0.127
## company_manufacturerTreehouse 0.403706 -1.099
## company_manufacturerTreehouse aka Indaphoria 0.303884 -1.552
## company_manufacturerTriangle Roasters 0.240659 -0.091
## company_manufacturerTribar 0.304305 -0.423
## company_manufacturerTribe 0.263508 -2.232
## company_manufacturerTsara (Cinagra) 0.403798 0.201
## company_manufacturertwenty-four blackbirds 0.203018 -1.583
## company_manufacturerTwo Ravens 0.404677 -1.334
## company_manufacturerUn Dimanche A Paris 0.404105 0.446
## company_manufacturerUncouth 0.261660 -1.449
## company_manufacturerUndone 0.304157 -1.730
## company_manufacturerUpchurch 0.303227 -1.016
## company_manufacturerUrzi 0.404066 -0.471
## company_manufacturerUtopick 0.305615 1.131
## company_manufacturerVaka 0.406341 0.093
## company_manufacturerValrhona 0.166876 -0.519
## company_manufacturerVanleer (Barry Callebaut) 0.310802 -2.786
## company_manufacturerVao Vao (Chocolaterie Robert) 0.212792 -2.383
## company_manufacturerVicuna 0.224337 -1.213
## company_manufacturerVideri 0.192403 0.217
## company_manufacturerVietcacao (A. Morin) 0.407105 0.109
## company_manufacturerVintage Plantations 0.404058 -0.815
## company_manufacturerVintage Plantations (Tulicorp) 0.240037 -3.221
## company_manufacturerViolet Sky 0.222539 -1.703
## company_manufacturerVivra 0.222870 -3.603
## company_manufacturerWellington Chocolate Factory 0.276361 -0.173
## company_manufacturerWhite Label aka Mutari 0.212136 0.280
## company_manufacturerWhittakers 0.408890 -2.303
## company_manufacturerWilkie's Organic 0.239435 -1.954
## company_manufacturerWillie's Cacao 0.198612 -0.295
## company_manufacturerWm 0.211767 0.120
## company_manufacturerWoodblock 0.191871 -1.025
## company_manufacturerXocolat 0.403910 -1.307
## company_manufacturerXocolatisimo 0.365307 -0.347
## company_manufacturerXocolatl 0.261786 0.075
## company_manufacturerXocolla 0.303124 -2.753
## company_manufacturerZac Squared 0.262540 -0.132
## company_manufacturerZacharias 0.405997 -0.811
## company_manufacturerZak's 0.211774 -1.108
## company_manufacturerZart Pralinen 0.212099 -0.916
## company_manufacturerZokoko 0.225978 0.644
## company_manufacturerZoto (Chocolatoa) 0.266677 -0.077
## company_manufacturerZotter 0.167755 -0.277
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## cocoa_percent < 2e-16 ***
