class: center, middle, inverse, title-slide # 데이터 과학자의 시각화 ## ⚔<br/>정적 그래프를 넘어 데항해 시대로 ### 데이터 과학자 이광춘 ### 2018/10/19 --- class: inverse, middle, center # 인터랙티브 시각화 --- ### `tidyverse`에서 시각화 놀이터 .center[ <img src="fig/dataya/viz-tidyverse.png" width="100%" /> ] .footnote[ [데이터 과학 시각화 - 인터랙티브(Interactive) 시각화](https://statkclee.github.io/viz/viz-interactive.html) ] --- ### 인터랙티브 그래픽 놀이터 아키텍처 .center[ <img src="fig/dataya/viz-architecture.png" width="100%" /> ] --- ### `htmltools`기반 `htmlwidgets` 그리고 아이들 - [htmlwidgets for R](http://www.htmlwidgets.org/showcase_datatables.html) - Leaflet - dygraphs - plotly - rbokeh - visNetwork - networkD3 - DataTables - threejs - DiagrammeR --- class: inverse, middle, center # `gapminder` 데이터셋 --- ### `gapminder` Hans Rosling's 200 Countries, 200 Years, 4 Minutes - The Joy of Stats - BBC Four <iframe width="560" height="315" src="https://www.youtube.com/embed/jbkSRLYSojo" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe> ```r > # 0. 환경설정 ----- > library(tidyverse) > library(dslabs) ``` --- ### 회귀모형 - `purrr` + `trelliscopejs` .footnote[ - [xwMOOC 모형: 회귀모형 - purrr + trelliscopejs](https://statkclee.github.io/model/model_purrr_trelliscopejs.html) ] --- ### `gapminder` 데이터셋 [`dslabs`](https://cran.r-project.org/web/packages/dslabs/index.html) 팩키지 내장 `gapminder` 데이터셋 10% 표본 추출 &rarr; 데이터 랭글링 <div id="htmlwidget-0220e497be175762df60" style="width:100%;height:auto;" class="datatables html-widget"></div> <script type="application/json" data-for="htmlwidget-0220e497be175762df60">{"x":{"filter":"none","fillContainer":false,"data":[["Cape Verde","Romania","Portugal","Equatorial Guinea","Greece","Belarus","Thailand","El Salvador","Jamaica","Slovak Republic","Kazakhstan","Yemen","Ireland","Belize","Rwanda","Turkey","Mauritania","Congo, Dem. 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<\/thead>\n<\/table>","options":{"pageLength":5,"scrollX":true,"columnDefs":[{"className":"dt-right","targets":[1,2,3,4,5,6]}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- ### `gapminder` 정제작업 결측값(NA)을 바탕으로 패턴을 추출하고, 1960 ~ 2011년까지 데이터를 예측모형 데이터로 활용함. ```r > # 1. 데이터 정제 ----- > gapminder_lc <- gapminder %>% + group_by(country) %>% + nest() > > gapminder_lc_df <- gapminder_lc %>% + mutate(na_cnt = map_int(data, ~ sum(is.na(.x)))) %>% + filter(na_cnt == 8) %>% + unnest(data) %>% + filter(year <= 2011) %>% + select(-na_cnt) %>% + select(-continent, -region) ``` --- class: inverse, middle, center # 시각화 놀이터 입장 --- ### 1. 정적 그래프(Static Graph) - 그래프 <img src="ds_data_scientist_visualization_files/figure-html/static-graph-1.png" style="display: block; margin: auto;" /> --- ### 1. 정적 그래프(Static Graph) - R코드 ```r > # 0. 환경설정 ----- > library(tidyverse) > library(plotly) > library(gapminder) > library(glue) > library(crosstalk) > library(leaflet) > > # 1. 정적 그래프 ----- > > gapminder %>% + ggplot(aes(x=year, y=lifeExp, group=country)) + + geom_line() ``` --- ### 2. 인터랙티브 그래프 - 그래프 <div id="htmlwidget-85837a8d9ad5d4b79c0b" style="width:504px;height:504px;" class="plotly html-widget"></div> <script type="application/json" 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/>국가: Ethiopia","대륙: Africa<br />국가: Ethiopia","대륙: Africa<br />국가: Ethiopia","대륙: Africa<br />국가: Ethiopia",null,"대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland",null,"대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France",null,"대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: 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Rep.",null,"대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.",null,"대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait",null,"대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: 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/>국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal",null,"대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands",null,"대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New 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/>국가: Paraguay","대륙: Americas<br />국가: Paraguay","대륙: Americas<br />국가: Paraguay",null,"대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru",null,"대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines",null,"대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: 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Republic",null,"대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia",null,"대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia",null,"대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South 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geom_line() > > ggplotly(p, tooltip = "text") ``` --- ### 4. 강조(Highlight) 기능 - 그래프 <div id="htmlwidget-d7a9caebebb0f397bdb9" style="width:504px;height:504px;" class="plotly html-widget"></div> <script type="application/json" 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/>국가: Ethiopia","대륙: Africa<br />국가: Ethiopia","대륙: Africa<br />국가: Ethiopia","대륙: Africa<br />국가: Ethiopia",null,"대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland","대륙: Europe<br />국가: Finland",null,"대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France","대륙: Europe<br />국가: France",null,"대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: Gabon","대륙: Africa<br />국가: 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Rep.",null,"대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.","대륙: Asia<br />국가: Korea, Rep.",null,"대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait","대륙: Asia<br />국가: Kuwait",null,"대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: Lebanon","대륙: Asia<br />국가: 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/>국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal","대륙: Asia<br />국가: Nepal",null,"대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands","대륙: Europe<br />국가: Netherlands",null,"대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New Zealand","대륙: Oceania<br />국가: New 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/>국가: Paraguay","대륙: Americas<br />국가: Paraguay","대륙: Americas<br />국가: Paraguay",null,"대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru","대륙: Americas<br />국가: Peru",null,"대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines","대륙: Asia<br />국가: Philippines",null,"대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: Poland","대륙: Europe<br />국가: 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Republic",null,"대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia","대륙: Europe<br />국가: Slovenia",null,"대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia","대륙: Africa<br />국가: Somalia",null,"대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South Africa","대륙: Africa<br />국가: South 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Small Multiple 기능 ----- > gapminder_cjk <- gapminder %>% + filter(country %in% c("China", "Japan", "Korea, Rep.")) > > gapminder_sd <- SharedData$new(gapminder_cjk, ~country) > > life_g <- gapminder_sd %>% + ggplot(aes(x=year, y=lifeExp, group=country, + text=paste0("대륙: ", continent, "\n", + "국가: ", country))) + + geom_line() + + geom_point() + + facet_wrap(~country) > > ggplotly(life_g, tooltip = "text") ``` --- ### 5. 연결뷰(Linked View) 기능 - 삼국지 .center[ <iframe width="560" height="315" src="https://www.youtube.com/embed/DbpKKZMe52s" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe> ] .footnote[ [xwMOOC 데이터 저널리즘, "코에이(Koei) 삼국지 - 인물중심"](https://statkclee.github.io/data-product/dp-koei-three-kingdoms.html) ] --- ### 6. 연결뷰(Linked View) 기능 - `ggpairs` 그래프 <div id="htmlwidget-abcea00e89e26ee55c9e" style="width:504px;height:504px;" class="plotly html-widget"></div> <script type="application/json" 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setosa","density: 5.460952e-01<br />Sepal.Length: 4.588845<br />Species: setosa","density: 5.533092e-01<br />Sepal.Length: 4.595890<br />Species: setosa","density: 5.606125e-01<br />Sepal.Length: 4.602935<br />Species: setosa","density: 5.680097e-01<br />Sepal.Length: 4.609980<br />Species: setosa","density: 5.755063e-01<br />Sepal.Length: 4.617025<br />Species: setosa","density: 5.831225e-01<br />Sepal.Length: 4.624070<br />Species: setosa","density: 5.908867e-01<br />Sepal.Length: 4.631115<br />Species: setosa","density: 5.987799e-01<br />Sepal.Length: 4.638160<br />Species: setosa","density: 6.068108e-01<br />Sepal.Length: 4.645205<br />Species: setosa","density: 6.149884e-01<br />Sepal.Length: 4.652250<br />Species: setosa","density: 6.233652e-01<br />Sepal.Length: 4.659295<br />Species: setosa","density: 6.319396e-01<br />Sepal.Length: 4.666341<br />Species: setosa","density: 6.407011e-01<br />Sepal.Length: 4.673386<br />Species: setosa","density: 6.496596e-01<br />Sepal.Length: 4.680431<br />Species: setosa","density: 6.588249e-01<br />Sepal.Length: 4.687476<br />Species: setosa","density: 6.682953e-01<br />Sepal.Length: 4.694521<br />Species: setosa","density: 6.780021e-01<br />Sepal.Length: 4.701566<br />Species: setosa","density: 6.879533e-01<br />Sepal.Length: 4.708611<br />Species: setosa","density: 6.981567e-01<br />Sepal.Length: 4.715656<br />Species: setosa","density: 7.086540e-01<br />Sepal.Length: 4.722701<br />Species: setosa","density: 7.194897e-01<br />Sepal.Length: 4.729746<br />Species: setosa","density: 7.306036e-01<br />Sepal.Length: 4.736791<br />Species: setosa","density: 7.419997e-01<br />Sepal.Length: 4.743836<br />Species: setosa","density: 7.536817e-01<br />Sepal.Length: 4.750881<br />Species: setosa","density: 7.657265e-01<br />Sepal.Length: 4.757926<br />Species: setosa","density: 7.780988e-01<br />Sepal.Length: 4.764971<br />Species: setosa","density: 7.907627e-01<br />Sepal.Length: 4.772016<br />Species: setosa","density: 8.037172e-01<br />Sepal.Length: 4.779061<br />Species: setosa","density: 8.169619e-01<br />Sepal.Length: 4.786106<br />Species: setosa","density: 8.305961e-01<br />Sepal.Length: 4.793151<br />Species: setosa","density: 8.445066e-01<br />Sepal.Length: 4.800196<br />Species: setosa","density: 8.586865e-01<br />Sepal.Length: 4.807241<br />Species: setosa","density: 8.731280e-01<br />Sepal.Length: 4.814286<br />Species: setosa","density: 8.878530e-01<br />Sepal.Length: 4.821331<br />Species: setosa","density: 9.028671e-01<br />Sepal.Length: 4.828376<br />Species: setosa","density: 9.180934e-01<br />Sepal.Length: 4.835421<br />Species: setosa","density: 9.335151e-01<br />Sepal.Length: 4.842466<br />Species: setosa","density: 9.491139e-01<br />Sepal.Length: 4.849511<br />Species: setosa","density: 9.648980e-01<br />Sepal.Length: 4.856556<br />Species: setosa","density: 9.808023e-01<br />Sepal.Length: 4.863601<br />Species: setosa","density: 9.967794e-01<br />Sepal.Length: 4.870646<br 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setosa","density: 1.211361e+00<br />Sepal.Length: 5.067906<br />Species: setosa","density: 1.201335e+00<br />Sepal.Length: 5.074951<br />Species: setosa","density: 1.189916e+00<br />Sepal.Length: 5.081996<br />Species: setosa","density: 1.176718e+00<br />Sepal.Length: 5.089041<br />Species: setosa","density: 1.162290e+00<br />Sepal.Length: 5.096086<br />Species: setosa","density: 1.146690e+00<br />Sepal.Length: 5.103131<br />Species: setosa","density: 1.129983e+00<br />Sepal.Length: 5.110176<br />Species: setosa","density: 1.112107e+00<br />Sepal.Length: 5.117221<br />Species: setosa","density: 1.093125e+00<br />Sepal.Length: 5.124266<br />Species: setosa","density: 1.073363e+00<br />Sepal.Length: 5.131311<br />Species: setosa","density: 1.052909e+00<br />Sepal.Length: 5.138356<br />Species: setosa","density: 1.031856e+00<br />Sepal.Length: 5.145401<br />Species: setosa","density: 1.010214e+00<br />Sepal.Length: 5.152446<br />Species: setosa","density: 9.882323e-01<br />Sepal.Length: 5.159491<br />Species: setosa","density: 9.660571e-01<br />Sepal.Length: 5.166536<br />Species: setosa","density: 9.437860e-01<br />Sepal.Length: 5.173581<br />Species: setosa","density: 9.215192e-01<br />Sepal.Length: 5.180626<br />Species: setosa","density: 8.994614e-01<br />Sepal.Length: 5.187671<br />Species: setosa","density: 8.776975e-01<br />Sepal.Length: 5.194716<br />Species: setosa","density: 8.563104e-01<br />Sepal.Length: 5.201761<br />Species: setosa","density: 8.353800e-01<br />Sepal.Length: 5.208806<br />Species: setosa","density: 8.150799e-01<br />Sepal.Length: 5.215851<br />Species: setosa","density: 7.955825e-01<br />Sepal.Length: 5.222896<br />Species: setosa","density: 7.768141e-01<br />Sepal.Length: 5.229941<br />Species: setosa","density: 7.588212e-01<br />Sepal.Length: 5.236986<br />Species: setosa","density: 7.416456e-01<br />Sepal.Length: 5.244031<br />Species: setosa","density: 7.255703e-01<br />Sepal.Length: 5.251076<br />Species: setosa","density: 7.104790e-01<br />Sepal.Length: 5.258121<br />Species: setosa","density: 6.962900e-01<br />Sepal.Length: 5.265166<br />Species: setosa","density: 6.830032e-01<br />Sepal.Length: 5.272211<br />Species: setosa","density: 6.706364e-01<br />Sepal.Length: 5.279256<br />Species: setosa","density: 6.594430e-01<br />Sepal.Length: 5.286301<br />Species: setosa","density: 6.490752e-01<br />Sepal.Length: 