From bf7b4eae02966f8778f5f167b77e203238be7c95 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 26 Nov 2021 13:01:55 +0530 Subject: [PATCH 01/41] Create README.md --- R-Data Visualization/README.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 R-Data Visualization/README.md diff --git a/R-Data Visualization/README.md b/R-Data Visualization/README.md new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/R-Data Visualization/README.md @@ -0,0 +1 @@ + From bf7cf646a7eb68df9f96012df4d0949c2622ff46 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 26 Nov 2021 13:41:50 +0530 Subject: [PATCH 02/41] Updated Visualizing quantities lesson Added initial context --- R-Data Visualization/README.md | 1 - .../Visualizing-Quantities/README.md | 32 +++++++++++++++++++ 2 files changed, 32 insertions(+), 1 deletion(-) delete mode 100644 R-Data Visualization/README.md create mode 100644 R-Data Visualization/Visualizing-Quantities/README.md diff --git a/R-Data Visualization/README.md b/R-Data Visualization/README.md deleted file mode 100644 index 8b137891..00000000 --- a/R-Data Visualization/README.md +++ /dev/null @@ -1 +0,0 @@ - diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md new file mode 100644 index 00000000..a1db4318 --- /dev/null +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -0,0 +1,32 @@ +# Visualizing Quantities + Sketchnote comes here + +In this lesson you will explore how to use the [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html) package to create meaningful visualizations around the concept of quantity. Using a clean dataset about the number of [COVID-19 cases in the world](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage), you can make these visualizations and explore the trends of the COVID-19 numbers. This dataset has many variables including the number of confirmed, recovered and deceased cases all over the world from 21-01-2020 and is updated regularly. + +## [Pre-lecture quiz](_) yet to be linked + +## Observe COVID-19 trends with ggplot2 +ggplot2 is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes ggplot2 the most popular package used for visualizations in R. The user tells ggplot2 how to map the variables to aesthetics, the graphical primitives to use, and ggplot2 takes care of the remaining. + +> ✅ Plot = Data + Aesthetics + Geometry +> - Data refers to the dataset +> - Aesthetics indicate the variables to be studied (x and y variables) +> - Geometry refers to the type of plot (line plot, bar plot, etc.) + +Choose the best geometry (type of plot) according to your data and the story you want to tell through the plot. + +> - To analyze trends: line, column +> - To compare values: bar, column, pie, scatterplot +> - To show how parts relate to a whole: pie +> - To show distribution of data: scatterplot, bar +> - To show relationships between values: line, scatterplot, bubble + +✅ You can also checkout this descriptive [cheatsheet](https://nyu-cdsc.github.io/learningr/assets/data-visualization-2.1.pdf) for ggplot2. + +## Build a line plot on the number of COVID-19 cases +In this section, you would be plotting a line graph to analyse the trends of the confirmed, recovered and deceased COVID-19 cases in the world. + +Open the R console and import the dataset. +> Note: The dataset is stored in the root of this repo in the `/data` folder. + + From 981495b6bf2af567c8fe7afad666d79d84990dcb Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Sat, 27 Nov 2021 21:26:32 +0530 Subject: [PATCH 03/41] Added "importing dataset" section --- .../Visualizing-Quantities/README.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index a1db4318..8e6e171d 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -29,4 +29,23 @@ In this section, you would be plotting a line graph to analyse the trends of the Open the R console and import the dataset. > Note: The dataset is stored in the root of this repo in the `/data` folder. +Let's import the dataset and observe the head (top 5 rows) of the data. + +```r +df_covid <- read.csv("../../data/covid.csv") +head(df_covid) +``` +The head of the data has a mix of numbers and text: + +|id|updated|confirmed|confirmed_change|deaths|deaths_change|recovered|recovered_change|load_time| +| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | +|338995|21-01-2020|262|NA|0|NA|NA|NA|09:54.1| +|338996|22-01-2020|313|51|0|0|NA|NA|09:54.1| +|338997|23-01-2020|578|265|0|0|NA|NA|09:54.1| +|338998|24-01-2020|841|263|0|0|NA|NA|09:54.1| +|338999|25-01-2020|1320|479|0|0|NA|NA|09:54.1| + +Let's start visualizing this data by plotting a line graph of the confirmed, deceased and the recovered cases. + + From 0bc46fc8715ac92e55fedac5463c600b5aefac9c Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Mon, 29 Nov 2021 20:33:48 +0530 Subject: [PATCH 04/41] updated README.md --- .../Visualizing-Quantities/README.md | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index 8e6e171d..76cd2662 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -45,7 +45,20 @@ The head of the data has a mix of numbers and text: |338998|24-01-2020|841|263|0|0|NA|NA|09:54.1| |338999|25-01-2020|1320|479|0|0|NA|NA|09:54.1| -Let's start visualizing this data by plotting a line graph of the confirmed, deceased and the recovered cases. +The data type for the "updated" column is a 'chr' (character), but we would want it in a date-time format for analysing and vidualizing. In order to convert the values to the date-time format in the updated column, the [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) package is used. To install, load and convert the data type to date-time, enter the following in the R console. +```r +install.packages("lubridate") +library("lubridate") +df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('dmy', 'dmy'))) +``` +Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be dd-mm-yyyy and the desired format as dd-mm-yyyy + +Next, to get started with visualizations, let's install and load ggplot2 package using the R console. +```r +install.packages("ggplot2") +library("ggplot2") +``` +Let's start visualizing the data we imported by plotting a line graph of the confirmed, deceased and the recovered cases. 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z7|x&3Z^k}KCycZ7;Yzvu@n+vO6DgJz9Vd*y9Xol<($1_CzI@@!^Owye2^y`P9_Nc2 zcdz{3tq~SAzsZPL`pfrKTjm*G`&~pR<*-YESwK-FOjGiQFGH&V^sTS@idLLUU2(%p z&R^6n#aI2WwF0*YKGZSZlNa!Bn(xLX@0Q(XJfr^c@$aK2&p&*}UT>bpbY}Id2= ziy{^r0jHaZz;wfT{_00tJ%_CB9l^E0G0U?2-)c#eW&UF_uYH^@o=}S?zBC?{hNK}@9U)YSxdykCSJSV8xBnKj32E2 zJiht-pEH;0()ya?&%s6UjJg=M2TrxetCn3UFX%kadjF}x)GuJSw*uYnA2hcqJ&h;Js zSdjSleyzSt$hHCo$mX4C?^1u*%0HR&_g?iDCqsiZ`X_f1_qPruor!