## country_of_bean_originBelize 0.743410
## country_of_bean_originBlend 0.359693
## country_of_bean_originBolivia 0.416811
## country_of_bean_originBrazil 0.533490
## country_of_bean_originBurma 0.186654
## country_of_bean_originCameroon 0.179135
## country_of_bean_originChina 0.675069
## country_of_bean_originColombia 0.567709
## country_of_bean_originCongo 0.449331
## country_of_bean_originCosta Rica 0.356186
## country_of_bean_originCuba 0.561175
## country_of_bean_originDominican Republic 0.653464
## country_of_bean_originDR Congo 0.263568
## country_of_bean_originEcuador 0.611192
## country_of_bean_originEl Salvador 0.263310
## country_of_bean_originFiji 0.253632
## country_of_bean_originGabon 0.343886
## country_of_bean_originGhana 0.654431
## country_of_bean_originGrenada 0.359866
## country_of_bean_originGuatemala 0.531080
## country_of_bean_originHaiti 0.610020
## country_of_bean_originHonduras 0.550814
## country_of_bean_originIndia 0.460107
## country_of_bean_originIndonesia 0.330869
## country_of_bean_originIvory Coast 0.135657
## country_of_bean_originJamaica 0.441121
## country_of_bean_originLiberia 0.237280
## country_of_bean_originMadagascar 0.608395
## country_of_bean_originMalaysia 0.871243
## country_of_bean_originMartinique 0.021721 *
## country_of_bean_originMexico 0.514782
## country_of_bean_originNicaragua 0.507372
## country_of_bean_originNigeria 0.155488
## country_of_bean_originPanama 0.334860
## country_of_bean_originPapua New Guinea 0.516516
## country_of_bean_originPeru 0.525946
## country_of_bean_originPhilippines 0.469803
## country_of_bean_originPrincipe 0.368962
## country_of_bean_originPuerto Rico 0.114992
## country_of_bean_originSamoa 0.559515
## country_of_bean_originSao Tome 0.837091
## country_of_bean_originSao Tome & Principe 0.904127
## country_of_bean_originSierra Leone 0.127232
## country_of_bean_originSolomon Islands 0.956785
## country_of_bean_originSri Lanka 0.238246
## country_of_bean_originSt. Lucia 0.634947
## country_of_bean_originSt.Vincent-Grenadines 0.120577
## country_of_bean_originSulawesi 0.418525
## country_of_bean_originSumatra 0.440997
## country_of_bean_originSuriname 0.478515
## country_of_bean_originTaiwan 0.147846
## country_of_bean_originTanzania 0.661082
## country_of_bean_originThailand 0.109047
## country_of_bean_originTobago 0.406876
## country_of_bean_originTogo 0.157916
## country_of_bean_originTrinidad 0.575656
## country_of_bean_originU.S.A. 0.618750
## country_of_bean_originUganda 0.409377
## country_of_bean_originVanuatu 0.454214
## country_of_bean_originVenezuela 0.477625
## country_of_bean_originVietnam 0.626454
## company_manufacturerA. Morin 0.651594
## company_manufacturerAcalli 0.453410
## company_manufacturerAdi aka Fijiana (Easy In Ltd) 0.590943
## company_manufacturerAelan 0.033660 *
## company_manufacturerAequare (Gianduja) 0.026390 *
## company_manufacturerAh Cacao 0.339429
## company_manufacturerAkesson's (Pralus) 0.413125
## company_manufacturerAlain Ducasse 0.011637 *
## company_manufacturerAlexandre 0.805898
## company_manufacturerAltus aka Cao Artisan 0.000670 ***
## company_manufacturerAmano 0.884560
## company_manufacturerAmatller (Simon Coll) 0.046651 *
## company_manufacturerAmazing Cacao 0.623025
## company_manufacturerAmazona 0.972571
## company_manufacturerAmbrosia 0.307976
## company_manufacturerAmedei 0.766949
## company_manufacturerAMMA 0.714731
## company_manufacturerAnahata 0.320074
## company_manufacturerAnimas 0.715056
## company_manufacturerAra 0.022954 *
## company_manufacturerArete 0.416699
## company_manufacturerArgencove 0.761146
## company_manufacturerArtisan du Chocolat 0.189556
## company_manufacturerArtisan du Chocolat (Casa Luker) 0.114299
## company_manufacturerAruntam 0.806152
## company_manufacturerAskinosie 0.927994
## company_manufacturerAtypic 0.124175
## company_manufacturerAuro 0.304381
## company_manufacturerAvanaa 0.022239 *
## company_manufacturerBahen & Co. 0.084107 .
## company_manufacturerBaiani 0.323738
## company_manufacturerBakau 0.366975
## company_manufacturerBankston 0.043717 *
## company_manufacturerBar Au Chocolat 0.344245
## company_manufacturerBaravelli's 0.339925
## company_manufacturerBatch 0.962032
## company_manufacturerBean 0.004489 **
## company_manufacturerBeau Cacao 0.160125
## company_manufacturerBeehive 0.013834 *
## company_manufacturerBelcolade 0.035836 *
## company_manufacturerBellflower 0.973668
## company_manufacturerBelvie 0.796468
## company_manufacturerBelyzium 0.300736
## company_manufacturerBenns 0.081405 .
## company_manufacturerBenoit Nihant 0.083358 .
## company_manufacturerBernachon 0.065102 .
## company_manufacturerBeschle (Felchlin) 0.889749
## company_manufacturerBisou 0.021912 *
## company_manufacturerBitacora 0.437932
## company_manufacturerBittersweet Origins 0.513199
## company_manufacturerBixby 0.055082 .