5.293346<br />Species: setosa","density: 6.394955e-01<br />Sepal.Length: 5.300391<br />Species: setosa","density: 6.306625e-01<br />Sepal.Length: 5.307436<br />Species: setosa","density: 6.226233e-01<br />Sepal.Length: 5.314481<br />Species: setosa","density: 6.153204e-01<br />Sepal.Length: 5.321526<br />Species: setosa","density: 6.085385e-01<br />Sepal.Length: 5.328571<br />Species: setosa","density: 6.022149e-01<br />Sepal.Length: 5.335616<br />Species: setosa","density: 5.962855e-01<br />Sepal.Length: 5.342661<br />Species: setosa","density: 5.907386e-01<br />Sepal.Length: 5.349706<br 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setosa","density: 1.476500e-07<br />Sepal.Length: 6.427593<br />Species: setosa","density: 1.995814e-07<br />Sepal.Length: 6.420548<br />Species: setosa","density: 2.674736e-07<br />Sepal.Length: 6.413503<br />Species: setosa","density: 3.552673e-07<br />Sepal.Length: 6.406458<br />Species: setosa","density: 4.674687e-07<br />Sepal.Length: 6.399413<br />Species: setosa","density: 6.166318e-07<br />Sepal.Length: 6.392368<br />Species: setosa","density: 8.180455e-07<br />Sepal.Length: 6.385323<br />Species: setosa","density: 1.076424e-06<br />Sepal.Length: 6.378278<br />Species: setosa","density: 1.404487e-06<br />Sepal.Length: 6.371233<br />Species: setosa","density: 1.816492e-06<br />Sepal.Length: 6.364188<br />Species: setosa","density: 2.373097e-06<br />Sepal.Length: 6.357143<br />Species: setosa","density: 3.091047e-06<br />Sepal.Length: 6.350098<br />Species: setosa","density: 3.995256e-06<br />Sepal.Length: 6.343053<br />Species: setosa","density: 5.123201e-06<br />Sepal.Length: 6.336008<br />Species: setosa","density: 6.534898e-06<br />Sepal.Length: 6.328963<br />Species: setosa","density: 8.420588e-06<br />Sepal.Length: 6.321918<br />Species: setosa","density: 1.077341e-05<br />Sepal.Length: 6.314873<br />Species: setosa","density: 1.368420e-05<br />Sepal.Length: 6.307828<br />Species: setosa","density: 1.725373e-05<br />Sepal.Length: 6.300783<br />Species: setosa","density: 2.177987e-05<br />Sepal.Length: 6.293738<br />Species: setosa","density: 2.756646e-05<br />Sepal.Length: 6.286693<br />Species: setosa","density: 3.465789e-05<br />Sepal.Length: 6.279648<br />Species: setosa","density: 4.328059e-05<br />Sepal.Length: 6.272603<br />Species: setosa","density: 5.368182e-05<br />Sepal.Length: 6.265558<br />Species: setosa","density: 6.698967e-05<br />Sepal.Length: 6.258513<br />Species: setosa","density: 8.331889e-05<br />Sepal.Length: 6.251468<br />Species: setosa","density: 1.029840e-04<br />Sepal.Length: 6.244423<br />Species: setosa","density: 1.264983e-04<br />Sepal.Length: 6.237378<br />Species: setosa","density: 1.547307e-04<br />Sepal.Length: 6.230333<br />Species: setosa","density: 1.903021e-04<br />Sepal.Length: 6.223288<br />Species: setosa","density: 2.326933e-04<br />Sepal.Length: 6.216243<br />Species: setosa","density: 2.828871e-04<br />Sepal.Length: 6.209198<br />Species: setosa","density: 3.419407e-04<br />Sepal.Length: 6.202153<br />Species: setosa","density: 4.133016e-04<br />Sepal.Length: 6.195108<br />Species: setosa","density: 4.997546e-04<br />Sepal.Length: 6.188063<br />Species: setosa","density: 6.010375e-04<br />Sepal.Length: 6.181018<br />Species: setosa","density: 7.190074e-04<br />Sepal.Length: 6.173973<br />Species: setosa","density: 8.556358e-04<br />Sepal.Length: 6.166928<br />Species: setosa","density: 1.021116e-03<br />Sepal.Length: 6.159883<br />Species: setosa","density: 1.214481e-03<br />Sepal.Length: 6.152838<br />Species: setosa","density: 1.437284e-03<br />Sepal.Length: 6.145793<br 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5.856947<br />Species: setosa","density: 1.242922e-01<br />Sepal.Length: 5.849902<br />Species: setosa","density: 1.304463e-01<br />Sepal.Length: 5.842857<br />Species: setosa","density: 1.365848e-01<br />Sepal.Length: 5.835812<br />Species: setosa","density: 1.426659e-01<br />Sepal.Length: 5.828767<br />Species: setosa","density: 1.486763e-01<br />Sepal.Length: 5.821722<br />Species: setosa","density: 1.545990e-01<br />Sepal.Length: 5.814677<br />Species: setosa","density: 1.604177e-01<br />Sepal.Length: 5.807632<br />Species: setosa","density: 1.660872e-01<br />Sepal.Length: 5.800587<br />Species: setosa","density: 1.715857e-01<br />Sepal.Length: 5.793542<br />Species: setosa","density: 1.769252e-01<br />Sepal.Length: 5.786497<br />Species: setosa","density: 1.820968e-01<br />Sepal.Length: 5.779452<br />Species: setosa","density: 1.870933e-01<br />Sepal.Length: 5.772407<br />Species: setosa","density: 1.918485e-01<br />Sepal.Length: 5.765362<br />Species: setosa","density: 1.964122e-01<br />Sepal.Length: 5.758317<br />Species: setosa","density: 2.007969e-01<br />Sepal.Length: 5.751272<br />Species: setosa","density: 2.050079e-01<br />Sepal.Length: 5.744227<br />Species: setosa","density: 2.090406e-01<br />Sepal.Length: 5.737182<br />Species: setosa","density: 2.128830e-01<br />Sepal.Length: 5.730137<br />Species: setosa","density: 2.166018e-01<br />Sepal.Length: 5.723092<br />Species: setosa","density: 2.202159e-01<br />Sepal.Length: 5.716047<br />Species: setosa","density: 2.237457e-01<br />Sepal.Length: 5.709002<br />Species: setosa","density: 2.272106e-01<br />Sepal.Length: 5.701957<br />Species: setosa","density: 2.306609e-01<br />Sepal.Length: 5.694912<br />Species: setosa","density: 2.341349e-01<br />Sepal.Length: 5.687867<br />Species: setosa","density: 2.376619e-01<br />Sepal.Length: 5.680822<br />Species: setosa","density: 2.412719e-01<br />Sepal.Length: 5.673777<br />Species: setosa","density: 2.450557e-01<br />Sepal.Length: 5.666732<br 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7.274572e-01<br />Sepal.Length: 5.673777<br />Species: versicolor","density: 7.288980e-01<br />Sepal.Length: 5.680822<br />Species: versicolor","density: 7.299923e-01<br />Sepal.Length: 5.687867<br />Species: versicolor","density: 7.308418e-01<br />Sepal.Length: 5.694912<br />Species: versicolor","density: 7.314951e-01<br />Sepal.Length: 5.701957<br />Species: versicolor","density: 7.318515e-01<br />Sepal.Length: 5.709002<br />Species: versicolor","density: 7.319680e-01<br />Sepal.Length: 5.716047<br />Species: versicolor","density: 7.319091e-01<br />Sepal.Length: 5.723092<br />Species: versicolor","density: 7.316038e-01<br />Sepal.Length: 5.730137<br />Species: versicolor","density: 7.310710e-01<br />Sepal.Length: 5.737182<br />Species: versicolor","density: 7.303863e-01<br />Sepal.Length: 5.744227<br />Species: versicolor","density: 7.295036e-01<br />Sepal.Length: 5.751272<br />Species: versicolor","density: 7.284127e-01<br />Sepal.Length: 5.758317<br />Species: versicolor","density: 7.271945e-01<br />Sepal.Length: 5.765362<br />Species: versicolor","density: 7.258231e-01<br />Sepal.Length: 5.772407<br />Species: versicolor","density: 7.242680e-01<br />Sepal.Length: 5.779452<br />Species: versicolor","density: 7.226102e-01<br />Sepal.Length: 5.786497<br />Species: versicolor","density: 7.208387e-01<br />Sepal.Length: 5.793542<br />Species: versicolor","density: 7.189115e-01<br />Sepal.Length: 5.800587<br />Species: versicolor","density: 7.169050e-01<br />Sepal.Length: 5.807632<br />Species: versicolor","density: 7.148180e-01<br />Sepal.Length: 5.814677<br />Species: versicolor","density: 7.126052e-01<br />Sepal.Length: 5.821722<br />Species: versicolor","density: 7.103341e-01<br />Sepal.Length: 5.828767<br />Species: versicolor","density: 7.080057e-01<br />Sepal.Length: 5.835812<br />Species: versicolor","density: 7.055880e-01<br />Sepal.Length: 5.842857<br />Species: versicolor","density: 7.031265e-01<br />Sepal.Length: 5.849902<br />Species: versicolor","density: 7.006255e-01<br />Sepal.Length: 5.856947<br />Species: versicolor","density: 6.980673e-01<br />Sepal.Length: 5.863992<br />Species: versicolor","density: 6.954774e-01<br />Sepal.Length: 5.871037<br />Species: versicolor","density: 6.928622e-01<br />Sepal.Length: 5.878082<br />Species: versicolor","density: 6.902131e-01<br />Sepal.Length: 5.885127<br />Species: versicolor","density: 6.875431e-01<br />Sepal.Length: 5.892172<br />Species: versicolor","density: 6.848584e-01<br />Sepal.Length: 5.899217<br />Species: versicolor","density: 6.821551e-01<br />Sepal.Length: 5.906262<br />Species: versicolor","density: 6.794392e-01<br />Sepal.Length: 5.913307<br />Species: versicolor","density: 6.767152e-01<br />Sepal.Length: 5.920352<br />Species: versicolor","density: 6.739817e-01<br />Sepal.Length: 5.927397<br />Species: versicolor","density: 6.712403e-01<br />Sepal.Length: 5.934442<br />Species: versicolor","density: 6.684941e-01<br />Sepal.Length: 5.941487<br />Species: versicolor","density: 6.657421e-01<br />Sepal.Length: 5.948532<br />Species: versicolor","density: 6.629833e-01<br />Sepal.Length: 5.955577<br />Species: versicolor","density: 6.602198e-01<br />Sepal.Length: 5.962622<br />Species: versicolor","density: 6.574507e-01<br />Sepal.Length: 5.969667<br />Species: versicolor","density: 6.546718e-01<br />Sepal.Length: 5.976712<br />Species: versicolor","density: 6.518860e-01<br />Sepal.Length: 5.983757<br />Species: versicolor","density: 6.490924e-01<br />Sepal.Length: 5.990802<br />Species: versicolor","density: 6.462825e-01<br />Sepal.Length: 5.997847<br />Species: versicolor","density: 6.434617e-01<br />Sepal.Length: 6.004892<br />Species: versicolor","density: 6.406298e-01<br />Sepal.Length: 6.011937<br />Species: versicolor","density: 6.377726e-01<br />Sepal.Length: 6.018982<br />Species: versicolor","density: 6.348992e-01<br />Sepal.Length: 6.026027<br />Species: versicolor","density: 6.320096e-01<br />Sepal.Length: 6.033072<br />Species: versicolor","density: 6.290874e-01<br />Sepal.Length: 6.040117<br />Species: versicolor","density: 6.261415e-01<br />Sepal.Length: 6.047162<br />Species: versicolor","density: 6.231742e-01<br />Sepal.Length: 6.054207<br />Species: versicolor","density: 6.201680e-01<br />Sepal.Length: 6.061252<br />Species: versicolor","density: 6.171302e-01<br />Sepal.Length: 6.068297<br />Species: versicolor","density: 6.140661e-01<br />Sepal.Length: 6.075342<br />Species: versicolor","density: 6.109589e-01<br />Sepal.Length: 6.082387<br />Species: versicolor","density: 6.078123e-01<br />Sepal.Length: 6.089432<br />Species: versicolor","density: 6.046355e-01<br />Sepal.Length: 6.096477<br />Species: versicolor","density: 6.014139e-01<br />Sepal.Length: 6.103523<br />Species: versicolor","density: 5.981460e-01<br />Sepal.Length: 6.110568<br />Species: versicolor","density: 5.948456e-01<br />Sepal.Length: 6.117613<br />Species: versicolor","density: 5.915012e-01<br />Sepal.Length: 6.124658<br />Species: versicolor","density: 5.881055e-01<br />Sepal.Length: 6.131703<br />Species: versicolor","density: 5.846767e-01<br />Sepal.Length: 6.138748<br />Species: versicolor","density: 5.812073e-01<br />Sepal.Length: 6.145793<br />Species: versicolor","density: 5.776840e-01<br />Sepal.Length: 6.152838<br />Species: versicolor","density: 5.741291e-01<br />Sepal.Length: 6.159883<br />Species: versicolor","density: 5.705386e-01<br />Sepal.Length: 6.166928<br />Species: versicolor","density: 5.668953e-01<br />Sepal.Length: 6.173973<br />Species: versicolor","density: 5.632235e-01<br />Sepal.Length: 6.181018<br />Species: versicolor","density: 5.595229e-01<br />Sepal.Length: 6.188063<br />Species: versicolor","density: 5.557738e-01<br />Sepal.Length: 6.195108<br />Species: versicolor","density: 5.520013e-01<br />Sepal.Length: 6.202153<br />Species: versicolor","density: 5.482058e-01<br />Sepal.Length: 6.209198<br />Species: versicolor","density: 5.443734e-01<br />Sepal.Length: 6.216243<br />Species: versicolor","density: 5.405226e-01<br />Sepal.Length: 6.223288<br />Species: versicolor","density: 5.366554e-01<br />Sepal.Length: 6.230333<br />Species: versicolor","density: 5.327651e-01<br />Sepal.Length: 6.237378<br />Species: versicolor","density: 5.288632e-01<br />Sepal.Length: 6.244423<br />Species: versicolor","density: 5.249527e-01<br />Sepal.Length: 6.251468<br />Species: versicolor","density: 5.210330e-01<br />Sepal.Length: 6.258513<br />Species: versicolor","density: 5.171111e-01<br />Sepal.Length: 6.265558<br />Species: versicolor","density: 5.131892e-01<br />Sepal.Length: 6.272603<br />Species: versicolor","density: 5.092709e-01<br />Sepal.Length: 6.279648<br />Species: versicolor","density: 5.053620e-01<br />Sepal.Length: 6.286693<br />Species: versicolor","density: 5.014619e-01<br />Sepal.Length: 6.293738<br />Species: versicolor","density: 4.975769e-01<br />Sepal.Length: 6.300783<br />Species: versicolor","density: 4.937145e-01<br />Sepal.Length: 6.307828<br />Species: versicolor","density: 4.898694e-01<br />Sepal.Length: 6.314873<br />Species: versicolor","density: 4.860488e-01<br />Sepal.Length: 6.321918<br />Species: versicolor","density: 4.822648e-01<br />Sepal.Length: 6.328963<br />Species: versicolor","density: 4.785062e-01<br />Sepal.Length: 6.336008<br />Species: versicolor","density: 4.747787e-01<br />Sepal.Length: 6.343053<br />Species: versicolor","density: 