{7Uyw%>m1yFBs#({EP=G}&C@+dtI)|CwiT z_dZYi?cEP6fXAcR-{qgZxBmC?yB})u{}%m|zt6k;C$M-2w~!bZyte~SZ+ntjVdazO zSI-Sx_+QoEXYtR>#^xrcd;j)L?7;QR;ns>Wc6)_>ys6n*{&CmWeml;@1OOXXKuyh#Ys`TMj`eD5M)6ml->kjouj>gTe~DWM4f DlAG=^ literal 0 HcmV?d00001 From a83afd28a0e9b56b9a0c8fe2c9541367f2a82999 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 30 Nov 2021 12:22:44 +0530 Subject: [PATCH 08/41] Updated README.md with line graphs --- .../Visualizing-Quantities/README.md | 49 ++++++++++++++++++- 1 file changed, 47 insertions(+), 2 deletions(-) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index 76cd2662..aec2c5d7 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -49,9 +49,9 @@ The data type for the "updated" column is a 'chr' (character), but we would want ```r install.packages("lubridate") library("lubridate") -df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('dmy', 'dmy'))) +df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) ``` -Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be dd-mm-yyyy and the desired format as dd-mm-yyyy +Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be yyyy-mm-dd and the desired format as yyyy-mm-dd Next, to get started with visualizations, let's install and load ggplot2 package using the R console. ```r @@ -59,6 +59,51 @@ install.packages("ggplot2") library("ggplot2") ``` Let's start visualizing the data we imported by plotting a line graph of the confirmed, deceased and the recovered cases. +```r +ggplot(df_covid,aes(x=updated, y=confirmed)) + + geom_line() +``` +We use the ggplot2 package for plotting a line graph of the confirmed covid cases for the range of dates starting January 2020 to November 2021. The 'geom_line()' function is used for plotting a line graph, with the dataset being the first argument in 'ggplot()'. The 'aes' specifies the variables for the x and y axes which would be 'updated' and 'confirmed' respectively. + +The graph looks like this: + +![Confirmed COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph.png) + +To make the plot understandable, we can change the Y-axis scales to numbers instead of abbreviated points (abbreviated to e) using the ['scales'](https://scales.r-lib.org/) package. We can also add points, title, customized labels on the line graph for a better presentation. +```r +install.packages("scales") +library("scales") +ggplot(df_covid,aes(x=updated, y=confirmed)) + + geom_line(colour="red") + + geom_point() + + xlab("Month") + + ylab("Confirmed Cases") + + ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) +``` +You have now successfully added customized labels to the axes, titled the plot, changed the colour of the line to red and points on the y-axis are now in the numerical format instead of the abbreviated format. + +![Confirmed COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph1.png) +Similarly, you can now plot the line graphs for the recovered and the deceased cases. +```r +ggplot(df_covid,aes(x=updated, y=recovered)) + + geom_line(colour="red") + + geom_point() + + xlab("Month") + + ylab("Recovered Cases") + + ggtitle("Recovered COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) + +ggplot(df_covid,aes(x=updated, y=deaths)) + + geom_line(colour="red") + + geom_point() + + xlab("Month") + + ylab("Deceased Cases") + + ggtitle("Deceased COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) +``` +![Recovered COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_line-graph.png) +![Deceased COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png) From 4002da7c0520a86a468876f8c11c0b36dcc99380 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 30 Nov 2021 16:44:56 +0530 Subject: [PATCH 09/41] Added bar graphs --- 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z8H9Z}3m_xga#qonpNuFdKq}aMle>BQO;_FTFTSg0LeBdc7xLD`D=&Ad$?DKO>@8&! z1`)|fk4LiTf2nWl_rq#so_hBeFW8d45LJQLZB)!5KRb|<6yWO{_Gd?ESd(vNLWI6BwPiXd zO|_sf+>={SUn$Okyfn5tz(cnE{6qMZOU*-Wh*|=7ZN& zlhq$GzjM{JZC@Si9*NfvU|l$P;-qPoN>%6N(8;fK~&iTAFcsXXKtQJ%;BNrm9g1p=uej^n}oM+d)a+m_Y?=RCRK%6puPW< z*&S|9Rg_RgVf9gc>y_Pk7ppg9+(G}e5=7{iI=g;_jem|Qz#PYWrJJg^l82rojt_%~ z6{6tD_6cuayjIVd<>>_E@arWRExRC6oe$_1C4QY>a)6a#VIGX+@NNq-`|&1*vWl Date: Tue, 30 Nov 2021 16:46:46 +0530 Subject: [PATCH 10/41] Updated README with bar graphs --- .../Visualizing-Quantities/README.md | 21 +++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index aec2c5d7..47e09f91 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -107,3 +107,24 @@ ggplot(df_covid,aes(x=updated, y=deaths)) + ![Recovered COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_line-graph.png) ![Deceased COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png) + +## Exploring bar graphs + +Let's start off with creating a simple bar chart of the confirmed COVID-19 cases + +```r +ggplot(data=df, aes(x=updated, y=confirmed, fill=confirmed)) + + geom_bar(stat="identity") + + xlab("Month") + + ylab("Confirmed Cases") + + ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) + + scale_fill_gradient(low = "green", high = "red",labels = comma) + ``` + +![Confirmed cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_bar-graph.png) + +Similarly, we can also make the bar charts for the recovered and the deceased cases in different colours. + +![Recovered cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png) +![Deceased cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png) From 78346fda279e1117ac4c241118a8acb9f72f00e5 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 30 Nov 2021 17:58:51 +0530 Subject: [PATCH 11/41] Added stacked bar graph --- .../Graphs/stacked-bar-graph.png | Bin 0 -> 22273 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/stacked-bar-graph.png diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/stacked-bar-graph.png b/R-Data 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+++++++++++++++++++ 1 file changed, 68 insertions(+) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index 47e09f91..05afc2e6 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -128,3 +128,71 @@ Similarly, we can also make the bar charts for the recovered and the deceased ca ![Recovered cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png) ![Deceased cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png) + +### Stacked Bar Chart + +You can now analyse the data using a stacked bar chart. Each bar is divided into a number of sub-bars which get stacked end to end over one another. In our case we can stack the bars corresponding to confirmed, recovered and deceased cases in one graph. +In order to convert multiple columns into columns of key-value pairs, the'gather()' function from the [tidyverse](https://www.tidyverse.org/) and [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) packages will help us summarize the data. + +```r +install.packages("dplyr") +install.packages("tidyverse") + +library(lubridate) +library(scales) +library(dplyr) +library(ggplot2) +library(tidyverse) + +df_covid %>% group_by(updated) %>% + summarise(n=n(), + Deceased = mean(deaths), + Recovered = mean(recovered), + Confirmed = mean(confirmed)) %>% + gather("key", "value", - c(updated, n)) %>% + ggplot(aes(x = updated, y = value, group = key, fill = key)) + + geom_bar(stat = "identity") + + scale_fill_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + + xlab("Month") + + ylab("Number of cases") + + ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) + + labs(fill="Type of case") + ``` + ![COVID-19 cases stacked bar plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/stacked-bar-graph.png) + + ## Scatter plot + + You can also plot a scatter plot using the geom_point() function to have a look at the variation in the data. + + ```r + df%>% group_by(updated) %>% + summarise(n=n(), + Deceased = mean(deaths), + Recovered = mean(recovered), + Confirmed = mean(confirmed)) %>% + gather("key", "value", - c(updated, n)) %>% + ggplot(aes(x = updated, y = value, group = key, fill = key)) + + geom_point(stat = "identity") + + scale_color_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + + xlab("Month") + + ylab("Number of cases") + + ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + + scale_y_continuous(labels=comma) +aes(color=key) + ``` + + ![Scatter Plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/scatter-plot.png) + + All these graphs help in clear interpretation and analysis of the COVID-19 data + + ## 🚀 Challenge + +The dataset used in this lesson visualizes the data worldwide. Practice building plots and visualizing quantities around the data for countries that you like. The dataset can be found [here](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage) + +## Review & Self Study + +This first lesson has given you some information about how to use ggplot2 to visualize quantities. Research and lookout for datasets that you could visualize using other packages like [Lattice](https://stat.ethz.ch/R-manual/R-devel/library/lattice/html/Lattice.html) and [Plotly](https://github.com/plotly/plotly.R#readme) + +## Assignment + +[Line, Bar and Scatter plot]() From b5134ed8c94daafb9ddc46561b549a31fa29eeae Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 30 Nov 2021 21:13:05 +0530 Subject: [PATCH 14/41] Created README.md --- R-Data Visualization/Visualizing-distributions/README.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 R-Data Visualization/Visualizing-distributions/README.md diff --git a/R-Data Visualization/Visualizing-distributions/README.md b/R-Data Visualization/Visualizing-distributions/README.md new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/R-Data Visualization/Visualizing-distributions/README.md @@ -0,0 +1 @@ + From db3eab5779f41a83d404c9b4279f6da1ba0a967e Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 11:55:56 +0530 Subject: [PATCH 15/41] Minor fix --- .../Visualizing-Quantities/README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index 05afc2e6..bfba53ab 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -6,7 +6,7 @@ In this lesson you will explore how to use the [ggplot2](https://cran.r-project. ## [Pre-lecture quiz](_) yet to be linked ## Observe COVID-19 trends with ggplot2 -ggplot2 is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes ggplot2 the most popular package used for visualizations in R. The user tells ggplot2 how to map the variables to aesthetics, the graphical primitives to use, and ggplot2 takes care of the remaining. +`ggplot2` is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes `ggplot2` the most popular package used for visualizations in R. The user tells `ggplot2` how to map the variables to aesthetics, the graphical primitives to use, and `ggplot2` takes care of the remaining. > ✅ Plot = Data + Aesthetics + Geometry > - Data refers to the dataset @@ -45,7 +45,7 @@ The head of the data has a mix of numbers and text: |338998|24-01-2020|841|263|0|0|NA|NA|09:54.1| |338999|25-01-2020|1320|479|0|0|NA|NA|09:54.1| -The data type for the "updated" column is a 'chr' (character), but we would want it in a date-time format for analysing and vidualizing. In order to convert the values to the date-time format in the updated column, the [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) package is used. To install, load and convert the data type to date-time, enter the following in the R console. +The data type for the "updated" column is a`chr`(character), but we would want it in a date-time format for analysing and vidualizing. In order to convert the values to the date-time format in the updated column, the [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) package is used. To install, load and convert the data type to date-time, enter the following in the R console. ```r install.packages("lubridate") library("lubridate") @@ -53,7 +53,7 @@ df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) ``` Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be yyyy-mm-dd and the desired format as yyyy-mm-dd -Next, to get started with visualizations, let's install and load ggplot2 package using the R console. +Next, to get started with visualizations, let's install and load`ggplot2`package using the R console. ```r install.packages("ggplot2") library("ggplot2") @@ -63,7 +63,7 @@ Let's start visualizing the data we imported by plotting a line graph of the con ggplot(df_covid,aes(x=updated, y=confirmed)) + geom_line() ``` -We use the ggplot2 package for plotting a line graph of the confirmed covid cases for the range of dates starting January 2020 to November 2021. The 'geom_line()' function is used for plotting a line graph, with the dataset being the first argument in 'ggplot()'. The 'aes' specifies the variables for the x and y axes which would be 'updated' and 'confirmed' respectively. +We use the`ggplot2`package for plotting a line graph of the confirmed covid cases for the range of dates starting January 2020 to November 2021. The`geom_line()`function is used for plotting a line graph, with the dataset being the first argument in`ggplot()` The 'aes' specifies the variables for the x and y axes which would be 'updated' and 'confirmed' respectively. The graph looks like this: @@ -132,7 +132,7 @@ Similarly, we can also make the bar charts for the recovered and the deceased ca ### Stacked Bar Chart You can now analyse the data using a stacked bar chart. Each bar is divided into a number of sub-bars which get stacked end to end over one another. In our case we can stack the bars corresponding to confirmed, recovered and deceased cases in one graph. -In order to convert multiple columns into columns of key-value pairs, the'gather()' function from the [tidyverse](https://www.tidyverse.org/) and [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) packages will help us summarize the data. +In order to convert multiple columns into columns of key-value pairs, the`gather()` function from the [tidyverse](https://www.tidyverse.org/) and [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) packages will help us summarize the data. ```r install.packages("dplyr") @@ -163,7 +163,7 @@ df_covid %>% group_by(updated) %>% ## Scatter plot - You can also plot a scatter plot using the geom_point() function to have a look at the variation in the data. + You can also plot a scatter plot using the`geom_point()`function to have a look at the variation in the data. ```r df%>% group_by(updated) %>% From 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zjNy}r$_$`4%E_)+fBLy}IW9@6W7a>~mX2A|3D6_AijbD?Hou&_OEKxF0(g|0!!EI@ Y%rTGj`IqWiQvP)2l;z2?