## company_manufacturerBlack Mountain 0.127877
## company_manufacturerBlack River (A. Morin) 0.152237
## company_manufacturerBlack Sheep 0.529729
## company_manufacturerBlanxart 0.772063
## company_manufacturerBlue Bandana 0.835326
## company_manufacturerBoho 0.058864 .
## company_manufacturerBonaterra 0.018591 *
## company_manufacturerBonnat 0.241227
## company_manufacturerBouga Cacao (Tulicorp) 0.007773 **
## company_manufacturerBowler Man 0.014402 *
## company_manufacturerBrasstown 0.559524
## company_manufacturerBrasstown aka It's Chocolate 0.443728
## company_manufacturerBrazen 0.202981
## company_manufacturerBreeze Mill 0.409123
## company_manufacturerBright 0.286026
## company_manufacturerBritarev 0.623611
## company_manufacturerBronx Grrl Chocolate 0.063507 .
## company_manufacturerBullion 0.044006 *
## company_manufacturerBurnt Fork Bend 0.206916
## company_manufacturerBy Cacao 0.267594
## company_manufacturerC-Amaro 0.039476 *
## company_manufacturerCacai Cacao 0.485685
## company_manufacturerCacao 70 0.881070
## company_manufacturerCacao Arabuco 0.296441
## company_manufacturerCacao Atlanta 0.000313 ***
## company_manufacturerCacao Barry 0.000974 ***
## company_manufacturerCacao Betulia 0.246862
## company_manufacturerCacao de Origen 0.317727
## company_manufacturerCacao Gonzales 0.359339
## company_manufacturerCacao Hunters 0.841699
## company_manufacturerCacao Market 0.825501
## company_manufacturerCacao Prieto 0.828525
## company_manufacturerCacao Sampaka 0.114652
## company_manufacturerCacao Santa Fe (Art of Chocolate) 0.027032 *
## company_manufacturerCacao Store 0.482217
## company_manufacturerCacaodada 0.416249
## company_manufacturerCacaosuyo 0.276522
## company_manufacturerCacaoyere (Ecuatoriana) 0.011883 *
## company_manufacturerCallebaut 0.0000004733 ***
## company_manufacturerCao 0.041923 *
## company_manufacturerCaofiori 0.949344
## company_manufacturerCaoni (Tulicorp) 0.001769 **
## company_manufacturerCaptain Pembleton 0.450870
## company_manufacturerCAR Artisan 0.344638
## company_manufacturerCaribeans 0.810951
## company_manufacturerCarlotta Chocolat 0.405369
## company_manufacturerCasa 0.002638 **
## company_manufacturerCasa Lasevicius 0.323022
## company_manufacturerCastronovo 0.934195
## company_manufacturerCello 0.007529 **
## company_manufacturerCemoi 0.097498 .
## company_manufacturerChaleur B 0.082128 .
## company_manufacturerChapon 0.778217
## company_manufacturerCharm School 0.509280
## company_manufacturerChchukululu (Tulicorp) 0.035061 *
## company_manufacturerChequessett 0.788656
## company_manufacturerChloe Chocolat 0.602725
## company_manufacturerChocablog 0.623611
## company_manufacturerChoco Del Sol 0.372918
## company_manufacturerChoco Dong 0.162521
## company_manufacturerChococard (Lapos) 0.079834 .
## company_manufacturerChocola'te 0.280528
## company_manufacturerChocolarder 0.002235 **
## company_manufacturerChocolate Alchemist-Philly 0.037400 *
## company_manufacturerChocolate Con Amor 0.018912 *
## company_manufacturerChocolate Conspiracy 0.142046
## company_manufacturerChocolate Makers 0.550739
## company_manufacturerChocolate Tree 0.465133
## company_manufacturerChocolates by Josh (Box Chocolate) 0.631568
## company_manufacturerChocolatoa 0.385082
## company_manufacturerChocolats Privilege 0.029359 *
## company_manufacturerChocolibrium 0.005840 **
## company_manufacturerChocoReko 0.500628
## company_manufacturerChocosol 0.651210
## company_manufacturerChocotenango 0.657585
## company_manufacturerChocovic 0.195506
## company_manufacturerChocovivo 0.004114 **
## company_manufacturerChoklat 0.031804 *
## company_manufacturerChokola 0.138964
## company_manufacturerChokolat Elot (Girard) NA
## company_manufacturerChristophe Toury 0.108083
## company_manufacturerChristopher Elbow 0.477265
## company_manufacturerChristopher Morel (Felchlin) 0.425284
## company_manufacturerChuao Chocolatier 0.219634
## company_manufacturerChuao Chocolatier (Pralus) 0.196219
## company_manufacturerClaudio Corallo 0.311307
## company_manufacturerCleveland Chocolate Company 0.731396
## company_manufacturerCloudforest 0.816965
## company_manufacturerCoco 0.803863
## company_manufacturerCocoa Carib 0.006303 **
## company_manufacturerCocoa Forge 0.374339
## company_manufacturerCompania de Chocolate (Salgado) 0.519588
## company_manufacturerCondor 0.737173
## company_manufacturerConfluence 0.145172
## company_manufacturerConjure 0.131741
## company_manufacturerCoppeneur 0.242961
## company_manufacturerCote d' Or (Kraft) 0.0000000181 ***
## company_manufacturerCravve 0.258747
## company_manufacturerCreo 0.559570
## company_manufacturerCrow and Moss 0.924513
## company_manufacturerCultura 0.945236
## company_manufacturerCuna de Piedra 0.324835
## company_manufacturerDaintree 0.188963
## company_manufacturerDalloway 0.085937 .