4.711023e-01<br />Sepal.Length: 6.350098<br />Species: versicolor","density: 4.674581e-01<br />Sepal.Length: 6.357143<br />Species: versicolor","density: 4.638491e-01<br />Sepal.Length: 6.364188<br />Species: versicolor","density: 4.603046e-01<br />Sepal.Length: 6.371233<br />Species: versicolor","density: 4.567978e-01<br />Sepal.Length: 6.378278<br />Species: versicolor","density: 4.533287e-01<br />Sepal.Length: 6.385323<br />Species: versicolor","density: 4.499336e-01<br />Sepal.Length: 6.392368<br />Species: versicolor","density: 4.465808e-01<br />Sepal.Length: 6.399413<br />Species: versicolor","density: 4.432694e-01<br />Sepal.Length: 6.406458<br />Species: versicolor","density: 4.400318e-01<br />Sepal.Length: 6.413503<br />Species: versicolor","density: 4.368428e-01<br />Sepal.Length: 6.420548<br />Species: versicolor","density: 4.336965e-01<br />Sepal.Length: 6.427593<br />Species: versicolor","density: 4.306205e-01<br />Sepal.Length: 6.434638<br />Species: versicolor","density: 4.275969e-01<br />Sepal.Length: 6.441683<br />Species: versicolor","density: 4.246153e-01<br />Sepal.Length: 6.448728<br />Species: versicolor","density: 4.216973e-01<br />Sepal.Length: 6.455773<br />Species: versicolor","density: 4.188330e-01<br />Sepal.Length: 6.462818<br />Species: versicolor","density: 4.160076e-01<br />Sepal.Length: 6.469863<br />Species: versicolor","density: 4.132367e-01<br />Sepal.Length: 6.476908<br />Species: versicolor","density: 4.105174e-01<br />Sepal.Length: 6.483953<br />Species: versicolor","density: 4.078320e-01<br />Sepal.Length: 6.490998<br />Species: versicolor","density: 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4.299259e-02<br />Sepal.Length: 7.230724<br />Species: versicolor","density: 4.085052e-02<br />Sepal.Length: 7.237769<br />Species: versicolor","density: 3.878607e-02<br />Sepal.Length: 7.244814<br />Species: versicolor","density: 3.681316e-02<br />Sepal.Length: 7.251859<br />Species: versicolor","density: 3.489744e-02<br />Sepal.Length: 7.258904<br />Species: versicolor","density: 3.305044e-02<br />Sepal.Length: 7.265949<br />Species: versicolor","density: 3.129694e-02<br />Sepal.Length: 7.272994<br />Species: versicolor","density: 2.959780e-02<br />Sepal.Length: 7.280039<br />Species: versicolor","density: 2.795836e-02<br />Sepal.Length: 7.287084<br />Species: versicolor","density: 2.641296e-02<br />Sepal.Length: 7.294129<br />Species: versicolor","density: 2.491861e-02<br />Sepal.Length: 7.301174<br />Species: versicolor","density: 2.347516e-02<br />Sepal.Length: 7.308219<br />Species: versicolor","density: 2.212475e-02<br />Sepal.Length: 7.315264<br />Species: versicolor","density: 2.082179e-02<br />Sepal.Length: 7.322309<br />Species: versicolor","density: 1.956600e-02<br />Sepal.Length: 7.329354<br />Species: versicolor","density: 1.839153e-02<br />Sepal.Length: 7.336399<br />Species: versicolor","density: 1.726536e-02<br />Sepal.Length: 7.343444<br />Species: versicolor","density: 1.618239e-02<br />Sepal.Length: 7.350489<br />Species: versicolor","density: 1.516947e-02<br />Sepal.Length: 7.357534<br />Species: versicolor","density: 1.420474e-02<br />Sepal.Length: 7.364579<br />Species: versicolor","density: 1.327910e-02<br />Sepal.Length: 7.371624<br />Species: versicolor","density: 1.241292e-02<br />Sepal.Length: 7.378669<br />Species: versicolor","density: 1.159393e-02<br />Sepal.Length: 7.385714<br />Species: versicolor","density: 1.080989e-02<br />Sepal.Length: 7.392759<br />Species: versicolor","density: 1.007556e-02<br />Sepal.Length: 7.399804<br />Species: versicolor","density: 9.386649e-03<br />Sepal.Length: 7.406849<br />Species: versicolor","density: 8.728615e-03<br />Sepal.Length: 7.413894<br />Species: versicolor","density: 8.111472e-03<br />Sepal.Length: 7.420939<br />Species: versicolor","density: 7.537348e-03<br />Sepal.Length: 7.427984<br />Species: versicolor","density: 6.990177e-03<br />Sepal.Length: 7.435029<br />Species: versicolor","density: 6.476084e-03<br />Sepal.Length: 7.442074<br />Species: versicolor","density: 6.002104e-03<br />Sepal.Length: 7.449119<br />Species: versicolor","density: 5.551373e-03<br />Sepal.Length: 7.456164<br />Species: versicolor","density: 5.126928e-03<br />Sepal.Length: 7.463209<br />Species: versicolor","density: 4.739333e-03<br />Sepal.Length: 7.470254<br />Species: versicolor","density: 4.371553e-03<br />Sepal.Length: 7.477299<br />Species: versicolor","density: 4.024265e-03<br />Sepal.Length: 7.484344<br />Species: versicolor","density: 3.710345e-03<br />Sepal.Length: 7.491389<br />Species: versicolor","density: 3.413113e-03<br />Sepal.Length: 7.498434<br />Species: versicolor","density: 3.132422e-03<br />Sepal.Length: 7.505479<br />Species: versicolor","density: 2.879732e-03<br />Sepal.Length: 7.512524<br />Species: versicolor","density: 2.641827e-03<br />Sepal.Length: 7.519569<br />Species: versicolor","density: 2.417686e-03<br />Sepal.Length: 7.526614<br />Species: versicolor","density: 2.215595e-03<br />Sepal.Length: 7.533659<br />Species: versicolor","density: 2.027023e-03<br />Sepal.Length: 7.540705<br />Species: versicolor","density: 1.849769e-03<br />Sepal.Length: 7.547750<br />Species: versicolor","density: 1.689632e-03<br />Sepal.Length: 7.554795<br />Species: versicolor","density: 1.541621e-03<br />Sepal.Length: 7.561840<br />Species: versicolor","density: 1.402810e-03<br />Sepal.Length: 7.568885<br />Species: versicolor","density: 1.277090e-03<br />Sepal.Length: 7.575930<br />Species: versicolor","density: 1.162059e-03<br />Sepal.Length: 7.582975<br />Species: versicolor","density: 1.054417e-03<br />Sepal.Length: 7.590020<br />Species: versicolor","density: 9.566335e-04<br />Sepal.Length: 7.597065<br />Species: versicolor","density: 8.681183e-04<br />Sepal.Length: 7.604110<br />Species: versicolor","density: 7.854675e-04<br />Sepal.Length: 7.611155<br />Species: versicolor","density: 7.101224e-04<br />Sepal.Length: 7.618200<br />Species: versicolor","density: 6.426882e-04<br />Sepal.Length: 7.625245<br />Species: versicolor","density: 5.798542e-04<br />Sepal.Length: 7.632290<br />Species: versicolor","density: 5.223419e-04<br />Sepal.Length: 7.639335<br />Species: versicolor","density: 4.714818e-04<br />Sepal.Length: 7.646380<br />Species: versicolor","density: 4.241878e-04<br />Sepal.Length: 7.653425<br />Species: versicolor","density: 3.806999e-04<br />Sepal.Length: 7.660470<br />Species: versicolor","density: 3.427258e-04<br />Sepal.Length: 7.667515<br />Species: versicolor","density: 3.074835e-04<br />Sepal.Length: 7.674560<br />Species: versicolor","density: 2.749345e-04<br />Sepal.Length: 7.681605<br />Species: versicolor","density: 2.468434e-04<br />Sepal.Length: 7.688650<br />Species: versicolor","density: 2.208448e-04<br />Sepal.Length: 7.695695<br />Species: versicolor","density: 1.968867e-04<br />Sepal.Length: 7.702740<br />Species: versicolor","density: 1.761433e-04<br />Sepal.Length: 7.709785<br />Species: versicolor","density: 1.571566e-04<br />Sepal.Length: 7.716830<br />Species: versicolor","density: 1.396980e-04<br />Sepal.Length: 7.723875<br />Species: versicolor","density: 1.245256e-04<br />Sepal.Length: 7.730920<br />Species: versicolor","density: 1.107996e-04<br />Sepal.Length: 7.737965<br />Species: versicolor","density: 9.820476e-05<br />Sepal.Length: 7.745010<br />Species: versicolor","density: 8.721239e-05<br />Sepal.Length: 7.752055<br />Species: versicolor","density: 7.738994e-05<br />Sepal.Length: 7.759100<br />Species: versicolor","density: 6.839512e-05<br />Sepal.Length: 7.766145<br />Species: versicolor","density: 6.050693e-05<br />Sepal.Length: 7.773190<br />Species: versicolor","density: 5.354928e-05<br />Sepal.Length: 7.780235<br />Species: versicolor","density: 4.719016e-05<br />Sepal.Length: 7.787280<br />Species: versicolor","density: 4.158344e-05<br />Sepal.Length: 7.794325<br />Species: versicolor","density: 3.670526e-05<br />Sepal.Length: 7.801370<br />Species: versicolor","density: 3.225491e-05<br />Sepal.Length: 7.808415<br />Species: versicolor","density: 2.830777e-05<br />Sepal.Length: 7.815460<br />Species: versicolor","density: 2.492252e-05<br />Sepal.Length: 7.822505<br />Species: versicolor","density: 2.183952e-05<br />Sepal.Length: 7.829550<br />Species: versicolor","density: 1.908724e-05<br />Sepal.Length: 7.836595<br />Species: versicolor","density: 1.676212e-05<br />Sepal.Length: 7.843640<br />Species: versicolor","density: 1.464802e-05<br />Sepal.Length: 7.850685<br />Species: versicolor","density: 1.274723e-05<br />Sepal.Length: 7.857730<br />Species: versicolor","density: 1.116668e-05<br />Sepal.Length: 7.864775<br />Species: versicolor","density: 9.731727e-06<br />Sepal.Length: 7.871820<br />Species: versicolor","density: 8.439688e-06<br />Sepal.Length: 7.878865<br />Species: versicolor","density: 7.368220e-06<br />Sepal.Length: 7.885910<br />Species: versicolor","density: 6.404170e-06<br />Sepal.Length: 7.892955<br />Species: versicolor","density: 5.537799e-06<br />Sepal.Length: 7.900000<br />Species: versicolor","density: 5.537799e-06<br />Sepal.Length: 7.900000<br />Species: versicolor","density: 6.404170e-06<br />Sepal.Length: 7.892955<br />Species: versicolor","density: 7.368220e-06<br />Sepal.Length: 7.885910<br />Species: versicolor","density: 8.439688e-06<br />Sepal.Length: 7.878865<br />Species: versicolor","density: 9.731727e-06<br />Sepal.Length: 7.871820<br />Species: versicolor","density: 1.116668e-05<br />Sepal.Length: 7.864775<br />Species: versicolor","density: 1.274723e-05<br />Sepal.Length: 7.857730<br />Species: versicolor","density: 1.464802e-05<br />Sepal.Length: 7.850685<br />Species: versicolor","density: 1.676212e-05<br />Sepal.Length: 7.843640<br />Species: versicolor","density: 1.908724e-05<br />Sepal.Length: 7.836595<br />Species: versicolor","density: 2.183952e-05<br />Sepal.Length: 7.829550<br />Species: versicolor","density: 2.492252e-05<br />Sepal.Length: 7.822505<br />Species: versicolor","density: 2.830777e-05<br />Sepal.Length: 7.815460<br />Species: versicolor","density: 3.225491e-05<br />Sepal.Length: 7.808415<br />Species: versicolor","density: 3.670526e-05<br />Sepal.Length: 7.801370<br />Species: versicolor","density: 4.158344e-05<br />Sepal.Length: 7.794325<br />Species: versicolor","density: 4.719016e-05<br />Sepal.Length: 7.787280<br />Species: versicolor","density: 5.354928e-05<br />Sepal.Length: 7.780235<br />Species: versicolor","density: 6.050693e-05<br />Sepal.Length: 7.773190<br />Species: versicolor","density: 6.839512e-05<br />Sepal.Length: 7.766145<br />Species: versicolor","density: 7.738994e-05<br />Sepal.Length: 7.759100<br />Species: versicolor","density: 8.721239e-05<br />Sepal.Length: 7.752055<br />Species: versicolor","density: 9.820476e-05<br />Sepal.Length: 7.745010<br />Species: versicolor","density: 1.107996e-04<br />Sepal.Length: 7.737965<br />Species: versicolor","density: 1.245256e-04<br />Sepal.Length: 7.730920<br />Species: versicolor","density: 1.396980e-04<br />Sepal.Length: 7.723875<br />Species: versicolor","density: 1.571566e-04<br />Sepal.Length: 7.716830<br />Species: versicolor","density: 1.761433e-04<br />Sepal.Length: 7.709785<br />Species: versicolor","density: 1.968867e-04<br />Sepal.Length: 7.702740<br />Species: versicolor","density: 2.208448e-04<br />Sepal.Length: 7.695695<br />Species: versicolor","density: 2.468434e-04<br />Sepal.Length: 7.688650<br />Species: versicolor","density: 2.749345e-04<br />Sepal.Length: 7.681605<br />Species: versicolor","density: 3.074835e-04<br />Sepal.Length: 7.674560<br />Species: versicolor","density: 3.427258e-04<br />Sepal.Length: 7.667515<br />Species: versicolor","density: 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1.421928e-01<br />Sepal.Length: 7.019374<br />Species: versicolor","density: 1.465076e-01<br />Sepal.Length: 7.012329<br />Species: versicolor","density: 1.508552e-01<br />Sepal.Length: 7.005284<br />Species: versicolor","density: 1.552439e-01<br />Sepal.Length: 6.998239<br />Species: versicolor","density: 1.596767e-01<br />Sepal.Length: 6.991194<br />Species: versicolor","density: 1.641347e-01<br />Sepal.Length: 6.984149<br />Species: versicolor","density: 1.686216e-01<br />Sepal.Length: 6.977104<br />Species: versicolor","density: 1.731426e-01<br />Sepal.Length: 6.970059<br />Species: versicolor","density: 1.776805e-01<br />Sepal.Length: 6.963014<br />Species: versicolor","density: 1.822360e-01<br />Sepal.Length: 6.955969<br />Species: versicolor","density: 1.868131e-01<br />Sepal.Length: 6.948924<br />Species: versicolor","density: 1.913982e-01<br />Sepal.Length: 6.941879<br />Species: versicolor","density: 1.959911e-01<br />Sepal.Length: 6.934834<br />Species: versicolor","density: 2.005904e-01<br />Sepal.Length: 6.927789<br />Species: versicolor","density: 2.051888e-01<br />Sepal.Length: 6.920744<br />Species: versicolor","density: 2.097857e-01<br />Sepal.Length: 6.913699<br />Species: versicolor","density: 2.143732e-01<br />Sepal.Length: 6.906654<br />Species: versicolor","density: 2.189500e-01<br />Sepal.Length: 6.899609<br />Species: versicolor","density: 