## company_manufacturerDamson 0.009740 **
## company_manufacturerDancing Lion 0.391889
## company_manufacturerDandelion 0.615473
## company_manufacturerDandelion (aka Brower Ave) 0.411143
## company_manufacturerDandelion (Japan) 0.242838
## company_manufacturerDanta 0.931068
## company_manufacturerDAR 0.178231
## company_manufacturerDarcis 0.343399
## company_manufacturerDark Forest 0.260573
## company_manufacturerDavis 0.008353 **
## company_manufacturerDe Mendes 0.803018
## company_manufacturerDe Villiers 0.038216 *
## company_manufacturerDean and Deluca (Belcolade) 0.008260 **
## company_manufacturerDebauve & Gallais (Michel Cluizel) 0.802734
## company_manufacturerDefinite 0.003874 **
## company_manufacturerDesbarres 0.030245 *
## company_manufacturerDeVries 0.995613
## company_manufacturerDick Taylor 0.450133
## company_manufacturerDiogo Vaz 0.007330 **
## company_manufacturerDoble & Bignall 0.931224
## company_manufacturerDole (Guittard) 0.466461
## company_manufacturerDolfin (Belcolade) 0.002836 **
## company_manufacturerDomori 0.411516
## company_manufacturerDormouse 0.073843 .
## company_manufacturerDouble Spiral 0.009774 **
## company_manufacturerDuffy's 0.571002
## company_manufacturerDulcinea 0.583011
## company_manufacturerDurand 0.190947
## company_manufacturerDurci 0.412594
## company_manufacturerEast Van Roasters 0.816761
## company_manufacturerEau de Rose 0.577979
## company_manufacturerEclat (Felchlin) 0.124146
## company_manufacturerEclat (Fruition) 0.551506
## company_manufacturerEdelmond 0.324176
## company_manufacturerEl Buen 0.153800
## company_manufacturerEl Ceibo 0.904009
## company_manufacturerEl Rey 0.009765 **
## company_manufacturerEldora 0.808005
## company_manufacturerEmerald Estate 0.137649
## company_manufacturerEmily's 0.958971
## company_manufacturerEncuentro 0.987718
## company_manufacturerENNA 0.281810
## company_manufacturerEnric Rovira (Claudio Corallo) 0.802730
## company_manufacturerErithaj (A. Morin) 0.403420
## company_manufacturerEscazu 0.050568 .
## company_manufacturerEthel's Artisan (Mars) 0.0000519162 ***
## company_manufacturerEthereal 0.888633
## company_manufacturerExquisito 0.376359
## company_manufacturerFearless (AMMA) 0.153252
## company_manufacturerFeitoria Cacao 0.028944 *
## company_manufacturerFelchlin 0.159131
## company_manufacturerFinca 0.030751 *
## company_manufacturerFinnia 0.066539 .
## company_manufacturerFiretree 0.736826
## company_manufacturerFive (5)Mile 0.108631
## company_manufacturerFJAK 0.697564
## company_manufacturerForever Cacao 0.124146
## company_manufacturerForteza (Cortes) 0.032129 *
## company_manufacturerFossa 0.372132
## company_manufacturerFoundry 0.462016
## company_manufacturerFranceschi 0.720075
## company_manufacturerFrederic Blondeel 0.961498
## company_manufacturerFrench Broad 0.289400
## company_manufacturerFresco 0.868078
## company_manufacturerFresh Coast 0.540416
## company_manufacturerFresh Coast aka Just Good Choc. 0.418897
## company_manufacturerFriis Holm 0.458343
## company_manufacturerFriis Holm (Bonnat) 0.879919
## company_manufacturerFruition 0.674358
## company_manufacturerFu Wan 0.236874
## company_manufacturerGarden Island 0.079367 .
## company_manufacturerGeorgia Ramon 0.891221
## company_manufacturerGlennmade 0.435601
## company_manufacturerGoodnow Farms 0.262725
## company_manufacturerGotham 0.134889
## company_manufacturerGrand Place 0.293750
## company_manufacturerGreat Lakes 0.759496
## company_manufacturerGreen & Black's (ICAM) 0.051449 .
## company_manufacturerGreen Bean to Bar 0.184901
## company_manufacturerGreen Door 0.385082
## company_manufacturerGrenada Chocolate Co. 0.126380
## company_manufacturerGuido Castagna 0.044017 *
## company_manufacturerGuittard 0.161382
## company_manufacturerHabitual 0.076687 .
## company_manufacturerHachez 0.035615 *
## company_manufacturerHacienda El Castillo 0.026390 *
## company_manufacturerHaigh 0.475199
## company_manufacturerHarper Macaw 0.749482
## company_manufacturerHarris & James 0.359238
## company_manufacturerHazel Hill 0.257125
## company_manufacturerHecho 0.787797
## company_manufacturerHeilemann 0.069704 .
## company_manufacturerHeinde & Verre 0.017652 *
## company_manufacturerHeirloom Cacao Preservation (Brasstown) 0.509280
## company_manufacturerHeirloom Cacao Preservation (Fruition) 0.503278
## company_manufacturerHeirloom Cacao Preservation (Guittard) 0.771784
## company_manufacturerHeirloom Cacao Preservation (Manoa) 0.843396
## company_manufacturerHeirloom Cacao Preservation (Millcreek) 0.898709
## company_manufacturerHeirloom Cacao Preservation (Mindo) 0.711155
## company_manufacturerHeirloom Cacao Preservation (Zokoko) 0.075418 .