2.235162e-01<br />Sepal.Length: 6.892564<br />Species: versicolor","density: 2.280589e-01<br />Sepal.Length: 6.885519<br />Species: versicolor","density: 2.325795e-01<br />Sepal.Length: 6.878474<br />Species: versicolor","density: 2.370804e-01<br />Sepal.Length: 6.871429<br />Species: versicolor","density: 2.415462e-01<br />Sepal.Length: 6.864384<br />Species: versicolor","density: 2.459770e-01<br />Sepal.Length: 6.857339<br />Species: versicolor","density: 2.503797e-01<br />Sepal.Length: 6.850294<br />Species: versicolor","density: 2.547380e-01<br />Sepal.Length: 6.843249<br />Species: versicolor","density: 2.590478e-01<br />Sepal.Length: 6.836204<br />Species: versicolor","density: 2.633217e-01<br />Sepal.Length: 6.829159<br />Species: versicolor","density: 2.675448e-01<br />Sepal.Length: 6.822114<br />Species: versicolor","density: 2.717055e-01<br />Sepal.Length: 6.815068<br />Species: versicolor","density: 2.758238e-01<br />Sepal.Length: 6.808023<br />Species: versicolor","density: 2.798875e-01<br />Sepal.Length: 6.800978<br />Species: versicolor","density: 2.838757e-01<br />Sepal.Length: 6.793933<br />Species: versicolor","density: 2.878162e-01<br />Sepal.Length: 6.786888<br />Species: versicolor","density: 2.917013e-01<br />Sepal.Length: 6.779843<br />Species: versicolor","density: 2.954990e-01<br />Sepal.Length: 6.772798<br />Species: versicolor","density: 2.992453e-01<br />Sepal.Length: 6.765753<br />Species: versicolor","density: 3.029380e-01<br />Sepal.Length: 6.758708<br />Species: versicolor","density: 3.065334e-01<br />Sepal.Length: 6.751663<br />Species: versicolor","density: 3.100758e-01<br />Sepal.Length: 6.744618<br />Species: versicolor","density: 3.135652e-01<br />Sepal.Length: 6.737573<br />Species: versicolor","density: 3.169574e-01<br />Sepal.Length: 6.730528<br />Species: versicolor","density: 3.202934e-01<br />Sepal.Length: 6.723483<br />Species: versicolor","density: 3.235768e-01<br />Sepal.Length: 6.716438<br />Species: versicolor","density: 3.267707e-01<br />Sepal.Length: 6.709393<br />Species: versicolor","density: 3.299053e-01<br />Sepal.Length: 6.702348<br />Species: versicolor","density: 3.329899e-01<br />Sepal.Length: 6.695303<br />Species: versicolor","density: 3.359955e-01<br />Sepal.Length: 6.688258<br />Species: versicolor","density: 3.389416e-01<br />Sepal.Length: 6.681213<br />Species: versicolor","density: 3.418421e-01<br />Sepal.Length: 6.674168<br />Species: versicolor","density: 3.446761e-01<br />Sepal.Length: 6.667123<br />Species: versicolor","density: 3.474536e-01<br />Sepal.Length: 6.660078<br />Species: versicolor","density: 3.501918e-01<br />Sepal.Length: 6.653033<br />Species: versicolor","density: 3.528774e-01<br />Sepal.Length: 6.645988<br />Species: versicolor","density: 3.555128e-01<br />Sepal.Length: 6.638943<br />Species: versicolor","density: 3.581170e-01<br />Sepal.Length: 6.631898<br />Species: versicolor","density: 3.606827e-01<br />Sepal.Length: 6.624853<br />Species: versicolor","density: 3.632082e-01<br />Sepal.Length: 6.617808<br />Species: versicolor","density: 3.657116e-01<br />Sepal.Length: 6.610763<br />Species: versicolor","density: 3.681903e-01<br />Sepal.Length: 6.603718<br />Species: versicolor","density: 3.706419e-01<br />Sepal.Length: 6.596673<br />Species: versicolor","density: 3.730816e-01<br />Sepal.Length: 6.589628<br />Species: versicolor","density: 3.755092e-01<br />Sepal.Length: 6.582583<br />Species: versicolor","density: 3.779257e-01<br />Sepal.Length: 6.575538<br />Species: versicolor","density: 3.803406e-01<br />Sepal.Length: 6.568493<br />Species: versicolor","density: 3.827545e-01<br />Sepal.Length: 6.561448<br />Species: versicolor","density: 3.851754e-01<br />Sepal.Length: 6.554403<br />Species: versicolor","density: 3.876049e-01<br />Sepal.Length: 6.547358<br />Species: versicolor","density: 3.900436e-01<br />Sepal.Length: 6.540313<br />Species: versicolor","density: 3.925057e-01<br />Sepal.Length: 6.533268<br />Species: versicolor","density: 3.949877e-01<br />Sepal.Length: 6.526223<br />Species: versicolor","density: 3.974883e-01<br />Sepal.Length: 6.519178<br />Species: versicolor","density: 4.000254e-01<br />Sepal.Length: 6.512133<br />Species: versicolor","density: 4.025943e-01<br />Sepal.Length: 6.505088<br />Species: versicolor","density: 4.051901e-01<br />Sepal.Length: 6.498043<br />Species: versicolor","density: 4.078320e-01<br />Sepal.Length: 6.490998<br />Species: versicolor","density: 4.105174e-01<br />Sepal.Length: 6.483953<br />Species: versicolor","density: 4.132367e-01<br />Sepal.Length: 6.476908<br />Species: versicolor","density: 4.160076e-01<br />Sepal.Length: 6.469863<br />Species: versicolor","density: 4.188330e-01<br />Sepal.Length: 6.462818<br />Species: versicolor","density: 4.216973e-01<br />Sepal.Length: 6.455773<br />Species: versicolor","density: 4.246153e-01<br />Sepal.Length: 6.448728<br />Species: versicolor","density: 4.275969e-01<br />Sepal.Length: 6.441683<br />Species: versicolor","density: 4.306205e-01<br />Sepal.Length: 6.434638<br />Species: versicolor","density: 4.336965e-01<br />Sepal.Length: 6.427593<br />Species: versicolor","density: 4.368428e-01<br />Sepal.Length: 6.420548<br />Species: versicolor","density: 4.400318e-01<br />Sepal.Length: 6.413503<br />Species: versicolor","density: 4.432694e-01<br />Sepal.Length: 6.406458<br />Species: versicolor","density: 4.465808e-01<br />Sepal.Length: 6.399413<br />Species: versicolor","density: 4.499336e-01<br />Sepal.Length: 6.392368<br />Species: versicolor","density: 4.533287e-01<br />Sepal.Length: 6.385323<br />Species: versicolor","density: 4.567978e-01<br />Sepal.Length: 6.378278<br />Species: versicolor","density: 4.603046e-01<br />Sepal.Length: 6.371233<br />Species: versicolor","density: 4.638491e-01<br />Sepal.Length: 6.364188<br />Species: versicolor","density: 4.674581e-01<br />Sepal.Length: 6.357143<br />Species: versicolor","density: 4.711023e-01<br />Sepal.Length: 6.350098<br />Species: versicolor","density: 4.747787e-01<br />Sepal.Length: 6.343053<br />Species: versicolor","density: 4.785062e-01<br />Sepal.Length: 6.336008<br />Species: versicolor","density: 4.822648e-01<br />Sepal.Length: 6.328963<br />Species: versicolor","density: 4.860488e-01<br />Sepal.Length: 6.321918<br />Species: versicolor","density: 4.898694e-01<br />Sepal.Length: 6.314873<br />Species: versicolor","density: 4.937145e-01<br />Sepal.Length: 6.307828<br />Species: versicolor","density: 4.975769e-01<br />Sepal.Length: 6.300783<br />Species: versicolor","density: 5.014619e-01<br />Sepal.Length: 6.293738<br />Species: versicolor","density: 5.053620e-01<br />Sepal.Length: 6.286693<br />Species: versicolor","density: 5.092709e-01<br />Sepal.Length: 6.279648<br />Species: versicolor","density: 5.131892e-01<br />Sepal.Length: 6.272603<br />Species: versicolor","density: 5.171111e-01<br />Sepal.Length: 6.265558<br />Species: versicolor","density: 5.210330e-01<br />Sepal.Length: 6.258513<br />Species: versicolor","density: 5.249527e-01<br />Sepal.Length: 6.251468<br />Species: versicolor","density: 5.288632e-01<br />Sepal.Length: 6.244423<br />Species: versicolor","density: 5.327651e-01<br />Sepal.Length: 6.237378<br />Species: versicolor","density: 5.366554e-01<br />Sepal.Length: 6.230333<br />Species: versicolor","density: 5.405226e-01<br />Sepal.Length: 6.223288<br />Species: versicolor","density: 5.443734e-01<br />Sepal.Length: 6.216243<br />Species: versicolor","density: 5.482058e-01<br />Sepal.Length: 6.209198<br />Species: versicolor","density: 5.520013e-01<br />Sepal.Length: 6.202153<br />Species: versicolor","density: 5.557738e-01<br />Sepal.Length: 6.195108<br />Species: versicolor","density: 5.595229e-01<br />Sepal.Length: 6.188063<br />Species: versicolor","density: 5.632235e-01<br />Sepal.Length: 6.181018<br />Species: versicolor","density: 5.668953e-01<br />Sepal.Length: 6.173973<br />Species: versicolor","density: 5.705386e-01<br />Sepal.Length: 6.166928<br />Species: versicolor","density: 5.741291e-01<br />Sepal.Length: 6.159883<br />Species: versicolor","density: 5.776840e-01<br />Sepal.Length: 6.152838<br />Species: versicolor","density: 5.812073e-01<br />Sepal.Length: 6.145793<br />Species: versicolor","density: 5.846767e-01<br />Sepal.Length: 6.138748<br />Species: versicolor","density: 5.881055e-01<br />Sepal.Length: 6.131703<br />Species: versicolor","density: 5.915012e-01<br />Sepal.Length: 6.124658<br />Species: versicolor","density: 5.948456e-01<br />Sepal.Length: 6.117613<br />Species: versicolor","density: 5.981460e-01<br />Sepal.Length: 6.110568<br />Species: versicolor","density: 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5.572060e-01<br />Sepal.Length: 6.131703<br />Species: virginica","density: 5.639409e-01<br />Sepal.Length: 6.138748<br />Species: virginica","density: 5.706736e-01<br />Sepal.Length: 6.145793<br />Species: virginica","density: 5.773805e-01<br />Sepal.Length: 6.152838<br />Species: virginica","density: 5.840607e-01<br />Sepal.Length: 6.159883<br />Species: virginica","density: 5.907123e-01<br />Sepal.Length: 6.166928<br />Species: virginica","density: 5.972852e-01<br />Sepal.Length: 6.173973<br />Species: virginica","density: 6.038005e-01<br />Sepal.Length: 6.181018<br />Species: virginica","density: 6.102565e-01<br />Sepal.Length: 6.188063<br />Species: virginica","density: 6.165905e-01<br />Sepal.Length: 6.195108<br />Species: virginica","density: 6.228247e-01<br />Sepal.Length: 6.202153<br />Species: virginica","density: 6.289678e-01<br />Sepal.Length: 6.209198<br />Species: virginica","density: 6.349537e-01<br />Sepal.Length: 6.216243<br />Species: virginica","density: 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2.443950e-01<br />Sepal.Length: 7.505479<br />Species: virginica","density: 2.446051e-01<br />Sepal.Length: 7.512524<br />Species: virginica","density: 2.448401e-01<br />Sepal.Length: 7.519569<br />Species: virginica","density: 2.450931e-01<br />Sepal.Length: 7.526614<br />Species: virginica","density: 2.453663e-01<br />Sepal.Length: 7.533659<br />Species: virginica","density: 2.456474e-01<br />Sepal.Length: 7.540705<br />Species: virginica","density: 2.459304e-01<br />Sepal.Length: 7.547750<br />Species: virginica","density: 2.462106e-01<br />Sepal.Length: 7.554795<br />Species: virginica","density: 2.464750e-01<br />Sepal.Length: 7.561840<br />Species: virginica","density: 2.467235e-01<br />Sepal.Length: 7.568885<br />Species: virginica","density: 2.469491e-01<br />Sepal.Length: 7.575930<br />Species: virginica","density: 2.471292e-01<br />Sepal.Length: 7.582975<br />Species: virginica","density: 2.472748e-01<br />Sepal.Length: 7.590020<br />Species: virginica","density: 2.473817e-01<br />Sepal.Length: 7.597065<br />Species: virginica","density: 2.474082e-01<br />Sepal.Length: 7.604110<br />Species: virginica","density: 2.473820e-01<br />Sepal.Length: 7.611155<br />Species: virginica","density: 2.473019e-01<br />Sepal.Length: 7.618200<br />Species: virginica","density: 2.471129e-01<br />Sepal.Length: 7.625245<br />Species: virginica","density: 2.468493e-01<br />Sepal.Length: 7.632290<br />Species: virginica","density: 2.465150e-01<br />Sepal.Length: 7.639335<br />Species: virginica","density: 2.460567e-01<br />Sepal.Length: 7.646380<br />Species: virginica","density: 2.454968e-01<br />Sepal.Length: 7.653425<br />Species: virginica","density: 2.448519e-01<br />Sepal.Length: 7.660470<br />Species: virginica","density: 2.440756e-01<br />Sepal.Length: 7.667515<br />Species: virginica","density: 2.431704e-01<br />Sepal.Length: 7.674560<br />Species: virginica","density: 2.421690e-01<br />Sepal.Length: 7.681605<br />Species: virginica","density: 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2.141454e-01<br />Sepal.Length: 7.780235<br />Species: virginica","density: 2.111665e-01<br />Sepal.Length: 7.787280<br />Species: virginica","density: 2.080968e-01<br />Sepal.Length: 7.794325<br />Species: virginica","density: 2.048990e-01<br />Sepal.Length: 7.801370<br />Species: virginica","density: 2.015872e-01<br />Sepal.Length: 7.808415<br />Species: virginica","density: 1.981969e-01<br />Sepal.Length: 7.815460<br />Species: virginica","density: 1.947072e-01<br />Sepal.Length: 7.822505<br />Species: virginica","density: 1.911117e-01<br />Sepal.Length: 7.829550<br />Species: virginica","density: 1.874526e-01<br />Sepal.Length: 7.836595<br />Species: virginica","density: 1.837215e-01<br />Sepal.Length: 7.843640<br />Species: virginica","density: 1.798997e-01<br />Sepal.Length: 7.850685<br />Species: virginica","density: 1.760304e-01<br />Sepal.Length: 7.857730<br />Species: virginica","density: 1.721140e-01<br />Sepal.Length: 7.864775<br />Species: virginica","density: 1.681279e-01<br />Sepal.Length: 7.871820<br />Species: virginica","density: 1.641115e-01<br />Sepal.Length: 7.878865<br />Species: virginica","density: 1.600662e-01<br />Sepal.Length: 7.885910<br />Species: virginica","density: 1.559828e-01<br />Sepal.Length: 7.892955<br />Species: virginica","density: 1.518838e-01<br />Sepal.Length: 7.900000<br />Species: virginica","density: 1.518838e-01<br />Sepal.Length: 7.900000<br />Species: virginica","density: 1.518838e-01<br />Sepal.Length: 7.900000<br />Species: virginica","density: 1.559828e-01<br />Sepal.Length: 7.892955<br />Species: virginica","density: 1.600662e-01<br />Sepal.Length: 7.885910<br />Species: virginica","density: 1.641115e-01<br />Sepal.Length: 7.878865<br />Species: virginica","density: 1.681279e-01<br />Sepal.Length: 7.871820<br />Species: virginica","density: 1.721140e-01<br />Sepal.Length: 7.864775<br />Species: virginica","density: 1.760304e-01<br />Sepal.Length: 7.857730<br />Species: virginica","density: 1.798997e-01<br />Sepal.Length: 7.850685<br />Species: virginica","density: 1.837215e-01<br />Sepal.Length: 7.843640<br />Species: virginica","density: 1.874526e-01<br />Sepal.Length: 7.836595<br />Species: virginica","density: 1.911117e-01<br />Sepal.Length: 7.829550<br />Species: virginica","density: 1.947072e-01<br />Sepal.Length: 7.822505<br />Species: virginica","density: 1.981969e-01<br />Sepal.Length: 7.815460<br />Species: virginica","density: 2.015872e-01<br />Sepal.Length: 7.808415<br />Species: virginica","density: 2.048990e-01<br />Sepal.Length: 7.801370<br />Species: virginica","density: 2.080968e-01<br />Sepal.Length: 7.794325<br />Species: virginica","density: 2.111665e-01<br />Sepal.Length: 7.787280<br />Species: virginica","density: 2.141454e-01<br />Sepal.Length: 7.780235<br />Species: virginica","density: 2.170086e-01<br />Sepal.Length: 7.773190<br />Species: virginica","density: 2.197156e-01<br />Sepal.Length: 7.766145<br />Species: virginica","density: 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2.192564<br />Species: setosa","density: 4.269162e-02<br />Sepal.Width: 2.197260<br />Species: setosa","density: 4.364171e-02<br />Sepal.Width: 2.201957<br />Species: setosa","density: 4.457275e-02<br />Sepal.Width: 2.206654<br />Species: setosa","density: 4.547620e-02<br />Sepal.Width: 2.211350<br />Species: setosa","density: 4.634324e-02<br />Sepal.Width: 2.216047<br />Species: setosa","density: 4.718558e-02<br />Sepal.Width: 2.220744<br />Species: setosa","density: 4.799428e-02<br />Sepal.Width: 2.225440<br />Species: setosa","density: 4.875676e-02<br />Sepal.Width: 2.230137<br />Species: setosa","density: 4.948931e-02<br />Sepal.Width: 2.234834<br />Species: setosa","density: 5.018330e-02<br />Sepal.Width: 2.239530<br />Species: setosa","density: 5.082158e-02<br />Sepal.Width: 2.244227<br />Species: setosa","density: 5.142535e-02<br />Sepal.Width: 2.248924<br />Species: setosa","density: 5.198693e-02<br />Sepal.Width: 2.253620<br />Species: setosa","density: 5.248411e-02<br 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5.396613e-02<br />Sepal.Width: 2.324070<br />Species: setosa","density: 5.364657e-02<br />Sepal.Width: 2.328767<br />Species: setosa","density: 5.328467e-02<br />Sepal.Width: 2.333464<br />Species: setosa","density: 5.288311e-02<br />Sepal.Width: 2.338160<br />Species: setosa","density: 5.241135e-02<br />Sepal.Width: 2.342857<br />Species: setosa","density: 5.189871e-02<br />Sepal.Width: 2.347554<br />Species: setosa","density: 5.134978e-02<br />Sepal.Width: 2.352250<br />Species: setosa","density: 5.073930e-02<br />Sepal.Width: 2.356947<br />Species: setosa","density: 5.009090e-02<br />Sepal.Width: 2.361644<br />Species: setosa","density: 4.941061e-02<br />Sepal.Width: 2.366341<br />Species: setosa","density: 4.867858e-02<br />Sepal.Width: 2.371037<br />Species: setosa","density: 4.791305e-02<br />Sepal.Width: 2.375734<br />Species: setosa","density: 4.712087e-02<br />Sepal.Width: 2.380431<br />Species: setosa","density: 4.628755e-02<br />Sepal.Width: 2.385127<br />Species: setosa","density: 4.542650e-02<br />Sepal.Width: 2.389824<br />Species: setosa","density: 4.454473e-02<br />Sepal.Width: 2.394521<br />Species: setosa","density: 4.363274e-02<br />Sepal.Width: 2.399217<br />Species: setosa","density: 4.270005e-02<br />Sepal.Width: 2.403914<br />Species: setosa","density: 4.175304e-02<br />Sepal.Width: 2.408611<br />Species: setosa","density: 4.078670e-02<br />Sepal.Width: 2.413307<br />Species: setosa","density: 3.980778e-02<br />Sepal.Width: 2.418004<br />Species: setosa","density: 3.882119e-02<br />Sepal.Width: 2.422701<br />Species: setosa","density: 3.782584e-02<br />Sepal.Width: 2.427397<br />Species: setosa","density: 3.682690e-02<br />Sepal.Width: 2.432094<br />Species: setosa","density: 3.582709e-02<br />Sepal.Width: 2.436791<br />Species: setosa","density: 3.482846e-02<br />Sepal.Width: 2.441487<br />Species: setosa","density: 3.383596e-02<br />Sepal.Width: 2.446184<br />Species: setosa","density: 3.284935e-02<br />Sepal.Width: 2.450881<br 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2.516634<br />Species: setosa","density: 2.087781e-02<br />Sepal.Width: 2.521331<br />Species: setosa","density: 2.038076e-02<br />Sepal.Width: 2.526027<br />Species: setosa","density: 1.995849e-02<br />Sepal.Width: 2.530724<br />Species: setosa","density: 1.958021e-02<br />Sepal.Width: 2.535421<br />Species: setosa","density: 1.925010e-02<br />Sepal.Width: 2.540117<br />Species: setosa","density: 1.900857e-02<br />Sepal.Width: 2.544814<br />Species: setosa","density: 1.881756e-02<br />Sepal.Width: 2.549511<br />Species: setosa","density: 1.867891e-02<br />Sepal.Width: 2.554207<br />Species: setosa","density: 1.864391e-02<br />Sepal.Width: 2.558904<br />Species: setosa","density: 1.866634e-02<br />Sepal.Width: 2.563601<br />Species: setosa","density: 1.874639e-02<br />Sepal.Width: 2.568297<br />Species: setosa","density: 1.894404e-02<br />Sepal.Width: 2.572994<br />Species: setosa","density: 1.920795e-02<br />Sepal.Width: 2.577691<br />Species: setosa","density: 1.953696e-02<br 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3.567441e-02<br />Sepal.Width: 2.648141<br />Species: setosa","density: 3.777295e-02<br />Sepal.Width: 2.652838<br />Species: setosa","density: 4.005965e-02<br />Sepal.Width: 2.657534<br />Species: setosa","density: 4.251126e-02<br />Sepal.Width: 2.662231<br />Species: setosa","density: 4.508803e-02<br />Sepal.Width: 2.666928<br />Species: setosa","density: 4.786437e-02<br />Sepal.Width: 2.671624<br />Species: setosa","density: 5.082815e-02<br />Sepal.Width: 2.676321<br />Species: setosa","density: 5.392885e-02<br />Sepal.Width: 2.681018<br />Species: setosa","density: 5.723941e-02<br />Sepal.Width: 2.685714<br />Species: setosa","density: 6.076101e-02<br />Sepal.Width: 2.690411<br />Species: setosa","density: 6.443108e-02<br />Sepal.Width: 2.695108<br />Species: setosa","density: 6.831967e-02<br />Sepal.Width: 2.699804<br />Species: setosa","density: 7.244334e-02<br />Sepal.Width: 2.704501<br />Species: setosa","density: 7.672639e-02<br />Sepal.Width: 2.709198<br />Species: setosa","density: 8.123440e-02<br />Sepal.Width: 2.713894<br />Species: setosa","density: 8.600122e-02<br />Sepal.Width: 2.718591<br />Species: setosa","density: 9.093716e-02<br />Sepal.Width: 2.723288<br />Species: setosa","density: 9.610179e-02<br />Sepal.Width: 2.727984<br />Species: setosa","density: 1.015476e-01<br />Sepal.Width: 2.732681<br />Species: setosa","density: 1.071707e-01<br />Sepal.Width: 2.737378<br />Species: setosa","density: 1.130229e-01<br />Sepal.Width: 2.742074<br />Species: setosa","density: 1.191763e-01<br />Sepal.Width: 2.746771<br />Species: setosa","density: 1.255127e-01<br />Sepal.Width: 2.751468<br />Species: setosa","density: 1.320752e-01<br />Sepal.Width: 2.756164<br />Species: setosa","density: 1.389554e-01<br />Sepal.Width: 2.760861<br />Species: setosa","density: 1.460214e-01<br />Sepal.Width: 2.765558<br />Species: setosa","density: 1.533066e-01<br />Sepal.Width: 2.770254<br />Species: setosa","density: 1.609210e-01<br />Sepal.Width: 2.774951<br 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3.164775<br />Species: setosa","density: 8.828410e-01<br />Sepal.Width: 3.169472<br />Species: setosa","density: 8.861867e-01<br />Sepal.Width: 3.174168<br />Species: setosa","density: 8.895411e-01<br />Sepal.Width: 3.178865<br />Species: setosa","density: 8.929064e-01<br />Sepal.Width: 3.183562<br />Species: setosa","density: 8.962979e-01<br />Sepal.Width: 3.188258<br />Species: setosa","density: 8.997277e-01<br />Sepal.Width: 3.192955<br />Species: setosa","density: 9.031886e-01<br />Sepal.Width: 3.197652<br />Species: setosa","density: 9.067019e-01<br />Sepal.Width: 3.202348<br />Species: setosa","density: 9.102788e-01<br />Sepal.Width: 3.207045<br />Species: setosa","density: 9.139020e-01<br />Sepal.Width: 3.211742<br />Species: setosa","density: 9.175951e-01<br />Sepal.Width: 3.216438<br />Species: setosa","density: 9.213705e-01<br />Sepal.Width: 3.221135<br />Species: setosa","density: 9.252018e-01<br />Sepal.Width: 3.225832<br />Species: setosa","density: 9.291113e-01<br 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9.908701e-01<br />Sepal.Width: 3.296282<br />Species: setosa","density: 9.955532e-01<br />Sepal.Width: 3.300978<br />Species: setosa","density: 1.000215e+00<br />Sepal.Width: 3.305675<br />Species: setosa","density: 1.004854e+00<br />Sepal.Width: 3.310372<br />Species: setosa","density: 1.009465e+00<br />Sepal.Width: 3.315068<br />Species: setosa","density: 1.013998e+00<br />Sepal.Width: 3.319765<br />Species: setosa","density: 1.018475e+00<br />Sepal.Width: 3.324462<br />Species: setosa","density: 1.022895e+00<br />Sepal.Width: 3.329159<br />Species: setosa","density: 1.027173e+00<br />Sepal.Width: 3.333855<br />Species: setosa","density: 1.031360e+00<br />Sepal.Width: 3.338552<br />Species: setosa","density: 1.035455e+00<br />Sepal.Width: 3.343249<br />Species: setosa","density: 1.039348e+00<br />Sepal.Width: 3.347945<br />Species: setosa","density: 1.043110e+00<br />Sepal.Width: 3.352642<br />Species: setosa","density: 1.046745e+00<br />Sepal.Width: 3.357339<br />Species: setosa","density: 1.050121e+00<br />Sepal.Width: 3.362035<br />Species: setosa","density: 1.053323e+00<br />Sepal.Width: 3.366732<br />Species: setosa","density: 1.056365e+00<br />Sepal.Width: 3.371429<br />Species: setosa","density: 1.059098e+00<br />Sepal.Width: 3.376125<br />Species: setosa","density: 1.061613e+00<br />Sepal.Width: 3.380822<br />Species: setosa","density: 1.063938e+00<br />Sepal.Width: 3.385519<br />Species: setosa","density: 1.065914e+00<br />Sepal.Width: 3.390215<br />Species: setosa","density: 1.067628e+00<br />Sepal.Width: 3.394912<br />Species: setosa","density: 1.069126e+00<br />Sepal.Width: 3.399609<br />Species: setosa","density: 1.070246e+00<br />Sepal.Width: 3.404305<br />Species: setosa","density: 1.071066e+00<br />Sepal.Width: 3.409002<br />Species: setosa","density: 1.071648e+00<br />Sepal.Width: 3.413699<br />Species: setosa","density: 1.071835e+00<br />Sepal.Width: 3.418395<br />Species: setosa","density: 1.071690e+00<br />Sepal.Width: 3.423092<br 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3.488845<br />Species: setosa","density: 1.030001e+00<br />Sepal.Width: 3.493542<br />Species: setosa","density: 1.024741e+00<br />Sepal.Width: 3.498239<br />Species: setosa","density: 1.019211e+00<br />Sepal.Width: 3.502935<br />Species: setosa","density: 1.013360e+00<br />Sepal.Width: 3.507632<br />Species: setosa","density: 1.007324e+00<br />Sepal.Width: 3.512329<br />Species: setosa","density: 1.001063e+00<br />Sepal.Width: 3.517025<br />Species: setosa","density: 9.945203e-01<br />Sepal.Width: 3.521722<br />Species: setosa","density: 9.878233e-01<br />Sepal.Width: 3.526419<br />Species: setosa","density: 9.809469e-01<br />Sepal.Width: 3.531115<br />Species: setosa","density: 9.738354e-01<br />Sepal.Width: 3.535812<br />Species: setosa","density: 9.666029e-01<br />Sepal.Width: 3.540509<br />Species: setosa","density: 9.592361e-01<br />Sepal.Width: 3.545205<br />Species: setosa","density: 9.516865e-01<br />Sepal.Width: 3.549902<br />Species: setosa","density: 9.440497e-01<br 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8.321220e-01<br />Sepal.Width: 3.620352<br />Species: setosa","density: 8.242412e-01<br />Sepal.Width: 3.625049<br />Species: setosa","density: 8.164070e-01<br />Sepal.Width: 3.629746<br />Species: setosa","density: 8.086658e-01<br />Sepal.Width: 3.634442<br />Species: setosa","density: 8.009935e-01<br />Sepal.Width: 3.639139<br />Species: setosa","density: 7.933808e-01<br />Sepal.Width: 3.643836<br />Species: setosa","density: 7.858763e-01<br />Sepal.Width: 3.648532<br />Species: setosa","density: 7.784538e-01<br />Sepal.Width: 3.653229<br />Species: setosa","density: 7.710983e-01<br />Sepal.Width: 3.657926<br />Species: setosa","density: 7.638569e-01<br />Sepal.Width: 3.662622<br />Species: setosa","density: 7.567050e-01<br />Sepal.Width: 3.667319<br />Species: setosa","density: 7.496227e-01<br />Sepal.Width: 3.672016<br />Species: setosa","density: 7.426520e-01<br />Sepal.Width: 3.676712<br />Species: setosa","density: 7.357727e-01<br />Sepal.Width: 3.681409<br />Species: setosa","density: 7.289608e-01<br />Sepal.Width: 3.686106<br />Species: setosa","density: 7.222516e-01<br />Sepal.Width: 3.690802<br />Species: setosa","density: 7.156302e-01<br />Sepal.Width: 3.695499<br />Species: setosa","density: 7.090700e-01<br />Sepal.Width: 3.700196<br />Species: setosa","density: 7.025987e-01<br />Sepal.Width: 3.704892<br />Species: setosa","density: 6.962065e-01<br />Sepal.Width: 3.709589<br />Species: setosa","density: 6.898665e-01<br />Sepal.Width: 3.714286<br />Species: setosa","density: 6.835983e-01<br />Sepal.Width: 3.718982<br />Species: setosa","density: 6.773963e-01<br />Sepal.Width: 3.723679<br />Species: setosa","density: 6.712353e-01<br />Sepal.Width: 3.728376<br />Species: setosa","density: 6.651277e-01<br />Sepal.Width: 3.733072<br />Species: setosa","density: 6.590702e-01<br />Sepal.Width: 3.737769<br />Species: setosa","density: 6.530413e-01<br />Sepal.Width: 3.742466<br />Species: setosa","density: 6.470474e-01<br />Sepal.Width: 3.747162<br 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4.343640<br />Species: setosa","density: 1.043830e-01<br />Sepal.Width: 4.338943<br />Species: setosa","density: 1.059528e-01<br />Sepal.Width: 4.334247<br />Species: setosa","density: 1.075370e-01<br />Sepal.Width: 4.329550<br />Species: setosa","density: 1.091306e-01<br />Sepal.Width: 4.324853<br />Species: setosa","density: 1.107333e-01<br />Sepal.Width: 4.320157<br />Species: setosa","density: 1.123549e-01<br />Sepal.Width: 4.315460<br />Species: setosa","density: 1.139895e-01<br />Sepal.Width: 4.310763<br />Species: setosa","density: 1.156359e-01<br />Sepal.Width: 4.306067<br />Species: setosa","density: 1.173057e-01<br />Sepal.Width: 4.301370<br />Species: setosa","density: 1.189922e-01<br />Sepal.Width: 4.296673<br />Species: setosa","density: 1.206934e-01<br />Sepal.Width: 4.291977<br />Species: setosa","density: 1.224219e-01<br />Sepal.Width: 4.287280<br />Species: setosa","density: 1.241712e-01<br />Sepal.Width: 4.282583<br />Species: setosa","density: 1.259380e-01<br 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1.537929e-01<br />Sepal.Width: 4.212133<br />Species: setosa","density: 1.560403e-01<br />Sepal.Width: 4.207436<br />Species: setosa","density: 1.583318e-01<br />Sepal.Width: 4.202740<br />Species: setosa","density: 1.606730e-01<br />Sepal.Width: 4.198043<br />Species: setosa","density: 1.630476e-01<br />Sepal.Width: 4.193346<br />Species: setosa","density: 1.654684e-01<br />Sepal.Width: 4.188650<br />Species: setosa","density: 1.679455e-01<br />Sepal.Width: 4.183953<br />Species: setosa","density: 1.704590e-01<br />Sepal.Width: 4.179256<br />Species: setosa","density: 1.730211e-01<br />Sepal.Width: 4.174560<br />Species: setosa","density: 1.756465e-01<br />Sepal.Width: 4.169863<br />Species: setosa","density: 1.783119e-01<br />Sepal.Width: 4.165166<br />Species: setosa","density: 1.810280e-01<br />Sepal.Width: 4.160470<br />Species: setosa","density: 1.838156e-01<br />Sepal.Width: 4.155773<br />Species: setosa","density: 1.866468e-01<br />Sepal.Width: 4.151076<br />Species: 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9.284647e-01<br />Sepal.Width: 3.563992<br />Species: setosa","density: 9.363208e-01<br />Sepal.Width: 3.559295<br />Species: setosa","density: 9.440497e-01<br />Sepal.Width: 3.554599<br />Species: setosa","density: 9.516865e-01<br />Sepal.Width: 3.549902<br />Species: setosa","density: 9.592361e-01<br />Sepal.Width: 3.545205<br />Species: setosa","density: 9.666029e-01<br />Sepal.Width: 3.540509<br />Species: setosa","density: 9.738354e-01<br />Sepal.Width: 3.535812<br />Species: setosa","density: 9.809469e-01<br />Sepal.Width: 3.531115<br />Species: setosa","density: 9.878233e-01<br />Sepal.Width: 3.526419<br />Species: setosa","density: 9.945203e-01<br />Sepal.Width: 3.521722<br />Species: setosa","density: 1.001063e+00<br />Sepal.Width: 3.517025<br />Species: setosa","density: 1.007324e+00<br />Sepal.Width: 3.512329<br />Species: setosa","density: 1.013360e+00<br />Sepal.Width: 3.507632<br />Species: setosa","density: 1.019211e+00<br />Sepal.Width: 3.502935<br />Species: setosa","density: 1.024741e+00<br />Sepal.Width: 3.498239<br />Species: setosa","density: 1.030001e+00<br />Sepal.Width: 3.493542<br />Species: setosa","density: 1.035049e+00<br />Sepal.Width: 3.488845<br />Species: setosa","density: 1.039748e+00<br />Sepal.Width: 3.484149<br />Species: setosa","density: 1.044134e+00<br />Sepal.Width: 3.479452<br />Species: setosa","density: 1.048287e+00<br />Sepal.Width: 3.474755<br />Species: setosa","density: 1.052071e+00<br />Sepal.Width: 3.470059<br />Species: setosa","density: 1.055507e+00<br />Sepal.Width: 3.465362<br />Species: setosa","density: 1.058695e+00<br />Sepal.Width: 3.460665<br />Species: setosa","density: 1.061506e+00<br />Sepal.Width: 3.455969<br />Species: setosa","density: 1.063942e+00<br />Sepal.Width: 3.451272<br />Species: setosa","density: 1.066121e+00<br />Sepal.Width: 3.446575<br />Species: setosa","density: 1.067927e+00<br />Sepal.Width: 3.441879<br />Species: setosa","density: 1.069341e+00<br />Sepal.Width: 3.437182<br 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3.371429<br />Species: setosa","density: 1.053323e+00<br />Sepal.Width: 3.366732<br />Species: setosa","density: 1.050121e+00<br />Sepal.Width: 3.362035<br />Species: setosa","density: 1.046745e+00<br />Sepal.Width: 3.357339<br />Species: setosa","density: 1.043110e+00<br />Sepal.Width: 3.352642<br />Species: setosa","density: 1.039348e+00<br />Sepal.Width: 3.347945<br />Species: setosa","density: 1.035455e+00<br />Sepal.Width: 3.343249<br />Species: setosa","density: 1.031360e+00<br />Sepal.Width: 3.338552<br />Species: setosa","density: 1.027173e+00<br />Sepal.Width: 3.333855<br />Species: setosa","density: 1.022895e+00<br />Sepal.Width: 3.329159<br />Species: setosa","density: 1.018475e+00<br />Sepal.Width: 3.324462<br />Species: setosa","density: 1.013998e+00<br />Sepal.Width: 3.319765<br />Species: setosa","density: 1.009465e+00<br />Sepal.Width: 3.315068<br />Species: setosa","density: 1.004854e+00<br />Sepal.Width: 3.310372<br />Species: setosa","density: 1.000215e+00<br />Sepal.Width: 3.305675<br />Species: setosa","density: 9.955532e-01<br />Sepal.Width: 3.300978<br />Species: setosa","density: 9.908701e-01<br />Sepal.Width: 3.296282<br />Species: setosa","density: 9.861893e-01<br />Sepal.Width: 3.291585<br />Species: setosa","density: 9.815125e-01<br />Sepal.Width: 3.286888<br />Species: setosa","density: 9.768613e-01<br />Sepal.Width: 3.282192<br />Species: setosa","density: 9.722392e-01<br />Sepal.Width: 3.277495<br />Species: setosa","density: 9.676444e-01<br />Sepal.Width: 3.272798<br />Species: setosa","density: 9.631099e-01<br />Sepal.Width: 3.268102<br />Species: setosa","density: 9.586270e-01<br />Sepal.Width: 3.263405<br />Species: setosa","density: 9.541885e-01<br />Sepal.Width: 3.258708<br />Species: setosa","density: 9.498331e-01<br />Sepal.Width: 3.254012<br />Species: setosa","density: 9.455458e-01<br />Sepal.Width: 3.249315<br />Species: setosa","density: 9.413136e-01<br />Sepal.Width: 3.244618<br />Species: setosa","density: 9.371750e-01<br />Sepal.Width: 3.239922<br />Species: setosa","density: 9.331137e-01<br />Sepal.Width: 3.235225<br />Species: setosa","density: 9.291113e-01<br />Sepal.Width: 3.230528<br />Species: setosa","density: 9.252018e-01<br />Sepal.Width: 3.225832<br />Species: setosa","density: 9.213705e-01<br />Sepal.Width: 3.221135<br />Species: setosa","density: 9.175951e-01<br />Sepal.Width: 3.216438<br />Species: setosa","density: 9.139020e-01<br />Sepal.Width: 3.211742<br />Species: setosa","density: 9.102788e-01<br />Sepal.Width: 3.207045<br />Species: setosa","density: 9.067019e-01<br />Sepal.Width: 3.202348<br />Species: setosa","density: 9.031886e-01<br />Sepal.Width: 3.197652<br />Species: setosa","density: 8.997277e-01<br />Sepal.Width: 3.192955<br />Species: setosa","density: 8.962979e-01<br />Sepal.Width: 3.188258<br />Species: setosa","density: 8.929064e-01<br />Sepal.Width: 3.183562<br />Species: setosa","density: 8.895411e-01<br />Sepal.Width: 3.178865<br />Species: setosa","density: 8.861867e-01<br />Sepal.Width: 3.174168<br />Species: setosa","density: 8.828410e-01<br />Sepal.Width: 3.169472<br />Species: setosa","density: 8.794871e-01<br />Sepal.Width: 3.164775<br />Species: setosa","density: 8.761202e-01<br />Sepal.Width: 3.160078<br />Species: setosa","density: 8.727303e-01<br />Sepal.Width: 3.155382<br />Species: setosa","density: 8.692910e-01<br />Sepal.Width: 3.150685<br />Species: setosa","density: 8.658122e-01<br />Sepal.Width: 3.145988<br />Species: setosa","density: 8.622786e-01<br />Sepal.Width: 3.141292<br />Species: setosa","density: 8.586488e-01<br />Sepal.Width: 3.136595<br />Species: setosa","density: 8.549521e-01<br />Sepal.Width: 3.131898<br />Species: setosa","density: 8.511702e-01<br />Sepal.Width: 3.127202<br />Species: setosa","density: 8.472422e-01<br />Sepal.Width: 3.122505<br />Species: setosa","density: 8.432198e-01<br />Sepal.Width: 3.117808<br />Species: setosa","density: 8.390852e-01<br />Sepal.Width: 3.113112<br 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3.047358<br />Species: setosa","density: 7.542686e-01<br />Sepal.Width: 3.042661<br />Species: setosa","density: 7.467451e-01<br />Sepal.Width: 3.037965<br />Species: setosa","density: 7.390089e-01<br />Sepal.Width: 3.033268<br />Species: setosa","density: 7.310815e-01<br />Sepal.Width: 3.028571<br />Species: setosa","density: 7.228141e-01<br />Sepal.Width: 3.023875<br />Species: setosa","density: 7.143262e-01<br />Sepal.Width: 3.019178<br />Species: setosa","density: 7.056499e-01<br />Sepal.Width: 3.014481<br />Species: setosa","density: 6.966524e-01<br />Sepal.Width: 3.009785<br />Species: setosa","density: 6.874339e-01<br />Sepal.Width: 3.005088<br />Species: setosa","density: 6.780358e-01<br />Sepal.Width: 3.000391<br />Species: setosa","density: 6.683443e-01<br />Sepal.Width: 2.995695<br />Species: setosa","density: 6.584393e-01<br />Sepal.Width: 2.990998<br />Species: setosa","density: 6.483692e-01<br />Sepal.Width: 2.986301<br />Species: setosa","density: 6.380413e-01<br 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4.778661e-01<br />Sepal.Width: 2.915851<br />Species: setosa","density: 4.657951e-01<br />Sepal.Width: 2.911155<br />Species: setosa","density: 4.537145e-01<br />Sepal.Width: 2.906458<br />Species: setosa","density: 4.416381e-01<br />Sepal.Width: 2.901761<br />Species: setosa","density: 4.295747e-01<br />Sepal.Width: 2.897065<br />Species: setosa","density: 4.175538e-01<br />Sepal.Width: 2.892368<br />Species: setosa","density: 4.055697e-01<br />Sepal.Width: 2.887671<br />Species: setosa","density: 3.936374e-01<br />Sepal.Width: 2.882975<br />Species: setosa","density: 3.818012e-01<br />Sepal.Width: 2.878278<br />Species: setosa","density: 3.700327e-01<br />Sepal.Width: 2.873581<br />Species: setosa","density: 3.583493e-01<br />Sepal.Width: 2.868885<br />Species: setosa","density: 3.468153e-01<br />Sepal.Width: 2.864188<br />Species: setosa","density: 3.353774e-01<br />Sepal.Width: 2.859491<br />Species: setosa","density: 3.240520e-01<br />Sepal.Width: 2.854795<br />Species: setosa","density: 3.129273e-01<br />Sepal.Width: 2.850098<br />Species: setosa","density: 3.019238e-01<br />Sepal.Width: 2.845401<br />Species: setosa","density: 2.910538e-01<br />Sepal.Width: 2.840705<br />Species: setosa","density: 2.804323e-01<br />Sepal.Width: 2.836008<br />Species: setosa","density: 2.699532e-01<br />Sepal.Width: 2.831311<br />Species: setosa","density: 2.596226e-01<br />Sepal.Width: 2.826614<br />Species: setosa","density: 2.495829e-01<br />Sepal.Width: 2.821918<br />Species: setosa","density: 2.397030e-01<br />Sepal.Width: 2.817221<br />Species: setosa","density: 2.299833e-01<br />Sepal.Width: 2.812524<br />Species: setosa","density: 2.205850e-01<br />Sepal.Width: 2.807828<br />Species: setosa","density: 2.113625e-01<br />Sepal.Width: 2.803131<br />Species: setosa","density: 2.023127e-01<br />Sepal.Width: 2.798434<br />Species: setosa","density: 1.935952e-01<br />Sepal.Width: 2.793738<br />Species: setosa","density: 1.850714e-01<br />Sepal.Width: 2.789041<br 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3.518228e-02<br />Sepal.Width: 3.991389<br />Species: virginica","density: 3.282596e-02<br />Sepal.Width: 3.996086<br />Species: virginica","density: 3.061130e-02<br />Sepal.Width: 4.000783<br />Species: virginica","density: 2.848639e-02<br />Sepal.Width: 4.005479<br />Species: virginica","density: 2.645085e-02<br />Sepal.Width: 4.010176<br />Species: virginica","density: 2.453031e-02<br />Sepal.Width: 4.014873<br />Species: virginica","density: 2.272485e-02<br />Sepal.Width: 4.019569<br />Species: virginica","density: 2.100455e-02<br />Sepal.Width: 4.024266<br />Species: virginica","density: 1.936850e-02<br />Sepal.Width: 4.028963<br />Species: virginica","density: 1.785845e-02<br />Sepal.Width: 4.033659<br />Species: virginica","density: 1.643294e-02<br />Sepal.Width: 4.038356<br />Species: virginica","density: 1.508413e-02<br />Sepal.Width: 4.043053<br />Species: virginica","density: 1.382256e-02<br />Sepal.Width: 4.047750<br />Species: virginica","density: 1.266419e-02<br 