## company_manufacturerhello cocoa (now Markham & Fitz) 0.355991
## company_manufacturerHemisphere 0.170597
## company_manufacturerhexx 0.008684 **
## company_manufacturerHogarth 0.311488
## company_manufacturerHoja Verde (Tulicorp) 0.007259 **
## company_manufacturerHoly Cacao 0.511503
## company_manufacturerHonest 0.022948 *
## company_manufacturerHotel Chocolat 0.046447 *
## company_manufacturerHotel Chocolat (Coppeneur) 0.037297 *
## company_manufacturerHummingbird 0.783272
## company_manufacturerIdilio (Felchlin) 0.022296 *
## company_manufacturerIndah 0.016402 *
## company_manufacturerIndi 0.426880
## company_manufactureriQ Chocolate 0.102886
## company_manufacturerIsidro 0.121266
## company_manufacturerIslands Chocolate NA
## company_manufacturerIzard 0.223977
## company_manufacturerJacque Torres 0.000379 ***
## company_manufacturerJean Marie Auboine 0.819482
## company_manufacturerJohnny Iuzzini 0.722632
## company_manufacturerJordis 0.026653 *
## company_manufacturerK'ul 0.838406
## company_manufacturerKad Kokoa 0.102072
## company_manufacturerKah Kow 0.847099
## company_manufacturerKah Kow - USA 0.715381
## company_manufacturerKaitxo 0.308012
## company_manufacturerKakao 0.303641
## company_manufacturerKallari (Ecuatoriana) 0.024077 *
## company_manufacturerKaoka (Cemoi) 0.071167 .
## company_manufacturerKasama 0.996065
## company_manufacturerKerchner 0.490709
## company_manufacturerKi' Xocolatl 0.000865 ***
## company_manufacturerKin + Pod 0.673218
## company_manufacturerKiskadee 0.130281
## company_manufacturerKrak 0.238765
## company_manufacturerKto 0.079592 .
## company_manufacturerKyya 0.007412 **
## company_manufacturerL.A. Burdick (Felchlin) 0.624885
## company_manufacturerL'Amourette 0.523898
## company_manufacturerLa Cascade du Chocolat 0.617337
## company_manufacturerLa Chocolaterie Nanairo 0.001928 **
## company_manufacturerLa Chorena 0.200530
## company_manufacturerLa Feverie (Hasnaa) 0.790695
## company_manufacturerLa Maison du Chocolat (Valrhona) 0.693494
## company_manufacturerLa Oroquidea 0.031130 *
## company_manufacturerLa Pepa de Oro 0.403055
## company_manufacturerLa Rifa 0.832998
## company_manufacturerLaia aka Chat-Noir 0.177486
## company_manufacturerLajedo do Ouro 0.809788
## company_manufacturerLake Champlain (Callebaut) 0.025488 *
## company_manufacturerLand 0.636725
## company_manufacturerLandmark (Amano) 0.240064
## company_manufacturerLegast 0.445183
## company_manufacturerLetterpress 0.850626
## company_manufacturerLevy 0.868246
## company_manufacturerLilla 0.268436
## company_manufacturerLillie Belle 0.846487
## company_manufacturerLindt & Sprungli 0.846133
## company_manufacturerLirio 0.141174
## company_manufacturerLoiza 0.229588
## company_manufacturerLonohana 0.790456
## company_manufacturerLoon 0.092313 .
## company_manufacturerLove Bar 0.001227 **
## company_manufacturerLove Brown 0.463398
## company_manufacturerLuisa Abram 0.492131
## company_manufacturerLuisa's Vegan 0.780359
## company_manufacturerLuker 0.069424 .
## company_manufacturerLumineux 0.791497
## company_manufacturerMachu Picchu Trading Co. 0.0000001004 ***
## company_manufacturerMaDe Atlantic City Chocolate Bar 0.022834 *
## company_manufacturerMadecasse (Cinagra) 0.351058
## company_manufacturerMadhu 0.023816 *
## company_manufacturerMadre 0.055141 .
## company_manufacturerMaglio 0.069838 .
## company_manufacturerMajani 0.000350 ***
## company_manufacturerMalagasy (Chocolaterie Robert) 0.381794
## company_manufacturerMalagos 0.858086
## company_manufacturerMalai NA
## company_manufacturerMalie Kai (Guittard) 0.101229
## company_manufacturerMalmo 0.359339
## company_manufacturerMana 0.038756 *
## company_manufacturerManifesto Cacao 0.099408 .
## company_manufacturerManoa 0.923464
## company_manufacturerManufaktura Czekolady 0.602607
## company_manufacturerMap Chocolate 0.388547
## company_manufacturerMarana 0.478685
## company_manufacturerMaribea 0.103319
## company_manufacturerMarigold's Finest 0.939000
## company_manufacturerMarkham & Fitz 0.128463
## company_manufacturerMarou 0.729874
## company_manufacturerMars 0.759967
## company_manufacturerMarsatta 0.002130 **
## company_manufacturerMartin Mayer 0.262323
## company_manufacturerMast Brothers 0.222963
## company_manufacturerMatale 0.056188 .
## company_manufacturerMaui Kuia 0.896245
## company_manufacturerMaverick 0.272474
## company_manufacturerMayacama 0.271968
## company_manufacturerMcGuire 0.055716 .
## company_manufacturerMeadowlands 0.036884 *
## company_manufacturerMellow 0.061206 .
## company_manufacturerMenakao (aka Cinagra) 0.004582 **
## company_manufacturerMesocacao 0.900888
## company_manufacturerMestico 0.041225 *
## company_manufacturerMetiisto 0.503957
## company_manufacturerMetropolitan 0.602725
## company_manufacturerMeybol 0.803863
## company_manufacturerMichel Cluizel 0.144169
## company_manufacturerMiddlebury 0.051366 .