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9.509511e-05<br />Sepal.Width: 4.240313<br />Species: virginica","density: 8.124196e-05<br />Sepal.Width: 4.245010<br />Species: virginica","density: 6.907900e-05<br />Sepal.Width: 4.249706<br />Species: virginica","density: 5.916253e-05<br />Sepal.Width: 4.254403<br />Species: virginica","density: 5.039745e-05<br />Sepal.Width: 4.259100<br />Species: virginica","density: 4.270698e-05<br />Sepal.Width: 4.263796<br />Species: virginica","density: 3.620378e-05<br />Sepal.Width: 4.268493<br />Species: virginica","density: 3.076348e-05<br />Sepal.Width: 4.273190<br />Species: virginica","density: 2.599400e-05<br />Sepal.Width: 4.277886<br />Species: virginica","density: 2.184487e-05<br />Sepal.Width: 4.282583<br />Species: virginica","density: 1.847166e-05<br />Sepal.Width: 4.287280<br />Species: virginica","density: 1.556938e-05<br />Sepal.Width: 4.291977<br />Species: virginica","density: 1.304660e-05<br />Sepal.Width: 4.296673<br />Species: virginica","density: 1.090518e-05<br 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4.362427<br />Species: virginica","density: 7.772405e-07<br />Sepal.Width: 4.367123<br />Species: virginica","density: 6.386288e-07<br />Sepal.Width: 4.371820<br />Species: virginica","density: 5.228967e-07<br />Sepal.Width: 4.376517<br />Species: virginica","density: 4.249386e-07<br />Sepal.Width: 4.381213<br />Species: virginica","density: 3.442307e-07<br />Sepal.Width: 4.385910<br />Species: virginica","density: 2.816389e-07<br />Sepal.Width: 4.390607<br />Species: virginica","density: 2.285343e-07<br />Sepal.Width: 4.395303<br />Species: virginica","density: 1.840338e-07<br />Sepal.Width: 4.400000<br />Species: virginica","density: 1.840338e-07<br />Sepal.Width: 4.400000<br />Species: virginica","density: 1.840338e-07<br />Sepal.Width: 4.400000<br />Species: virginica","density: 2.285343e-07<br />Sepal.Width: 4.395303<br />Species: virginica","density: 2.816389e-07<br />Sepal.Width: 4.390607<br />Species: virginica","density: 3.442307e-07<br />Sepal.Width: 4.385910<br />Species: 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1.466860e-01<br />Sepal.Width: 3.573386<br />Species: virginica","density: 1.487737e-01<br />Sepal.Width: 3.568689<br />Species: virginica","density: 1.510692e-01<br />Sepal.Width: 3.563992<br />Species: virginica","density: 1.535530e-01<br />Sepal.Width: 3.559295<br />Species: virginica","density: 1.562519e-01<br />Sepal.Width: 3.554599<br />Species: virginica","density: 1.592477e-01<br />Sepal.Width: 3.549902<br />Species: virginica","density: 1.624466e-01<br />Sepal.Width: 3.545205<br />Species: virginica","density: 1.658505e-01<br />Sepal.Width: 3.540509<br />Species: virginica","density: 1.695408e-01<br />Sepal.Width: 3.535812<br />Species: virginica","density: 1.734994e-01<br />Sepal.Width: 3.531115<br />Species: virginica","density: 1.776746e-01<br />Sepal.Width: 3.526419<br />Species: virginica","density: 1.820680e-01<br />Sepal.Width: 3.521722<br />Species: virginica","density: 1.868196e-01<br />Sepal.Width: 3.517025<br />Species: virginica","density: 1.917972e-01<br 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1.494889e+00<br />Petal.Width: 0.4193738<br />Species: setosa","density: 1.348595e+00<br />Petal.Width: 0.4240705<br />Species: setosa","density: 1.191503e+00<br />Petal.Width: 0.4287671<br />Species: setosa","density: 1.032057e+00<br />Petal.Width: 0.4334638<br />Species: setosa","density: 8.780275e-01<br />Petal.Width: 0.4381605<br />Species: setosa","density: 7.370404e-01<br />Petal.Width: 0.4428571<br />Species: setosa","density: 6.143500e-01<br />Petal.Width: 0.4475538<br />Species: setosa","density: 5.117065e-01<br />Petal.Width: 0.4522505<br />Species: setosa","density: 4.298286e-01<br />Petal.Width: 0.4569472<br />Species: setosa","density: 3.679948e-01<br />Petal.Width: 0.4616438<br />Species: setosa","density: 3.243332e-01<br />Petal.Width: 0.4663405<br />Species: setosa","density: 2.961415e-01<br />Petal.Width: 0.4710372<br />Species: setosa","density: 2.802090e-01<br />Petal.Width: 0.4757339<br />Species: setosa","density: 2.731199e-01<br />Petal.Width: 0.4804305<br 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setosa","density: 2.399491e-01<br />Petal.Width: 0.6119374<br />Species: setosa","density: 2.235554e-01<br />Petal.Width: 0.6166341<br />Species: setosa","density: 2.036269e-01<br />Petal.Width: 0.6213307<br />Species: setosa","density: 1.812828e-01<br />Petal.Width: 0.6260274<br />Species: setosa","density: 1.576959e-01<br />Petal.Width: 0.6307241<br />Species: setosa","density: 1.339922e-01<br />Petal.Width: 0.6354207<br />Species: setosa","density: 1.111660e-01<br />Petal.Width: 0.6401174<br />Species: setosa","density: 9.014184e-02<br />Petal.Width: 0.6448141<br />Species: setosa","density: 7.155068e-02<br />Petal.Width: 0.6495108<br />Species: setosa","density: 5.553037e-02<br />Petal.Width: 0.6542074<br />Species: setosa","density: 4.212468e-02<br />Petal.Width: 0.6589041<br />Species: setosa","density: 3.122214e-02<br />Petal.Width: 0.6636008<br />Species: setosa","density: 2.260053e-02<br />Petal.Width: 0.6682975<br />Species: setosa","density: 1.596987e-02<br />Petal.Width: 0.6729941<br />Species: setosa","density: 1.101040e-02<br />Petal.Width: 0.6776908<br />Species: setosa","density: 7.403158e-03<br />Petal.Width: 0.6823875<br />Species: setosa","density: 4.852254e-03<br />Petal.Width: 0.6870841<br />Species: setosa","density: 3.098804e-03<br />Petal.Width: 0.6917808<br />Species: setosa","density: 1.958623e-03<br />Petal.Width: 0.6964775<br />Species: setosa","density: 1.216466e-03<br />Petal.Width: 0.7011742<br />Species: setosa","density: 7.373486e-04<br />Petal.Width: 0.7058708<br />Species: setosa","density: 4.358834e-04<br />Petal.Width: 0.7105675<br />Species: setosa","density: 2.511400e-04<br />Petal.Width: 0.7152642<br />Species: setosa","density: 1.409485e-04<br />Petal.Width: 0.7199609<br />Species: setosa","density: 7.701642e-05<br />Petal.Width: 0.7246575<br />Species: setosa","density: 4.095370e-05<br />Petal.Width: 0.7293542<br />Species: setosa","density: 2.118486e-05<br />Petal.Width: 0.7340509<br />Species: setosa","density: 1.065718e-05<br />Petal.Width: 0.7387476<br />Species: setosa","density: 5.212275e-06<br />Petal.Width: 0.7434442<br />Species: setosa","density: 2.612618e-06<br />Petal.Width: 0.7481409<br />Species: setosa","density: 1.276424e-06<br />Petal.Width: 0.7528376<br />Species: setosa","density: 6.055498e-07<br />Petal.Width: 0.7575342<br />Species: setosa","density: 2.788709e-07<br />Petal.Width: 0.7622309<br />Species: setosa","density: 1.246409e-07<br />Petal.Width: 0.7669276<br />Species: setosa","density: 5.405821e-08<br />Petal.Width: 0.7716243<br />Species: setosa","density: 2.274944e-08<br />Petal.Width: 0.7763209<br />Species: setosa","density: 9.289056e-09<br />Petal.Width: 0.7810176<br />Species: setosa","density: 3.680119e-09<br />Petal.Width: 0.7857143<br />Species: setosa","density: 1.414652e-09<br />Petal.Width: 0.7904110<br />Species: setosa","density: 5.376986e-10<br />Petal.Width: 0.7951076<br />Species: setosa","density: 2.155147e-10<br />Petal.Width: 0.7998043<br 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2.028445e-06<br />Petal.Width: 0.5884540<br />Species: versicolor","density: 2.687935e-06<br />Petal.Width: 0.5931507<br />Species: versicolor","density: 3.569854e-06<br />Petal.Width: 0.5978474<br />Species: versicolor","density: 4.771724e-06<br />Petal.Width: 0.6025440<br />Species: versicolor","density: 6.324639e-06<br />Petal.Width: 0.6072407<br />Species: versicolor","density: 8.309892e-06<br />Petal.Width: 0.6119374<br />Species: versicolor","density: 1.081919e-05<br />Petal.Width: 0.6166341<br />Species: versicolor","density: 1.422198e-05<br />Petal.Width: 0.6213307<br />Species: versicolor","density: 1.865510e-05<br />Petal.Width: 0.6260274<br />Species: versicolor","density: 2.427552e-05<br />Petal.Width: 0.6307241<br />Species: versicolor","density: 3.133099e-05<br />Petal.Width: 0.6354207<br />Species: versicolor","density: 4.016377e-05<br />Petal.Width: 0.6401174<br />Species: versicolor","density: 5.209942e-05<br />Petal.Width: 0.6448141<br />Species: versicolor","density: 6.708568e-05<br />Petal.Width: 0.6495108<br />Species: versicolor","density: 8.573714e-05<br />Petal.Width: 0.6542074<br />Species: versicolor","density: 1.087398e-04<br />Petal.Width: 0.6589041<br />Species: versicolor","density: 1.378620e-04<br />Petal.Width: 0.6636008<br />Species: versicolor","density: 1.755342e-04<br />Petal.Width: 0.6682975<br />Species: versicolor","density: 2.219555e-04<br />Petal.Width: 0.6729941<br />Species: versicolor","density: 2.786952e-04<br />Petal.Width: 0.6776908<br />Species: versicolor","density: 3.474762e-04<br />Petal.Width: 0.6823875<br />Species: versicolor","density: 4.351792e-04<br />Petal.Width: 0.6870841<br />Species: versicolor","density: 5.440574e-04<br />Petal.Width: 0.6917808<br />Species: versicolor","density: 6.757768e-04<br />Petal.Width: 0.6964775<br />Species: versicolor","density: 8.339563e-04<br />Petal.Width: 0.7011742<br />Species: versicolor","density: 1.022806e-03<br />Petal.Width: 0.7058708<br />Species: versicolor","density: 1.263598e-03<br />Petal.Width: 0.7105675<br />Species: versicolor","density: 1.551624e-03<br />Petal.Width: 0.7152642<br />Species: versicolor","density: 1.893846e-03<br />Petal.Width: 0.7199609<br />Species: versicolor","density: 2.297769e-03<br />Petal.Width: 0.7246575<br />Species: versicolor","density: 2.782303e-03<br />Petal.Width: 0.7293542<br />Species: versicolor","density: 3.375840e-03<br />Petal.Width: 0.7340509<br />Species: versicolor","density: 4.072881e-03<br />Petal.Width: 0.7387476<br />Species: versicolor","density: 4.886524e-03<br />Petal.Width: 0.7434442<br />Species: versicolor","density: 5.830685e-03<br />Petal.Width: 0.7481409<br />Species: versicolor","density: 6.963675e-03<br />Petal.Width: 0.7528376<br />Species: versicolor","density: 8.300753e-03<br />Petal.Width: 0.7575342<br />Species: versicolor","density: 9.842791e-03<br />Petal.Width: 0.7622309<br />Species: versicolor","density: 1.161159e-02<br />Petal.Width: 0.7669276<br />Species: versicolor","density: 1.362997e-02<br />Petal.Width: 0.7716243<br />Species: versicolor","density: 1.604157e-02<br />Petal.Width: 0.7763209<br />Species: versicolor","density: 1.879175e-02<br />Petal.Width: 0.7810176<br />Species: versicolor","density: 2.190711e-02<br />Petal.Width: 0.7857143<br />Species: versicolor","density: 2.541918e-02<br />Petal.Width: 0.7904110<br />Species: versicolor","density: 2.941113e-02<br />Petal.Width: 0.7951076<br />Species: versicolor","density: 3.402606e-02<br />Petal.Width: 0.7998043<br />Species: versicolor","density: 3.918451e-02<br />Petal.Width: 0.8045010<br />Species: versicolor","density: 4.492444e-02<br />Petal.Width: 0.8091977<br />Species: versicolor","density: 5.128421e-02<br />Petal.Width: 0.8138943<br />Species: versicolor","density: 5.846434e-02<br />Petal.Width: 0.8185910<br />Species: versicolor","density: 6.649071e-02<br />Petal.Width: 0.8232877<br />Species: versicolor","density: 7.529885e-02<br />Petal.Width: 0.8279843<br />Species: versicolor","density: 8.492569e-02<br />Petal.Width: 0.8326810<br />Species: versicolor","density: 9.540739e-02<br />Petal.Width: 0.8373777<br />Species: versicolor","density: 1.071008e-01<br />Petal.Width: 0.8420744<br />Species: versicolor","density: 1.197812e-01<br />Petal.Width: 0.8467710<br />Species: versicolor","density: 1.334405e-01<br />Petal.Width: 0.8514677<br />Species: versicolor","density: 1.481002e-01<br />Petal.Width: 0.8561644<br />Species: versicolor","density: 1.638637e-01<br />Petal.Width: 0.8608611<br />Species: versicolor","density: 1.809657e-01<br />Petal.Width: 0.8655577<br />Species: versicolor","density: 1.991070e-01<br />Petal.Width: 0.8702544<br />Species: versicolor","density: 2.182808e-01<br />Petal.Width: 0.8749511<br />Species: versicolor","density: 2.384760e-01<br />Petal.Width: 0.8796477<br />Species: versicolor","density: 2.598658e-01<br />Petal.Width: 0.8843444<br />Species: versicolor","density: 2.823692e-01<br />Petal.Width: 0.8890411<br />Species: versicolor","density: 3.057682e-01<br />Petal.Width: 0.8937378<br />Species: versicolor","density: 3.300127e-01<br />Petal.Width: 0.8984344<br />Species: versicolor","density: 3.550482e-01<br />Petal.Width: 0.9031311<br />Species: versicolor","density: 3.809950e-01<br />Petal.Width: 0.9078278<br />Species: versicolor","density: 4.075455e-01<br />Petal.Width: 0.9125245<br />Species: versicolor","density: 4.345727e-01<br />Petal.Width: 0.9172211<br />Species: versicolor","density: 4.619856e-01<br />Petal.Width: 0.9219178<br />Species: versicolor","density: 4.896961e-01<br />Petal.Width: 0.9266145<br />Species: versicolor","density: 5.175598e-01<br />Petal.Width: 0.9313112<br />Species: versicolor","density: 5.453778e-01<br />Petal.Width: 0.9360078<br />Species: versicolor","density: 5.730384e-01<br />Petal.Width: 0.9407045<br />Species: versicolor","density: 6.004296e-01<br />Petal.Width: 0.9454012<br />Species: versicolor","density: 6.273334e-01<br />Petal.Width: 0.9500978<br />Species: versicolor","density: 6.535303e-01<br />Petal.Width: 0.9547945<br />Species: versicolor","density: 6.789954e-01<br />Petal.Width: 0.9594912<br />Species: versicolor","density: 7.036264e-01<br />Petal.Width: 0.9641879<br />Species: versicolor","density: 7.273241e-01<br />Petal.Width: 0.9688845<br />Species: versicolor","density: 7.496410e-01<br />Petal.Width: 0.9735812<br />Species: versicolor","density: 7.706703e-01<br />Petal.Width: 0.9782779<br />Species: versicolor","density: 7.904313e-01<br />Petal.Width: 0.9829746<br />Species: versicolor","density: 8.088663e-01<br />Petal.Width: 0.9876712<br />Species: versicolor","density: 8.258684e-01<br />Petal.Width: 0.9923679<br />Species: versicolor","density: 8.409579e-01<br />Petal.Width: 0.9970646<br />Species: versicolor","density: 8.545888e-01<br />Petal.Width: 1.0017613<br />Species: versicolor","density: 8.667616e-01<br />Petal.Width: 1.0064579<br />Species: versicolor","density: 8.774847e-01<br />Petal.Width: 1.0111546<br />Species: versicolor","density: 8.865617e-01<br />Petal.Width: 1.0158513<br />Species: versicolor","density: 8.939782e-01<br />Petal.Width: 1.0205479<br />Species: versicolor","density: 9.001041e-01<br />Petal.Width: 1.0252446<br />Species: versicolor","density: 9.050057e-01<br />Petal.Width: 1.0299413<br />Species: versicolor","density: 9.087558e-01<br />Petal.Width: 1.0346380<br />Species: versicolor","density: 9.111947e-01<br />Petal.Width: 1.0393346<br />Species: versicolor","density: 9.126695e-01<br />Petal.Width: 1.0440313<br />Species: versicolor","density: 9.133914e-01<br />Petal.Width: 1.0487280<br />Species: versicolor","density: 9.134714e-01<br />Petal.Width: 1.0534247<br />Species: versicolor","density: 9.130182e-01<br />Petal.Width: 1.0581213<br />Species: versicolor","density: 9.121133e-01<br />Petal.Width: 1.0628180<br />Species: versicolor","density: 9.110678e-01<br />Petal.Width: 1.0675147<br />Species: versicolor","density: 9.100054e-01<br />Petal.Width: 1.0722114<br />Species: versicolor","density: 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9.752520e-01<br />Petal.Width: 1.1379648<br />Species: versicolor","density: 9.899458e-01<br />Petal.Width: 1.1426614<br />Species: versicolor","density: 1.006375e+00<br />Petal.Width: 1.1473581<br />Species: versicolor","density: 1.024777e+00<br />Petal.Width: 1.1520548<br />Species: versicolor","density: 1.044731e+00<br />Petal.Width: 1.1567515<br />Species: versicolor","density: 1.066218e+00<br />Petal.Width: 1.1614481<br />Species: versicolor","density: 1.089211e+00<br />Petal.Width: 1.1661448<br />Species: versicolor","density: 1.113994e+00<br />Petal.Width: 1.1708415<br />Species: versicolor","density: 1.140351e+00<br />Petal.Width: 1.1755382<br />Species: versicolor","density: 1.168009e+00<br />Petal.Width: 1.1802348<br />Species: versicolor","density: 1.196896e+00<br />Petal.Width: 1.1849315<br />Species: versicolor","density: 1.226936e+00<br />Petal.Width: 1.1896282<br />Species: versicolor","density: 1.258344e+00<br />Petal.Width: 1.1943249<br />Species: versicolor","density: 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1.168009e+00<br />Petal.Width: 1.1802348<br />Species: versicolor","density: 1.140351e+00<br />Petal.Width: 1.1755382<br />Species: versicolor","density: 1.113994e+00<br />Petal.Width: 1.1708415<br />Species: versicolor","density: 1.089211e+00<br />Petal.Width: 1.1661448<br />Species: versicolor","density: 1.066218e+00<br />Petal.Width: 1.1614481<br />Species: versicolor","density: 1.044731e+00<br />Petal.Width: 1.1567515<br />Species: versicolor","density: 1.024777e+00<br />Petal.Width: 1.1520548<br />Species: versicolor","density: 1.006375e+00<br />Petal.Width: 1.1473581<br />Species: versicolor","density: 9.899458e-01<br />Petal.Width: 1.1426614<br />Species: versicolor","density: 9.752520e-01<br />Petal.Width: 1.1379648<br />Species: versicolor","density: 9.620980e-01<br />Petal.Width: 1.1332681<br />Species: versicolor","density: 9.504589e-01<br />Petal.Width: 1.1285714<br />Species: versicolor","density: 9.403111e-01<br />Petal.Width: 1.1238748<br />Species: versicolor","density: 9.321002e-01<br />Petal.Width: 1.1191781<br />Species: versicolor","density: 9.252175e-01<br />Petal.Width: 1.1144814<br />Species: versicolor","density: 9.195959e-01<br />Petal.Width: 1.1097847<br />Species: versicolor","density: 9.151635e-01<br />Petal.Width: 1.1050881<br />Species: versicolor","density: 9.119597e-01<br />Petal.Width: 1.1003914<br />Species: versicolor","density: 9.099484e-01<br />Petal.Width: 1.0956947<br />Species: versicolor","density: 9.087525e-01<br />Petal.Width: 1.0909980<br />Species: versicolor","density: 9.082668e-01<br />Petal.Width: 1.0863014<br />Species: versicolor","density: 9.083828e-01<br />Petal.Width: 1.0816047<br />Species: versicolor","density: 9.090495e-01<br />Petal.Width: 1.0769080<br />Species: versicolor","density: 9.100054e-01<br />Petal.Width: 1.0722114<br />Species: versicolor","density: 9.110678e-01<br />Petal.Width: 1.0675147<br />Species: versicolor","density: 9.121133e-01<br />Petal.Width: 1.0628180<br />Species: versicolor","density: 9.130182e-01<br />Petal.Width: 1.0581213<br />Species: versicolor","density: 9.134714e-01<br />Petal.Width: 1.0534247<br />Species: versicolor","density: 9.133914e-01<br />Petal.Width: 1.0487280<br />Species: versicolor","density: 9.126695e-01<br />Petal.Width: 1.0440313<br />Species: versicolor","density: 9.111947e-01<br />Petal.Width: 1.0393346<br />Species: versicolor","density: 9.087558e-01<br />Petal.Width: 1.0346380<br />Species: versicolor","density: 9.050057e-01<br />Petal.Width: 1.0299413<br />Species: versicolor","density: 9.001041e-01<br />Petal.Width: 1.0252446<br />Species: versicolor","density: 8.939782e-01<br />Petal.Width: 1.0205479<br />Species: versicolor","density: 8.865617e-01<br />Petal.Width: 1.0158513<br />Species: versicolor","density: 8.774847e-01<br />Petal.Width: 1.0111546<br />Species: versicolor","density: 8.667616e-01<br />Petal.Width: 1.0064579<br />Species: versicolor","density: 8.545888e-01<br />Petal.Width: 1.0017613<br />Species: versicolor","density: 8.409579e-01<br />Petal.Width: 0.9970646<br />Species: versicolor","density: 8.258684e-01<br />Petal.Width: 0.9923679<br />Species: versicolor","density: 8.088663e-01<br />Petal.Width: 0.9876712<br />Species: versicolor","density: 7.904313e-01<br />Petal.Width: 0.9829746<br />Species: versicolor","density: 7.706703e-01<br />Petal.Width: 0.9782779<br />Species: versicolor","density: 7.496410e-01<br />Petal.Width: 0.9735812<br />Species: versicolor","density: 7.273241e-01<br />Petal.Width: 0.9688845<br />Species: versicolor","density: 7.036264e-01<br />Petal.Width: 0.9641879<br />Species: versicolor","density: 6.789954e-01<br />Petal.Width: 0.9594912<br />Species: versicolor","density: 6.535303e-01<br />Petal.Width: 0.9547945<br />Species: versicolor","density: 6.273334e-01<br />Petal.Width: 0.9500978<br />Species: versicolor","density: 6.004296e-01<br />Petal.Width: 0.9454012<br />Species: versicolor","density: 5.730384e-01<br />Petal.Width: 0.9407045<br />Species: versicolor","density: 5.453778e-01<br />Petal.Width: 0.9360078<br />Species: versicolor","density: 5.175598e-01<br />Petal.Width: 0.9313112<br />Species: versicolor","density: 4.896961e-01<br />Petal.Width: 0.9266145<br />Species: versicolor","density: 4.619856e-01<br />Petal.Width: 0.9219178<br />Species: versicolor","density: 4.345727e-01<br />Petal.Width: 0.9172211<br />Species: versicolor","density: 4.075455e-01<br />Petal.Width: 0.9125245<br />Species: versicolor","density: 3.809950e-01<br />Petal.Width: 0.9078278<br />Species: versicolor","density: 3.550482e-01<br />Petal.Width: 0.9031311<br />Species: versicolor","density: 3.300127e-01<br />Petal.Width: 0.8984344<br />Species: versicolor","density: 3.057682e-01<br />Petal.Width: 0.8937378<br />Species: versicolor","density: 2.823692e-01<br />Petal.Width: 0.8890411<br />Species: versicolor","density: 2.598658e-01<br />Petal.Width: 0.8843444<br />Species: versicolor","density: 2.384760e-01<br />Petal.Width: 0.8796477<br />Species: versicolor","density: 2.182808e-01<br />Petal.Width: 0.8749511<br />Species: versicolor","density: 1.991070e-01<br />Petal.Width: 0.8702544<br />Species: versicolor","density: 1.809657e-01<br />Petal.Width: 0.8655577<br />Species: versicolor","density: 1.638637e-01<br />Petal.Width: 0.8608611<br />Species: versicolor","density: 1.481002e-01<br />Petal.Width: 0.8561644<br />Species: versicolor","density: 1.334405e-01<br />Petal.Width: 0.8514677<br />Species: versicolor","density: 1.197812e-01<br />Petal.Width: 0.8467710<br />Species: versicolor","density: 1.071008e-01<br />Petal.Width: 0.8420744<br />Species: versicolor","density: 9.540739e-02<br />Petal.Width: 0.8373777<br />Species: versicolor","density: 8.492569e-02<br />Petal.Width: 0.8326810<br />Species: versicolor","density: 7.529885e-02<br />Petal.Width: 0.8279843<br />Species: versicolor","density: 6.649071e-02<br />Petal.Width: 0.8232877<br />Species: versicolor","density: 5.846434e-02<br />Petal.Width: 0.8185910<br />Species: versicolor","density: 5.128421e-02<br />Petal.Width: 0.8138943<br />Species: versicolor","density: 4.492444e-02<br />Petal.Width: 0.8091977<br />Species: versicolor","density: 3.918451e-02<br />Petal.Width: 0.8045010<br />Species: versicolor","density: 3.402606e-02<br />Petal.Width: 0.7998043<br />Species: versicolor","density: 2.941113e-02<br />Petal.Width: 0.7951076<br />Species: versicolor","density: 2.541918e-02<br />Petal.Width: 0.7904110<br />Species: versicolor","density: 2.190711e-02<br />Petal.Width: 0.7857143<br />Species: versicolor","density: 1.879175e-02<br />Petal.Width: 0.7810176<br />Species: versicolor","density: 1.604157e-02<br />Petal.Width: 0.7763209<br />Species: versicolor","density: 1.362997e-02<br />Petal.Width: 0.7716243<br />Species: versicolor","density: 1.161159e-02<br />Petal.Width: 0.7669276<br />Species: versicolor","density: 9.842791e-03<br />Petal.Width: 0.7622309<br />Species: versicolor","density: 8.300753e-03<br />Petal.Width: 0.7575342<br />Species: versicolor","density: 6.963675e-03<br />Petal.Width: 0.7528376<br />Species: versicolor","density: 5.830685e-03<br />Petal.Width: 0.7481409<br />Species: versicolor","density: 4.886524e-03<br />Petal.Width: 0.7434442<br />Species: versicolor","density: 4.072881e-03<br />Petal.Width: 0.7387476<br />Species: versicolor","density: 3.375840e-03<br />Petal.Width: 0.7340509<br />Species: versicolor","density: 2.782303e-03<br />Petal.Width: 0.7293542<br />Species: versicolor","density: 2.297769e-03<br />Petal.Width: 0.7246575<br />Species: versicolor","density: 1.893846e-03<br />Petal.Width: 0.7199609<br />Species: versicolor","density: 1.551624e-03<br />Petal.Width: 0.7152642<br />Species: versicolor","density: 1.263598e-03<br />Petal.Width: 0.7105675<br />Species: versicolor","density: 1.022806e-03<br />Petal.Width: 0.7058708<br />Species: versicolor","density: 8.339563e-04<br />Petal.Width: 0.7011742<br />Species: versicolor","density: 6.757768e-04<br />Petal.Width: 0.6964775<br />Species: versicolor","density: 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----- > life_g <- gapminder %>% + ggplot(aes(x=gdpPercap, y=lifeExp, group=country, color=country, + text=paste0("대륙: ", continent, "\n", + "국가: ", country))) + + geom_point(alpha = 0.2) + + geom_point(aes(frame = year), color="red") + + facet_wrap(~continent, ncol = 2) + + scale_x_sqrt() + + theme(legend.position = "none") > > ggplotly(life_g, tooltip="text") ``` --- ### 7. 애니메이션 기능 - 2017년 버전 .center[ <img src="fig/dataya/party_2017_tw.gif" width="77%" /> ] .footnote[ [정적 그래프에서 부드러운 동영상 그래프까지](https://statkclee.github.io/viz/viz-animations.html) ] --- class: inverse, middle, center # 시각화 놀이터 **재입장** --- ### 1. 다른 위젯 조합 - `crosstalk` <div class="container-fluid crosstalk-bscols"> <div class="fluid-row"> <div class="col-xs-6"> <div id="htmlwidget-b2cc6ab359ea2dd0cf61" style="width:100%;height:400px;" class="plotly html-widget"></div> <script type="application/json" data-for="htmlwidget-b2cc6ab359ea2dd0cf61">{"x":{"visdat":{"44d04c4259b7":["function () 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</div> </div> </div> --- ### 1. 다른 위젯 조합 - `crosstalk` R코드 ```r > # 8. 다른 htmlwidgets 과 만남 ----- > options(persistent = TRUE) > > sd <- SharedData$new(quakes) > > p <- plot_ly(sd, x = ~depth, y = ~mag) %>% + add_markers(alpha = 0.5) %>% + highlight("plotly_selected", dynamic = TRUE) > > map <- leaflet(sd) %>% + addTiles() %>% + addCircles() > > bscols(widths = c(6, 6), p, map) ``` --- ### 2. 데이터 분석 - `ggplot` <div id="htmlwidget-3312e643239163c52a1a" style="width:504px;height:504px;" class="plotly html-widget"></div> <script type="application/json" 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"Click and drag scatterplot", + showlegend = FALSE) %>% + highlight("plotly_selected") ``` --- class: inverse, middle, center # 시각화 놀이터 다음은... 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