## company_manufacturerMike & Becky 0.434034
## company_manufacturerMillcreek Cacao Roasters 0.141343
## company_manufacturerMillesime 0.119435
## company_manufacturerMilton 0.830398
## company_manufacturerMindo 0.027919 *
## company_manufacturerMinimal 0.893206
## company_manufacturerMirzam 0.871348
## company_manufacturerMisina 0.913117
## company_manufacturerMission 0.499309
## company_manufacturerMita 0.015087 *
## company_manufacturerMoho 0.056188 .
## company_manufacturerMoka Origins 0.633629
## company_manufacturerMoku 0.129828
## company_manufacturerMolucca 0.152265
## company_manufacturerMomotombo 0.078288 .
## company_manufacturerMonarque 0.642817
## company_manufacturerMonsieur Truffe 0.728097
## company_manufacturerMonsoon 0.647447
## company_manufacturerMontecristi 0.983060
## company_manufacturerMUCHO 0.339429
## company_manufacturerMuchomas (Mesocacao) 0.550751
## company_manufacturerMusee du Chocolat Theobroma 0.747963
## company_manufacturerMutari 0.008562 **
## company_manufacturerNahua 0.048757 *
## company_manufacturerNaive 0.365421
## company_manufacturerNanea 0.526709
## company_manufacturerNathan Miller 0.001903 **
## company_manufacturerNearynogs 0.583011
## company_manufacturerNeuhaus (Callebaut) 0.0000501581 ***
## company_manufacturerNibble 0.007996 **
## company_manufacturerNight Owl 0.451009
## company_manufacturerNikoa 0.415183
## company_manufacturerNina 0.322810
## company_manufacturerNinth (9th) & Larkin 0.060031 .
## company_manufacturerNoble Bean aka Jerjobo 0.239632
## company_manufacturerNoir d' Ebine 0.177634
## company_manufacturerNova Monda 0.201511
## company_manufacturerNuance 0.645656
## company_manufacturerNugali 0.809788
## company_manufacturerOakland Chocolate Co. 0.041600 *
## company_manufacturerObolo 0.249779
## company_manufacturerOcelot 0.080714 .
## company_manufacturerOcho 0.531353
## company_manufacturerOdyssey 0.825195
## company_manufacturerOhiyo 0.058905 .
## company_manufacturerOialla by Bojessen (Malmo) 0.301187
## company_manufacturerOlive and Sinclair 0.077890 .
## company_manufacturerOlivia 0.031987 *
## company_manufacturerOmanhene 0.156671
## company_manufacturerOmnom 0.625848
## company_manufacturerOr Dubh 0.630544
## company_manufacturerOrfeve 0.457880
## company_manufacturerorganicfair 0.014767 *
## company_manufacturerOriginal Beans (Felchlin) 0.445037
## company_manufacturerOriginal Hawaiin Chocolate Factory 0.070087 .
## company_manufacturerOrquidea 0.167130
## company_manufacturerPacari 0.578863
## company_manufacturerPalet D'Or 0.759018
## company_manufacturerPalette de Bine 0.380594
## company_manufacturerPangea 0.399767
## company_manufacturerPark 75 0.728614
## company_manufacturerParliament 0.653895
## company_manufacturerParre Chocolat 0.044376 *
## company_manufacturerPascha 0.003940 **
## company_manufacturerPatric 0.065928 .
## company_manufacturerPaul Young 0.001476 **
## company_manufacturerPeppalo 0.452898
## company_manufacturerPerrenial 0.791743
## company_manufacturerPetite Patrie 0.711211
## company_manufacturerPierre Marcolini 0.524179
## company_manufacturerPiety and Desire 0.757286
## company_manufacturerPinellas 0.062345 .
## company_manufacturerPitch Dark 0.054979 .
## company_manufacturerPollinator 0.191301
## company_manufacturerPomm (aka Dead Dog) 0.024223 *
## company_manufacturerPoppy and Peep 0.054624 .
## company_manufacturerPotomac 0.262794
## company_manufacturerPralus 0.389004
## company_manufacturerPrimo Botanica 0.699388
## company_manufacturerPublic Chocolatory 0.083231 .
## company_manufacturerPump Street Bakery 0.417162
## company_manufacturerPura Delizia 0.756726
## company_manufacturerQ Chocolate 0.283284
## company_manufacturerQantu 0.371395
## company_manufacturerQuetzalli (Wolter) 0.116105
## company_manufacturerRaaka 0.461851
## company_manufacturerRain Republic 0.109705
## company_manufacturerRancho San Jacinto 0.349565
## company_manufacturerRanger 0.343249
## company_manufacturerRaoul Boulanger 0.844153
## company_manufacturerRaphio 0.423051
## company_manufacturerRaw Cocoa 0.026111 *
## company_manufacturerRepublica del Cacao (aka Confecta) 0.371416
## company_manufacturerRitual 0.260069
## company_manufacturerRiver-Sea 0.009890 **
## company_manufacturerRoasting Masters 0.906956
## company_manufacturerRobert (aka Chocolaterie Robert) 0.562677
## company_manufacturerRococo (Grenada Chocolate Co.) 0.691068
## company_manufacturerRogue 0.696470
## company_manufacturerRozsavolgyi 0.131584
## company_manufacturerRuket 0.264879
## company_manufacturerS.A.I.D. 0.211920
## company_manufacturerSacred 0.502124
## company_manufacturerSalgado 0.728873
## company_manufacturerSan Jose 0.623611
## company_manufacturerSantander (Compania Nacional) 0.013605 *
## company_manufacturerSantome 0.056047 .
## company_manufacturerScharffen Berger 0.476759
## company_manufacturerSeaforth 0.042318 *
## company_manufacturerSeahorse 0.407539
## company_manufacturerShane Chocolate Works 0.286847
## company_manufacturerShark Mountain 0.446811
## company_manufacturerShark's 0.000360 ***
## company_manufacturerShattell 0.972571
## company_manufacturerSibu 0.569554
## company_manufacturerSibu Sura 0.026111 *
## company_manufacturerSilvio Bessone 0.081378 .
## company_manufacturerSirene 0.721274
## company_manufacturerSjolinds 0.078255 .
## company_manufacturerSmooth Chocolator, The 0.721606
## company_manufacturerSnake & Butterfly 0.000582 ***
## company_manufacturerSoeka NA
## company_manufacturerSoklet 0.138581
## company_manufacturerSol Cacao 0.544926
## company_manufacturerSolkiki 0.009832 **
## company_manufacturerSolomons Gold 0.264807
## company_manufacturerSolstice 0.402992
## company_manufacturerSoma 0.151554
## company_manufacturerSomerville 0.894449
## company_manufacturerSoul 0.984479
## company_manufacturerSpagnvola 0.225110
## company_manufacturerSpencer 0.863241
## company_manufacturerSpinnaker 0.967910
## company_manufacturerSprungli (Felchlin) 0.417679
## company_manufacturerSRSLY 0.013863 *
## company_manufacturerStarchild 0.053011 .
## company_manufacturerStella (aka Bernrain) 0.215489
## company_manufacturerStone Grindz 0.501278
## company_manufacturerStRita Supreme 0.006381 **
## company_manufacturerSublime Origins 0.141180
## company_manufacturerSummerbird 0.020583 *
## company_manufacturerSuruca Chocolate 0.063320 .
## company_manufacturerSvenska Kakaobolaget 0.151341
## company_manufacturersweet beans 0.994128
## company_manufacturerSweet Escalier 0.023284 *
## company_manufacturerSweetness 0.438537
## company_manufacturerSzanto Tibor 0.966629
## company_manufacturerTabal 0.007845 **
## company_manufacturerTablette (aka Vanillabeans) 0.094990 .
## company_manufacturerTala 0.076963 .
## company_manufacturerTan Ban Skrati NA
## company_manufacturerTaste Artisan 0.710985
## company_manufacturerTaste Artisan aka Coleman and Davis 0.350800
## company_manufacturerTaucherli 0.415077
## company_manufacturerTaylor Made 0.073012 .
## company_manufacturerTaza 0.134621
## company_manufacturerTCHO 0.000533 ***
## company_manufacturerTejas 0.035224 *
## company_manufacturerTerroir 0.865683
## company_manufacturerThe Barn 0.322810
## company_manufacturerTheo 0.087875 .
## company_manufacturerTheobroma 0.711211
## company_manufacturerThistle & Rose aka Aggie USU 0.898709
## company_manufacturerTibito 0.336670
## company_manufacturerTimo A. Meyer 0.522678
## company_manufacturerTiny House 0.079145 .
## company_manufacturerTo'ak 0.751000
## company_manufacturerTo'ak (Ecuatoriana) 0.913184
## company_manufacturerTobago Estate (Pralus) 0.150236
## company_manufacturerTocoti 0.114638
## company_manufacturerTosier 0.073745 .
## company_manufacturerTree to Bar 0.898709
## company_manufacturerTreehouse 0.271968
## company_manufacturerTreehouse aka Indaphoria 0.120779
## company_manufacturerTriangle Roasters 0.927420
## company_manufacturerTribar 0.672697
## company_manufacturerTribe 0.025742 *
## company_manufacturerTsara (Cinagra) 0.840971
## company_manufacturertwenty-four blackbirds 0.113551
## company_manufacturerTwo Ravens 0.182231
## company_manufacturerUn Dimanche A Paris 0.655978
## company_manufacturerUncouth 0.147535
## company_manufacturerUndone 0.083869 .
## company_manufacturerUpchurch 0.309888
## company_manufacturerUrzi 0.637519
## company_manufacturerUtopick 0.258062
## company_manufacturerVaka 0.925736
## company_manufacturerValrhona 0.603604
## company_manufacturerVanleer (Barry Callebaut) 0.005386 **
## company_manufacturerVao Vao (Chocolaterie Robert) 0.017293 *
## company_manufacturerVicuna 0.225436
## company_manufacturerVideri 0.827879
## company_manufacturerVietcacao (A. Morin) 0.913117
## company_manufacturerVintage Plantations 0.414984
## company_manufacturerVintage Plantations (Tulicorp) 0.001301 **
## company_manufacturerViolet Sky 0.088723 .
## company_manufacturerVivra 0.000322 ***
## company_manufacturerWellington Chocolate Factory 0.862298
## company_manufacturerWhite Label aka Mutari 0.779204
## company_manufacturerWhittakers 0.021366 *
## company_manufacturerWilkie's Organic 0.050871 .
## company_manufacturerWillie's Cacao 0.768111
## company_manufacturerWm 0.904130
## company_manufacturerWoodblock 0.305707
## company_manufacturerXocolat 0.191429
## company_manufacturerXocolatisimo 0.728961
## company_manufacturerXocolatl 0.940251
## company_manufacturerXocolla 0.005970 **
## company_manufacturerZac Squared 0.894932
## company_manufacturerZacharias 0.417679
## company_manufacturerZak's 0.267961
## company_manufacturerZart Pralinen 0.359714
## company_manufacturerZokoko 0.519640
## company_manufacturerZoto (Chocolatoa) 0.938753
## company_manufacturerZotter 0.781893
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3759 on 1893 degrees of freedom
## Multiple R-squared: 0.4666, Adjusted R-squared: 0.2873
## F-statistic: 2.603 on 636 and 1893 DF, p-value: < 2.2e-16model1 <- lm(rating ~ cocoa_percent, chocolate) |>
summary()
model2 <- lm(rating ~ cocoa_percent+ country_of_bean_origin, chocolate) |>
summary()
model3 <- lm(rating ~ cocoa_percent+ country_of_bean_origin+company_manufacturer, chocolate) |>
summary()
df_plot <- data.frame(p = c(2, 3, 4),
r_squared = c(model1$r.squared,
model2$r.squared,
model3$r.squared),
adj_r_squared = c(model1$adj.r.squared,
model2$adj.r.squared,
model3$adj.r.squared)) |>
mutate(r_perc_increase = 100 * (r_squared - model1$r.squared) / model1$r.squared,
r_adj_perc_increase = 100 * (adj_r_squared - model1$adj.r.squared) / model1$adj.r.squared,
diff = r_perc_increase - r_adj_perc_increase)
ggplot(data=df_plot) +
geom_line(mapping = aes(x=p, y = r_perc_increase,
color = 'R Squared Improvement')) +
geom_line(mapping = aes(x=p, y = r_adj_perc_increase,
color = 'Adjusted R Squared Improvement')) +
geom_text_repel(mapping = aes(x=p,
y = r_adj_perc_increase,
label = paste("diff = ", round(diff, 1))),
color = "darkred",
nudge_x = 0.3) +
labs(color='',
x='Number of Coefficients (p)',
y='% Increase in R-Squared',
title = "Improving on a Model with 2 Coefficients")+
scale_color_brewer(palette = 'Dark2') +
theme(legend.position="bottom")
From the graph above there is a huge concern that the % increase in R-squared is from 0-2000%.
model <- lm(rating ~ cocoa_percent + country_of_bean_origin + company_manufacturer, data = chocolate)
tidy(model, conf.int = TRUE)## # A tibble: 642 × 7
## term estimate std.error statistic p.value conf.low conf.high
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 (Intercept) 4.63 0.431 10.7 3.63e-26 3.78 5.47
## 2 cocoa_percent -1.40 0.167 -8.39 9.50e-17 -1.73 -1.08
## 3 country_of_bean_ori… -0.128 0.391 -0.327 7.43e- 1 -0.895 0.639
## 4 country_of_bean_ori… -0.357 0.390 -0.916 3.60e- 1 -1.12 0.407
## 5 country_of_bean_ori… -0.317 0.391 -0.812 4.17e- 1 -1.08 0.449
## 6 country_of_bean_ori… -0.244 0.392 -0.623 5.33e- 1 -1.01 0.525
## 7 country_of_bean_ori… -0.721 0.546 -1.32 1.87e- 1 -1.79 0.350
## 8 country_of_bean_ori… -0.610 0.454 -1.34 1.79e- 1 -1.50 0.280
## 9 country_of_bean_ori… -0.230 0.549 -0.419 6.75e- 1 -1.31 0.847
## 10 country_of_bean_ori… -0.224 0.393 -0.572 5.68e- 1 -0.994 0.545
## # ℹ 632 more rowsDiagnostic Plots
For each plot, I will point out any indications of issues with the model.
- Residuals vs. \(\hat{y}\) values
- Residuals vs. \(x\) values
- Residual Histogram
- QQ-Plot
- Cook’s D by Observation
Residuals vs. Fitted Values
The first plot we will look at is the residual values vs. the fitted values:
gg_resfitted(model) +
geom_smooth(se=FALSE)## `geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'
The fitted values display the chocolate rating, and the plot displays that the variance in rating is huge for ratings 2-4.
Residuals vs. X Values
plots <- gg_resX(model, plot.all = FALSE)
# for each variable of interest ...
plots$cocoa_percent+ theme(axis.text.x = element_text(angle = 90, hjust = 1))
plots$country_of_bean_origin+theme(axis.text.x = element_text(angle = 90, hjust = 1))
plots$company_manufacturer+theme(axis.text.x = element_text(angle = 90, hjust = 1))
What we want is for a constant variance of residuals across values of \(X\) variables. The plot for cocoa_percent follows the a pattern in the cocoa_percent from 0.6-0.8.
Residual Histogram
gg_reshist(model)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
There is a concern as the tails are not equally distributed, there is a “shorter” tail on the left, and a longer one on the right. This is not severe, but it implies that some aspect of the phenomenon is missing from the model such as we may need more/different explanatory variables.
QQ-Plots
# # the normal QQ plot
gg_qqplot(model)
Cook’s D by Observation
Here, we can see a few rows of data have a high influence on the model. Each number represents the row in the data. Rows 9, 134, 177, and 254 may be troublesome, so we can investigate them by plotting various variables against the response variable.
For example:
# Fit your linear regression model
model <- lm(rating ~ cocoa_percent + country_of_bean_origin + company_manufacturer, data = chocolate)
# Compute Cook's distances
cooksd <- cooks.distance(model)
# Create a data frame with observation index and Cook's distances
cooksd_data <- data.frame(index = 1:length(cooksd), cooksd = cooksd)
# Plot Cook's distances by observation
library(ggplot2)
ggplot(cooksd_data, aes(x = index, y = cooksd)) +
geom_point() +
labs(title = "Cook's Distance by Observation",
x = "Observation Index",
y = "Cook's Distance") +
theme_minimal()## Warning: Removed 117 rows containing missing values (`geom_point()`).
Clearly, some of these rows have a stronger influence when we
consider just the lot_area, but not all of them. We may
want to find where “highly influential rows” like these intersect across
the different explanatory variables of the model. I.e., which rows are
very highly influential among most (or all) explanatory variables.