<8I&nAMM@R4FCWD literal 0 HcmV?d00001 From f5e3f774cf2e083f818a2efc99873589d2bcdd9e Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 13:23:21 +0530 Subject: [PATCH 17/41] Added lesson on visualizing distributions --- .../Visualizing-distributions/README.md | 77 +++++++++++++++++++ 1 file changed, 77 insertions(+) diff --git a/R-Data Visualization/Visualizing-distributions/README.md b/R-Data Visualization/Visualizing-distributions/README.md index 8b137891..7f6e42bf 100644 --- a/R-Data Visualization/Visualizing-distributions/README.md +++ b/R-Data Visualization/Visualizing-distributions/README.md @@ -1 +1,78 @@ +# Visualizing Distributions + + Sketchnote comes here + +In the previous lesson, you learned about visualizing quantities. This lesson will focus on distributions and their visualizations. + +## [Pre-lecture quiz]() Yet to be linked + +## Explore the COVID-19 dataset + +We can now look at the distribution of this data along an axis. This would help us understand how a variable is distributed, thereby helping us in analysis. +Let's get started on this lesson by importing the dataset and then parsing the dates to the date-time format using the ```lubridate``` package. + +```r +library(lubridate) +df_covid <- read.csv("../../data/covid.csv") +df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) +``` +## Working with histograms + +Histograms gives a true image of the distribution of a variable. In our case, let us visualize the distribution of the "change in confirmed, recovered and deceased COVID-19 cases". Let us now load `ggplot2` and use the `geom_histogram()` function for making a histogram. + +```r +library("ggplot2") +ggplot(data=df_covid, aes(x=confirmed_change)) + + geom_histogram() +``` +This produces an output like this +![Confirmed histogram]https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/confirmed_histogram.png() + +Let's make the histogram more presentable for easy interpretation. Using the `scales` package, we would alter the number of axes ticks/points. Along with this a change in the axes titles and addition of the plot title would help in easy interpretation. + +```r +library("scales") +ggplot(data=df_covid, aes(x=confirmed_change)) + + geom_histogram( bins = 16,fill="orange",color="red") + + scale_x_continuous(breaks=seq(0,2000000,100000)) + + scale_y_continuous(breaks=seq(0,200,20)) + + xlab("Change in confirmed cases") + + ggtitle("Distribution of change in confirmed COVID-19 cases") +``` +You have successfully added ticks on the x-axis ranging from 0 to 2000000 with a gap of 100000 between two consecutive ticks. Similarly added ticks on the y-axis ranging from 0 to 200 with a gap of 20 between two consecutive ticks. Along with this you have now given an appropriate x-axis label and chart title. The `bins` tells `ggplot2` how many bars or bins do we want in our histogram. In this chart, the number of bins are 16 but you can customize them to as many bins as you like. This plot shows us that the change of about 300000 was the most frequent for the confirmed COVID-19 cases +![Confirmed Histogram improved](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/confirmed_histogram1.png) + +Similarly, try plotting the histograms for change in the number of recovered and deceased cases. + +## Density plots + +Density plots are another charts that help analyse distributions for variables. However, unlike the box-structure of histograms, density plots have a smooth line structure. In other words, they can be thought of as smoothened histograms. Use the` geom_density()` function to make a density plot. + +```r +ggplot(data = df_covid, aes(x = confirmed_change)) + + geom_density(color = "red") + + scale_y_continuous(labels = comma) + + xlab("Change in confirmed cases") + + ggtitle("Distribution of change in confirmed COVID-19 cases") +``` +![comparison](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/comparison.png) + +The density plot is clearly a smoothened form of the histogram. +Let's also plot density plots for change in recovered and deceased cases. + +![recovered density plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/recovered_density.png) +![deceased density plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/deceased_density.png) + +## 🚀 Challenge + +Research about overlaying ggplots and try to make visualizations for multiple variables in one graph. This will help you look at the distribution of multiple variables in one chart. + +## [Post-lecture quiz]() yet to be linked + +## Review & Self Study +In this lesson we visualized distributions using Histograms and density plots. You can explore other types of graphs used for visualizing distributions (like box plot,etc.) and try drawing them using packages you like. + +## Assignment + +[Histogram and density plots]() yet to be linked From 959c49d38f85cba917f248b4fb7d81254ef457ae Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 13:25:45 +0530 Subject: [PATCH 18/41] Fixed image sources --- .../Visualizing-distributions/README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/R-Data Visualization/Visualizing-distributions/README.md b/R-Data Visualization/Visualizing-distributions/README.md index 7f6e42bf..a69f1717 100644 --- a/R-Data Visualization/Visualizing-distributions/README.md +++ b/R-Data Visualization/Visualizing-distributions/README.md @@ -26,7 +26,7 @@ ggplot(data=df_covid, aes(x=confirmed_change)) + geom_histogram() ``` This produces an output like this -![Confirmed histogram]https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/confirmed_histogram.png() +![Confirmed histogram](Graphs/confirmed_histogram.png) Let's make the histogram more presentable for easy interpretation. Using the `scales` package, we would alter the number of axes ticks/points. Along with this a change in the axes titles and addition of the plot title would help in easy interpretation. @@ -40,7 +40,7 @@ ggplot(data=df_covid, aes(x=confirmed_change)) + ggtitle("Distribution of change in confirmed COVID-19 cases") ``` You have successfully added ticks on the x-axis ranging from 0 to 2000000 with a gap of 100000 between two consecutive ticks. Similarly added ticks on the y-axis ranging from 0 to 200 with a gap of 20 between two consecutive ticks. Along with this you have now given an appropriate x-axis label and chart title. The `bins` tells `ggplot2` how many bars or bins do we want in our histogram. In this chart, the number of bins are 16 but you can customize them to as many bins as you like. This plot shows us that the change of about 300000 was the most frequent for the confirmed COVID-19 cases -![Confirmed Histogram improved](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/confirmed_histogram1.png) +![Confirmed Histogram improved](Graphs/confirmed_histogram1.png) Similarly, try plotting the histograms for change in the number of recovered and deceased cases. @@ -55,13 +55,13 @@ ggplot(data = df_covid, aes(x = confirmed_change)) + xlab("Change in confirmed cases") + ggtitle("Distribution of change in confirmed COVID-19 cases") ``` -![comparison](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/comparison.png) +![comparison](Graphs/comparison.png) The density plot is clearly a smoothened form of the histogram. Let's also plot density plots for change in recovered and deceased cases. -![recovered density plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/recovered_density.png) -![deceased density plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-distributions/Graphs/deceased_density.png) +![recovered density plot](Graphs/recovered_density.png) +![deceased density plot](Graphs/deceased_density.png) ## 🚀 Challenge From b081fbb4a46cc0e9acfdaa13f6ffb3a85c50bf7f Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 13:27:42 +0530 Subject: [PATCH 19/41] Fixed image sources --- .../Visualizing-Quantities/README.md | 20 +++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/R-Data Visualization/Visualizing-Quantities/README.md b/R-Data Visualization/Visualizing-Quantities/README.md index bfba53ab..987189b5 100644 --- a/R-Data Visualization/Visualizing-Quantities/README.md +++ b/R-Data Visualization/Visualizing-Quantities/README.md @@ -67,7 +67,7 @@ We use the`ggplot2`package for plotting a line graph of the confirmed covid case The graph looks like this: -![Confirmed COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph.png) +![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph.png) To make the plot understandable, we can change the Y-axis scales to numbers instead of abbreviated points (abbreviated to e) using the ['scales'](https://scales.r-lib.org/) package. We can also add points, title, customized labels on the line graph for a better presentation. @@ -84,7 +84,7 @@ ggplot(df_covid,aes(x=updated, y=confirmed)) + ``` You have now successfully added customized labels to the axes, titled the plot, changed the colour of the line to red and points on the y-axis are now in the numerical format instead of the abbreviated format. -![Confirmed COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph1.png) +![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph1.png) Similarly, you can now plot the line graphs for the recovered and the deceased cases. ```r @@ -104,9 +104,9 @@ ggplot(df_covid,aes(x=updated, y=deaths)) + ggtitle("Deceased COVID-19 cases from Jan 2020 to Nov 2021") + scale_y_continuous(labels=comma) ``` -![Recovered COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_line-graph.png) +![Recovered COVID-19 cases line graph](Graphs/recovered_line-graph.png) -![Deceased COVID-19 cases line graph](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png) +![Deceased COVID-19 cases line graph](Graphs/deceased_line-graph.png) ## Exploring bar graphs @@ -122,12 +122,12 @@ ggplot(data=df, aes(x=updated, y=confirmed, fill=confirmed)) + scale_fill_gradient(low = "green", high = "red",labels = comma) ``` -![Confirmed cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/confirmed_bar-graph.png) +![Confirmed cases bar chart](Graphs/confirmed_bar-graph.png) Similarly, we can also make the bar charts for the recovered and the deceased cases in different colours. -![Recovered cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png) -![Deceased cases bar chart](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png) +![Recovered cases bar chart](Graphs/recovered_bar-graph.png) +![Deceased cases bar chart](Graphs/deceased_bar-graph.png) ### Stacked Bar Chart @@ -159,7 +159,7 @@ df_covid %>% group_by(updated) %>% scale_y_continuous(labels=comma) + labs(fill="Type of case") ``` - ![COVID-19 cases stacked bar plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/stacked-bar-graph.png) + ![COVID-19 cases stacked bar plot](Graphs/stacked-bar-graph.png) ## Scatter plot @@ -181,7 +181,7 @@ df_covid %>% group_by(updated) %>% scale_y_continuous(labels=comma) +aes(color=key) ``` - ![Scatter Plot](https://github.com/Vidushi-Gupta/Data-Science-For-Beginners/blob/main/R-Data%20Visualization/Visualizing-Quantities/Graphs/scatter-plot.png) + ![Scatter Plot](Graphs/scatter-plot.png) All these graphs help in clear interpretation and analysis of the COVID-19 data @@ -195,4 +195,4 @@ This first lesson has given you some information about how to use ggplot2 to vis ## Assignment -[Line, Bar and Scatter plot]() +[Line, Bar and Scatter plot]() yet to be linked From 8385730928505d2aadf5bda740fdbf676406930f Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 13:34:15 +0530 Subject: [PATCH 20/41] Add files via upload --- data/covid.csv | 652 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 652 insertions(+) create mode 100644 data/covid.csv diff --git a/data/covid.csv b/data/covid.csv new file mode 100644 index 00000000..1b6538a6 --- /dev/null +++ b/data/covid.csv @@ -0,0 +1,652 @@ 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+128,20686443,2020-05-28,5916464,113048.0,359791,4847.0,2399247.0,61862.0,09:54.1 +129,21233502,2020-05-29,6048384,131920.0,364357,4566.0,2486634.0,87387.0,09:54.1 +130,21797053,2020-05-30,6132154,83770.0,368604,4247.0,2538227.0,51593.0,09:54.1 +131,22323956,2020-05-31,6246042,113888.0,371154,2550.0,2631567.0,93340.0,09:54.1 +132,22918439,2020-01-06,6325303,79261.0,374452,3298.0,2687848.0,56281.0,09:54.1 +133,23455228,2020-02-06,6444298,118995.0,377460,3008.0,2727679.0,39831.0,09:54.1 +134,24042086,2020-03-06,6573286,128988.0,382435,4975.0,2764304.0,36625.0,09:54.1 +135,24518546,2020-04-06,6722408,149122.0,387898,5463.0,2837955.0,73651.0,09:54.1 +136,25045072,2020-05-06,6852810,130402.0,393934,6036.0,2996534.0,158579.0,09:54.1 +137,25563431,2020-06-06,6979789,126979.0,398211,4277.0,3071142.0,74608.0,09:54.1 +138,26103673,2020-07-06,7085894,106105.0,401848,3637.0,3130301.0,59159.0,09:54.1 +139,26651309,2020-08-06,7185573,99679.0,405168,3320.0,3180479.0,50178.0,09:54.1 +140,27209200,2020-09-06,7313661,128088.0,408954,3786.0,3352665.0,172186.0,09:54.1 +141,27755055,2020-10-06,7414050,100389.0,413854,4900.0,3442630.0,89965.0,09:54.1 +142,28159408,2020-11-06,7617591,203541.0,417514,3660.0,3488251.0,45621.0,09:54.1 +143,28865518,2020-12-06,7715890,98299.0,424587,7073.0,3601584.0,113333.0,09:54.1 +144,29356304,2020-06-13,7835340,119450.0,427670,3083.0,3662834.0,61250.0,09:54.1 +145,29863712,2020-06-14,7963453,128113.0,431141,3471.0,3733612.0,70778.0,09:54.1 +146,30354143,2020-06-15,8085932,122479.0,434432,3291.0,3809566.0,75954.0,09:54.1 +147,30861106,2020-06-16,8261260,175328.0,438453,4021.0,3918176.0,108610.0,09:54.1 +148,31454902,2020-06-17,8400320,139060.0,445468,7015.0,4013202.0,95026.0,09:54.1 +149,32032389,2020-06-18,8519543,119223.0,450435,4967.0,4109183.0,95981.0,09:54.1 +150,32608187,2020-06-19,8716985,197442.0,454582,4147.0,4184445.0,75262.0,09:54.1 +151,33194606,2020-06-20,8802328,85343.0,461206,6624.0,4286643.0,102198.0,09:54.1 +152,33780214,2020-06-21,9030328,228000.0,464620,3414.0,4372440.0,85797.0,09:54.1 +153,34412776,2020-06-22,9154232,123904.0,469939,5319.0,4475013.0,102573.0,09:54.1 +154,34940271,2020-06-23,9237691,83459.0,473650,3711.0,4585022.0,110009.0,09:54.1 +155,35481457,2020-06-24,9494571,256880.0,476911,3261.0,4613425.0,28403.0,09:54.1 +156,36079943,2020-06-25,9641472,146901.0,484155,7244.0,4782910.0,169485.0,09:54.1 +157,36691575,2020-06-26,9891727,250255.0,489990,5835.0,4865562.0,82652.0,09:54.1 +158,37296710,2020-06-27,10044731,153004.0,496075,6085.0,5004567.0,139005.0,09:54.1 +159,37923244,2020-06-28,10199798,155067.0,499892,3817.0,5085018.0,80451.0,09:54.1 +160,38540643,2020-06-29,10368165,168367.0,502947,3055.0,5169421.0,84403.0,09:54.1 +161,39017890,2020-06-30,10512383,144218.0,507188,4241.0,5284524.0,115103.0,09:54.1 +162,39305170,2020-01-07,10694288,181905.0,512331,5143.0,5387249.0,102725.0,09:54.1 +163,39588896,2020-02-07,10874146,179858.0,516210,3879.0,5480394.0,93145.0,09:54.1 +164,39883714,2020-03-07,11169802,295656.0,521355,5145.0,5767410.0,287016.0,09:54.1 +165,40158101,2020-04-07,11304534,134732.0,528232,6877.0,6010342.0,242932.0,09:54.1 +166,40454707,2020-05-07,11483400,178866.0,531659,3427.0,6111195.0,100853.0,09:54.1 +167,40773091,2020-06-07,11694766,211366.0,535027,3368.0,6214206.0,103011.0,09:54.1 +168,41187470,2020-07-07,11910220,215454.0,540157,5130.0,6349542.0,135336.0,09:54.1 +169,41493640,2020-08-07,12169400,259180.0,546318,6161.0,6506408.0,156866.0,09:54.1 +170,41808294,2020-09-07,12373722,204322.0,552104,5786.0,6696322.0,189914.0,09:54.1 +171,42121192,2020-10-07,12507849,134127.0,556863,4759.0,6786196.0,89874.0,09:54.1 +172,42422452,2020-11-07,12726677,218828.0,560460,3597.0,6890914.0,104718.0,09:54.1 +173,42736774,2020-12-07,12945505,218828.0,560460,0.0,6890914.0,0.0,09:54.1 +174,43030172,2020-07-13,13203571,258066.0,571444,10984.0,7001675.0,110761.0,09:54.1 +175,43478248,2020-07-14,13382020,178449.0,575201,3757.0,7331068.0,329393.0,09:54.1 +176,43857614,2020-07-15,13654445,272425.0,580038,4837.0,7445299.0,114231.0,09:54.1 +177,44258322,2020-07-16,13926476,272031.0,586174,6136.0,7622505.0,177206.0,09:54.1 +178,44599052,2020-07-17,14126035,199559.0,593209,7035.0,7796508.0,174003.0,09:54.1 +179,44941161,2020-07-18,14394056,268021.0,598098,4889.0,7931486.0,134978.0,09:54.1 +180,45291362,2020-07-19,14608517,214461.0,603697,5599.0,8084942.0,153456.0,09:54.1 +181,45587461,2020-07-20,14774887,166370.0,608420,4723.0,8201516.0,116574.0,09:54.1 +182,45911736,2020-07-21,15008046,233159.0,611599,3179.0,8340042.0,138526.0,09:54.1 +183,46246010,2020-07-22,15429889,421843.0,617902,6303.0,8511330.0,171288.0,09:54.1 +184,46554267,2020-07-23,15628936,199047.0,631680,13778.0,8758636.0,247306.0,09:54.1 +185,46907010,2020-07-24,15909757,280821.0,636262,4582.0,8917141.0,158505.0,09:54.1 +186,47233887,2020-07-25,16117308,207551.0,641889,5627.0,9164700.0,247559.0,09:54.1 +187,47556672,2020-07-26,16360298,242990.0,645482,3593.0,9289876.0,125176.0,09:54.1 +188,47898855,2020-07-27,16605067,244769.0,650918,5436.0,9454796.0,164920.0,09:54.1 +189,48215961,2020-07-28,16845602,240535.0,657337,6419.0,9644387.0,189591.0,09:54.1 +190,48551108,2020-07-29,17109335,263733.0,662577,5240.0,9836182.0,191795.0,09:54.1 +191,48867829,2020-07-30,17321394,212059.0,668801,6224.0,10000738.0,164556.0,09:54.1 +192,49179093,2020-07-31,17594541,273147.0,673822,5021.0,10155026.0,154288.0,09:54.1 +193,49484044,2020-01-08,17852451,257910.0,679439,5617.0,10333166.0,178140.0,09:54.1 +194,49805367,2020-02-08,18166298,313847.0,679794,355.0,10598327.0,265161.0,09:54.1 +195,50117435,2020-03-08,18445787,279489.0,690953,11159.0,10768016.0,169689.0,09:54.1 +196,50411990,2020-04-08,18635877,190090.0,691740,787.0,11036083.0,268067.0,09:54.1 +197,50718530,2020-05-08,18982658,346781.0,702903,11163.0,11206409.0,170326.0,09:54.1 +198,51066302,2020-06-08,19160806,178148.0,712266,9363.0,11477642.0,271233.0,09:54.1 +199,51398145,2020-07-08,19481330,320524.0,716083,3817.0,11605114.0,127472.0,09:54.1 +200,51709870,2020-08-08,19734428,253098.0,723599,7516.0,11801847.0,196733.0,09:54.1 +201,52032571,2020-09-08,19958036,223608.0,728612,5013.0,12001537.0,199690.0,09:54.1 +202,52354419,2020-10-08,20185153,227117.0,732889,4277.0,12158075.0,156538.0,09:54.1 +203,52687114,2020-11-08,20423897,238744.0,738800,5911.0,12450681.0,292606.0,09:54.1 +204,52986471,2020-12-08,20624316,200419.0,744649,5849.0,12631548.0,180867.0,09:54.1 +205,53301563,2020-08-13,21036943,412627.0,749421,4772.0,12831800.0,200252.0,09:54.1 +206,53626081,2020-08-14,21280608,243665.0,761926,12505.0,13048974.0,217174.0,09:54.1 +207,53968267,2020-08-15,21582345,301737.0,767422,5496.0,13290879.0,241905.0,09:54.1 +208,54300153,2020-08-16,21739501,157156.0,773469,6047.0,13590831.0,299952.0,09:54.1 +209,54628821,2020-08-17,21974393,234892.0,776241,2772.0,13702873.0,112042.0,09:54.1 +210,54954952,2020-08-18,22218441,244048.0,779562,3321.0,13934532.0,231659.0,09:54.1 +211,55281106,2020-08-19,22515213,296772.0,782883,3321.0,14156538.0,222006.0,09:54.1 +212,55596022,2020-08-20,22803344,288131.0,789825,6942.0,14381048.0,224510.0,09:54.1 +213,55925660,2020-08-21,22954220,150876.0,796095,6270.0,14596332.0,215284.0,09:54.1 +214,56255319,2020-08-22,23309597,355377.0,799350,3255.0,14715412.0,119080.0,09:54.1 +215,56588811,2020-08-23,23424844,115247.0,806543,7193.0,15007062.0,291650.0,09:54.1 +216,56903851,2020-08-24,23694646,269802.0,808716,2173.0,15150767.0,143705.0,09:54.1 +217,57225503,2020-08-25,24011502,316856.0,814354,5638.0,15381104.0,230337.0,09:54.1 +218,57593564,2020-08-26,24288572,277070.0,821909,7555.0,15636116.0,255012.0,09:54.1 +219,57900498,2020-08-27,24563380,274808.0,828070,6161.0,15856795.0,220679.0,09:54.1 +220,58210875,2020-08-28,24776988,213608.0,833466,5396.0,16051454.0,194659.0,09:54.1 +221,58498609,2020-08-29,25051178,274190.0,837979,4513.0,16227851.0,176397.0,09:54.1 +222,58804438,2020-08-30,25334339,283161.0,843586,5607.0,16451018.0,223167.0,09:54.1 +223,59067883,2020-08-31,25584820,250481.0,848084,4498.0,16669974.0,218956.0,09:54.1 +224,59351710,2020-01-09,25835301,250481.0,848084,0.0,16669974.0,0.0,09:54.1 +225,59653305,2020-02-09,26140922,305621.0,858661,10577.0,17122192.0,452218.0,09:54.1 +226,60004390,2020-03-09,26437886,296964.0,865467,6806.0,17387319.0,265127.0,09:54.1 +227,60346226,2020-04-09,26622706,184820.0,871205,5738.0,17573533.0,186214.0,09:54.1 +228,60680617,2020-05-09,26961795,339089.0,874708,3503.0,17717911.0,144378.0,09:54.1 +229,60999090,2020-06-09,27235839,274044.0,880955,6247.0,18021000.0,303089.0,09:54.1 +230,61310529,2020-07-09,27437294,201455.0,890687,9732.0,18191761.0,170761.0,09:54.1 +231,61589964,2020-08-09,27605560,168266.0,894430,3743.0,18415364.0,223603.0,09:54.1 +232,61905903,2020-09-09,27933388,327828.0,898269,3839.0,18565072.0,149708.0,09:54.1 +233,61969075,2020-10-09,28268970,335582.0,905181,6912.0,18819388.0,254316.0,09:54.1 +234,62328780,2020-11-09,28606726,337756.0,911282,6101.0,19048042.0,228654.0,09:54.1 +235,62720553,2020-12-09,28855994,249268.0,917417,6135.0,19288985.0,240943.0,09:54.1 +236,63087717,2020-09-13,29145068,289074.0,921698,4281.0,19511976.0,222991.0,09:54.1 +237,63414798,2020-09-14,29408424,263356.0,925947,4249.0,19681709.0,169733.0,09:54.1 +238,63739017,2020-09-15,29730140,321716.0,931167,5220.0,19951166.0,269457.0,09:54.1 +239,64101931,2020-09-16,30003378,273238.0,938575,7408.0,20202899.0,251733.0,09:54.1 +240,64435934,2020-09-17,30290791,287413.0,943203,4628.0,20398381.0,195482.0,09:54.1 +241,64835287,2020-09-18,30588989,298198.0,947919,4716.0,20623028.0,224647.0,09:54.1 +242,65233756,2020-09-19,30859069,270080.0,953482,5563.0,20832830.0,209802.0,09:54.1 +243,65637628,2020-09-20,31181782,322713.0,958314,4832.0,21099095.0,266265.0,09:54.1 +244,66018801,2020-09-21,31453048,271266.0,962266,3952.0,21300501.0,201406.0,09:54.1 +245,66383549,2020-09-22,31759233,306185.0,967347,5081.0,21583667.0,283166.0,09:54.1 +246,66792413,2020-09-23,32068225,308992.0,973904,6557.0,21811742.0,228075.0,09:54.1 +247,67185093,2020-09-24,32397479,329254.0,979862,5958.0,22059084.0,247342.0,09:54.1 +248,67581831,2020-09-25,32636842,239363.0,985748,5886.0,22313269.0,254185.0,09:54.1 +249,67965654,2020-09-26,32949407,312565.0,990134,4386.0,22525177.0,211908.0,09:54.1 +250,68265390,2020-09-27,33156812,207405.0,995658,5524.0,22787799.0,262622.0,09:54.1 +251,68655368,2020-09-28,33489205,332393.0,998696,3038.0,22961436.0,173637.0,09:54.1 +252,69018938,2020-09-29,33785178,295973.0,1004278,5582.0,23243613.0,282177.0,09:54.1 +253,69430834,2020-09-30,34136078,350900.0,1010147,5869.0,23448934.0,205321.0,09:54.1 +254,69833168,2020-01-10,34450697,314619.0,1016970,6823.0,23711591.0,262657.0,09:54.1 +255,70240693,2020-02-10,34768408,317711.0,1025354,8384.0,23914523.0,202932.0,09:54.1 +256,70639798,2020-03-10,35011322,242914.0,1030880,5526.0,24145097.0,230574.0,09:54.1 +257,71036840,2020-04-10,35339125,327803.0,1034865,3985.0,24364562.0,219465.0,09:54.1 +258,71424980,2020-05-10,35654271,315146.0,1039120,4255.0,24571309.0,206747.0,09:54.1 +259,71835886,2020-06-10,36026644,372373.0,1046809,7689.0,24834996.0,263687.0,09:54.1 +260,72233477,2020-07-10,36372696,346052.0,1053357,6548.0,25117417.0,282421.0,09:54.1 +261,72634866,2020-08-10,36706213,333517.0,1059616,6259.0,25334019.0,216602.0,09:54.1 +262,73037963,2020-09-10,37019381,313168.0,1064420,4804.0,25510557.0,176538.0,09:54.1 +263,73438171,2020-10-10,37267921,248540.0,1069953,5533.0,25711805.0,201248.0,09:54.1 +264,73848747,2020-11-10,37706961,439040.0,1073780,3827.0,25923754.0,211949.0,09:54.1 +265,74235060,2020-12-10,38006121,299160.0,1078068,4288.0,26172754.0,249000.0,09:54.1 +266,74590666,2020-10-13,38351539,345418.0,1083875,5807.0,26354211.0,181457.0,09:54.1 +267,74935625,2020-10-14,38756289,404750.0,1089186,5311.0,26540006.0,185795.0,09:54.1 +268,75293212,2020-10-15,39126112,369823.0,1095216,6030.0,26753000.0,212994.0,09:54.1 +269,75627026,2020-10-16,39502909,376797.0,1101007,5791.0,26956913.0,203913.0,09:54.1 +270,75998990,2020-10-17,39803562,300653.0,1106705,5698.0,27147928.0,191015.0,09:54.1 +271,76372960,2020-10-18,40272089,468527.0,1111714,5009.0,27353713.0,205785.0,09:54.1 +272,76673954,2020-10-19,40652097,380008.0,1116167,4453.0,27558672.0,204959.0,09:54.1 +273,77027677,2020-10-20,40990616,338519.0,1122036,5869.0,2782160.0,-24776512.0,09:54.1 +274,77035667,2020-10-21,41329136,338520.0,1122036,0.0,2782160.0,0.0,09:54.1 +275,78103542,2020-10-23,42439400,433222.0,1140759,9362.0,28423572.0,12820706.0,09:54.1 +276,78447994,2020-10-24,42886132,446732.0,1147192,6433.0,28630738.0,207166.0,09:54.1 +277,78767475,2020-10-25,43385581,499449.0,1152314,5122.0,28853536.0,222798.0,09:54.1 +278,79067501,2020-10-26,43841084,455503.0,1157714,5400.0,29098191.0,244655.0,09:54.1 +279,79418772,2020-10-27,44311674,470590.0,1164755,7041.0,29300099.0,201908.0,09:54.1 +280,79732082,2020-10-28,44859998,548324.0,1171286,6531.0,29889942.0,589843.0,09:54.1 +281,80126171,2020-10-29,45271624,411626.0,1178410,7124.0,30141437.0,251495.0,09:54.1 +282,80470050,2020-10-30,45916151,644527.0,1183861,5451.0,30380635.0,239198.0,09:54.1 +283,80810634,2020-10-31,46386903,470752.0,1193070,9209.0,29837092.0,-543543.0,09:54.1 +284,81089996,2020-01-11,46849292,462389.0,1198942,5872.0,30944606.0,1107514.0,09:54.1 +285,81390785,2020-02-11,47260377,411085.0,1204202,5260.0,31182478.0,237872.0,09:54.1 +286,81710350,2020-03-11,47742312,481935.0,1211102,6900.0,31454401.0,271923.0,09:54.1 +287,82042268,2020-04-11,48261898,519586.0,1219947,8845.0,31733172.0,278771.0,09:54.1 +288,82376288,2020-05-11,49114225,852327.0,1227666,7719.0,32009347.0,276175.0,09:54.1 +289,82703691,2020-06-11,49688351,574126.0,1239757,12091.0,32341811.0,332464.0,09:54.1 +290,83015973,2020-07-11,50111147,422796.0,1248150,8393.0,32633711.0,291900.0,09:54.1 +291,83326535,2020-08-11,50752354,641207.0,1253707,5557.0,32892365.0,258654.0,09:54.1 +292,83586128,2020-09-11,51292597,540243.0,1261306,7599.0,33150116.0,257751.0,09:54.1 +293,83908320,2020-10-11,51975458,682861.0,1269199,7893.0,33400848.0,250732.0,09:54.1 +294,84249738,2020-11-11,52331462,356004.0,1281309,12110.0,33785432.0,384584.0,09:54.1 +295,84537497,2020-12-11,53211792,880330.0,1287966,6657.0,34043712.0,258280.0,09:54.1 +296,84838420,2020-11-13,53788566,576774.0,1300076,12110.0,34296757.0,253045.0,09:54.1 +297,85176078,2020-11-14,54184358,395792.0,1308725,8649.0,34660180.0,363423.0,09:54.1 +298,85510162,2020-11-15,54814867,630509.0,1314904,6179.0,34830992.0,170812.0,09:54.1 +299,85789187,2020-11-16,55333374,518507.0,1322963,8059.0,35127472.0,296480.0,09:54.1 +300,86107443,2020-11-17,56024130,690756.0,1332390,9427.0,35613120.0,485648.0,09:54.1 +301,86374459,2020-11-18,56435244,411114.0,1345639,13249.0,35969240.0,356120.0,09:54.1 +302,86750273,2020-11-19,57427358,992114.0,1352775,7136.0,36291080.0,321840.0,09:54.1 +303,87043979,2020-11-20,57974667,547309.0,1369767,16992.0,36731430.0,440350.0,09:54.1 +304,87347666,2020-11-21,58521493,546826.0,1378411,8644.0,37073704.0,342274.0,09:54.1 +305,87637870,2020-11-22,59070488,548995.0,1386051,7640.0,37402009.0,328305.0,09:54.1 +306,87914118,2020-11-23,59597658,527170.0,1394694,8643.0,37691380.0,289371.0,09:54.1 +307,88189431,2020-11-24,60234023,636365.0,1405788,11094.0,38097904.0,406524.0,09:54.1 +308,88445389,2020-11-25,60818781,584758.0,1418224,12436.0,38470416.0,372512.0,09:54.1 +309,88722402,2020-11-26,61501092,682311.0,1428951,10727.0,38926641.0,456225.0,09:54.1 +310,89021724,2020-11-27,62084566,583474.0,1440506,11555.0,39275505.0,348864.0,09:54.1 +311,89282404,2020-11-28,62616821,532255.0,1449642,9136.0,39665623.0,390118.0,09:54.1 +312,89531653,2020-11-29,63118430,501609.0,1457859,8217.0,40016926.0,351303.0,09:54.1 +313,89786198,2020-11-30,63650135,531705.0,1465492,7633.0,40344258.0,327332.0,09:54.1 +314,90059923,2020-01-12,64293447,643312.0,1476396,10904.0,40812450.0,468192.0,09:54.1 +315,90294014,2020-02-12,65016336,722889.0,1488321,11925.0,41258010.0,445560.0,09:54.1 +316,90664746,2020-03-12,65686172,669836.0,1502728,14407.0,41731105.0,473095.0,09:54.1 +317,91015664,2020-04-12,66250018,563846.0,1514549,11821.0,42156580.0,425475.0,09:54.1 +318,91343326,2020-05-12,66974627,724609.0,1524569,10020.0,42542126.0,385546.0,09:54.1 +319,91700307,2020-06-12,67316936,342309.0,1534692,10123.0,42981515.0,439389.0,09:54.1 +320,92031708,2020-07-12,68131040,814104.0,1539965,5273.0,43249276.0,267761.0,09:54.1 +321,92438394,2020-08-12,68498598,367558.0,1554768,14803.0,43811551.0,562275.0,09:54.1 +322,92862162,2020-09-12,69483855,985257.0,1562886,8118.0,44171660.0,360109.0,09:54.1 +323,93188035,2020-10-12,70025535,541680.0,1580006,17120.0,44688463.0,516803.0,09:54.1 +324,93517943,2020-11-12,71541897,1516362.0,1590323,10317.0,45070225.0,381762.0,09:54.1 +325,93851928,2020-12-12,72126085,584188.0,1602500,12177.0,45680439.0,610214.0,09:54.1 +326,94185933,2020-12-13,72221634,95549.0,1611344,8844.0,47139173.0,1458734.0,09:54.1 +327,94351911,2020-12-14,73107224,885590.0,1612014,670.0,47218235.0,79062.0,09:54.1 +328,95185724,2020-12-16,74724989,732175.0,1645136,16561.0,41887210.0,-2665514.0,09:54.1 +329,95543781,2020-12-17,75179482,454493.0,1657706,12570.0,42193884.0,306674.0,09:54.1 +330,95866398,2020-12-18,76085068,905586.0,1667124,9418.0,42512618.0,318734.0,09:54.1 +331,96223911,2020-12-19,76531725,446657.0,1682143,15019.0,42957535.0,444917.0,09:54.1 +332,96531950,2020-12-20,77188346,656621.0,1689925,7782.0,43179943.0,222408.0,09:54.1 +333,96889221,2020-12-21,77801721,613375.0,1699285,9360.0,43522242.0,342299.0,09:54.1 +334,97220132,2020-12-22,78471775,670054.0,1713109,13824.0,43894903.0,372661.0,09:54.1 +335,97559951,2020-12-23,79260455,788680.0,1725959,12850.0,44219799.0,324896.0,09:54.1 +336,97919394,2020-12-24,79766525,506070.0,1739962,14003.0,44642816.0,423017.0,09:54.1 +337,98268015,2020-12-25,80229602,463077.0,1748715,8753.0,44932522.0,289706.0,09:54.1 +338,98629350,2020-12-26,80694954,465352.0,1755940,7225.0,45338147.0,405625.0,09:54.1 +339,98993535,2020-12-27,81114788,419834.0,1763133,7193.0,45614015.0,275868.0,09:54.1 +340,99370285,2020-12-28,81867031,752243.0,1770562,7429.0,45867925.0,253910.0,09:54.1 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changed, 652 deletions(-) delete mode 100644 data/covid.csv diff --git a/data/covid.csv b/data/covid.csv deleted file mode 100644 index 1b6538a6..00000000 --- a/data/covid.csv +++ /dev/null @@ -1,652 +0,0 @@ -,id,updated,confirmed,confirmed_change,deaths,deaths_change,recovered,recovered_change,load_time -0,338995,2020-01-21,262,,0,,,,09:54.1 -1,338996,2020-01-22,313,51.0,0,0.0,,,09:54.1 -2,338997,2020-01-23,578,265.0,0,0.0,,,09:54.1 -3,338998,2020-01-24,841,263.0,0,0.0,,,09:54.1 -4,338999,2020-01-25,1320,479.0,0,0.0,,,09:54.1 -5,339000,2020-01-26,2014,694.0,0,0.0,,,09:54.1 -6,339001,2020-01-27,2798,784.0,0,0.0,,,09:54.1 -7,339002,2020-01-28,4593,1795.0,0,0.0,,,09:54.1 -8,339003,2020-01-29,6065,1472.0,0,0.0,,,09:54.1 -9,339004,2020-01-30,7818,1753.0,0,0.0,,,09:54.1 -10,339005,2020-01-31,9826,2008.0,0,0.0,,,09:54.1 -11,339006,2020-01-02,11953,2127.0,0,0.0,,,09:54.1 -12,339007,2020-02-02,14557,2604.0,0,0.0,,,09:54.1 -13,339008,2020-03-02,17386,2829.0,362,362.0,,,09:54.1 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-32,339027,2020-02-22,77794,1025.0,2359,112.0,,,09:54.1 -33,339028,2020-02-23,78811,1017.0,2462,103.0,,,09:54.1 -34,339029,2020-02-24,79331,520.0,2618,156.0,,,09:54.1 -35,339030,2020-02-25,80239,908.0,2700,82.0,,,09:54.1 -36,339031,2020-02-26,81109,870.0,2762,62.0,,,09:54.1 -37,339032,2020-02-27,82294,1185.0,2804,42.0,,,09:54.1 -38,339033,2020-02-28,83652,1358.0,2858,54.0,,,09:54.1 -39,339034,2020-02-29,85403,1751.0,2924,66.0,,,09:54.1 -40,339035,2020-01-03,87137,1734.0,2977,53.0,,,09:54.1 -41,339036,2020-02-03,88948,1811.0,3043,66.0,,,09:54.1 -42,339037,2020-03-03,90869,1921.0,3112,69.0,,,09:54.1 -43,339038,2020-04-03,93091,2222.0,3198,86.0,,,09:54.1 -44,339039,2020-05-03,95324,2233.0,3281,83.0,,,09:54.1 -45,339040,2020-06-03,98192,2868.0,3380,99.0,,,09:54.1 -46,339041,2020-07-03,101927,3735.0,3486,106.0,,,09:54.1 -47,339042,2020-08-03,105586,3659.0,3584,98.0,,,09:54.1 -48,339043,2020-09-03,109577,3991.0,3809,225.0,,,09:54.1 -49,339044,2020-10-03,113702,4125.0,4012,203.0,,,09:54.1 -50,339045,2020-11-03,118319,4617.0,4292,280.0,,,09:54.1 -51,339046,2020-12-03,125260,6941.0,4613,321.0,,,09:54.1 -52,339047,2020-03-13,132755,7495.0,4955,342.0,,,09:54.1 -53,339048,2020-03-14,142534,9779.0,5392,437.0,,,09:54.1 -54,339049,2020-03-15,153517,10983.0,5735,343.0,,,09:54.1 -55,339050,2020-03-16,167515,13998.0,6606,871.0,,,09:54.1 -56,339051,2020-03-17,179111,11596.0,7426,820.0,81727.0,,09:54.1 -57,339052,2020-03-18,191127,12016.0,7807,381.0,84446.0,2719.0,09:54.1 -58,150051,2020-03-19,244799,53672.0,10030,2223.0,87407.0,2961.0,09:54.1 -59,204566,2020-03-20,275130,30331.0,11376,1346.0,90943.0,3536.0,09:54.1 -60,325129,2020-03-21,304999,29869.0,13003,1627.0,94793.0,3850.0,09:54.1 -61,444295,2020-03-22,335403,30404.0,14611,1608.0,97636.0,2843.0,09:54.1 -62,612670,2020-03-23,378394,42991.0,16491,1880.0,101584.0,3948.0,09:54.1 -63,797487,2020-03-24,417663,39269.0,18605,2114.0,108312.0,6728.0,09:54.1 -64,993962,2020-03-25,463387,45724.0,20912,2307.0,113802.0,5490.0,09:54.1 -65,1216984,2020-03-26,529614,66227.0,23714,2802.0,121454.0,7652.0,09:54.1 -66,1367645,2020-03-27,587958,58344.0,26909,3195.0,132440.0,10986.0,09:54.1 -67,1460188,2020-03-28,662541,74583.0,30839,3930.0,141468.0,9028.0,09:54.1 -68,1673794,2020-03-29,720415,57874.0,33908,3069.0,150918.0,9450.0,09:54.1 -69,1946924,2020-03-30,777286,56871.0,37140,3232.0,164446.0,13528.0,09:54.1 -70,2209715,2020-03-31,856955,79669.0,42089,4949.0,177917.0,13471.0,09:54.1 -71,2486437,2020-01-04,932605,75650.0,46809,4720.0,193259.0,15342.0,09:54.1 -72,2769463,2020-02-04,1011490,78885.0,52863,6054.0,210186.0,16927.0,09:54.1 -73,3090977,2020-03-04,1095917,84427.0,58787,5924.0,225796.0,15610.0,09:54.1 -74,3429904,2020-04-04,1196553,100636.0,64549,5762.0,246108.0,20312.0,09:54.1 -75,3750617,2020-05-04,1272115,75562.0,69309,4760.0,260012.0,13904.0,09:54.1 -76,4016373,2020-06-04,1341907,69792.0,74565,5256.0,276259.0,16247.0,09:54.1 -77,4309179,2020-07-04,1426096,84189.0,81259,6694.0,300054.0,23795.0,09:54.1 -78,4551545,2020-08-04,1504971,78875.0,87984,6725.0,328661.0,28607.0,09:54.1 -79,4728946,2020-09-04,1587209,82238.0,94850,6866.0,353291.0,24630.0,09:54.1 -80,4898837,2020-10-04,1684833,97624.0,102136,7286.0,375499.0,22208.0,09:54.1 -81,5310451,2020-11-04,1764622,79789.0,107904,5768.0,385999.0,10500.0,09:54.1 -82,5134319,2020-12-04,1912923,148301.0,107904,0.0,421497.0,35498.0,09:54.1 -83,5261547,2020-04-13,1970879,57956.0,118966,11062.0,448053.0,26556.0,09:54.1 -84,5305989,2020-04-14,2056055,85176.0,125678,6712.0,472948.0,24895.0,09:54.1 -85,5347997,2020-04-15,2151199,95144.0,133572,7894.0,511019.0,38071.0,09:54.1 -86,5429132,2020-04-16,2234109,82910.0,143725,10153.0,541501.0,30482.0,09:54.1 -87,5440228,2020-04-17,2310572,76463.0,153379,9654.0,567695.0,26194.0,09:54.1 -88,5448942,2020-04-18,2394291,83719.0,158691,5312.0,590682.0,22987.0,09:54.1 -89,5457903,2020-04-19,2470410,76119.0,164938,6247.0,611880.0,21198.0,09:54.1 -90,5467891,2020-04-20,2560504,90094.0,169794,4856.0,645335.0,33455.0,09:54.1 -91,5495212,2020-04-21,2628894,68390.0,176926,7132.0,679793.0,34458.0,09:54.1 -92,5562397,2020-04-22,2699338,70444.0,182992,6066.0,709050.0,29257.0,09:54.1 -93,6650426,2020-04-23,2790986,91648.0,188437,5445.0,737735.0,28685.0,09:54.1 -94,6906714,2020-04-24,2868539,77553.0,195920,7483.0,781382.0,43647.0,09:54.1 -95,6955177,2020-04-25,2965363,96824.0,201502,5582.0,811660.0,30278.0,09:54.1 -96,7002306,2020-04-26,3002303,36940.0,206265,4763.0,863464.0,51804.0,09:54.1 -97,7055144,2020-04-27,3083467,81164.0,208131,1866.0,878813.0,15349.0,09:54.1 -98,7098114,2020-04-28,3170335,86868.0,213824,5693.0,915988.0,37175.0,09:54.1 -99,7522181,2020-04-29,3249022,78687.0,224708,10884.0,958353.0,42365.0,09:54.1 -100,7997577,2020-04-30,3303296,54274.0,230804,6096.0,1006112.0,47759.0,09:54.1 -101,8479449,2020-01-05,3419184,115888.0,235290,4486.0,1039588.0,33476.0,09:54.1 -102,8922151,2020-02-05,3502126,82942.0,243355,8065.0,1092644.0,53056.0,09:54.1 -103,9388541,2020-03-05,3578301,76175.0,247107,3752.0,1124127.0,31483.0,09:54.1 -104,9863005,2020-04-05,3659271,80970.0,251059,3952.0,1162279.0,38152.0,09:54.1 -105,10308709,2020-05-05,3744585,85314.0,256736,5677.0,1197340.0,35061.0,09:54.1 -106,10776908,2020-06-05,3836215,91630.0,263068,6332.0,1238250.0,40910.0,09:54.1 -107,11286400,2020-07-05,3932896,96681.0,268999,5931.0,1278499.0,40249.0,09:54.1 -108,11778334,2020-08-05,4018342,85446.0,274422,5423.0,1313004.0,34505.0,09:54.1 -109,12224629,2020-09-05,4097158,78816.0,278756,4334.0,1363698.0,50694.0,09:54.1 -110,12674148,2020-10-05,4168427,71269.0,282495,3739.0,1402882.0,39184.0,09:54.1 -111,13152783,2020-11-05,4233504,65077.0,285445,2950.0,1452626.0,49744.0,09:54.1 -112,13612685,2020-12-05,4336973,103469.0,289932,4487.0,1481314.0,28688.0,09:54.1 -113,14064683,2020-05-13,4434590,97617.0,296252,6320.0,1540464.0,59150.0,09:54.1 -114,14494766,2020-05-14,4531811,97221.0,301937,5685.0,1583929.0,43465.0,09:54.1 -115,14923458,2020-05-15,4626632,94821.0,307001,5064.0,1632286.0,48357.0,09:54.1 -116,15332735,2020-05-16,4710614,83982.0,311363,4362.0,1679428.0,47142.0,09:54.1 -117,15763695,2020-05-17,4786672,76058.0,315023,3660.0,1732344.0,52916.0,09:54.1 -118,16188753,2020-05-18,4889287,102615.0,317695,2672.0,1776641.0,44297.0,09:54.1 -119,16631510,2020-05-19,4968689,79402.0,322683,4988.0,1679155.0,-97486.0,09:54.1 -120,17054212,2020-05-20,5076846,108157.0,326515,3832.0,1885535.0,206380.0,09:54.1 -121,17464727,2020-05-21,5180982,104136.0,332425,5910.0,1936947.0,51412.0,09:54.1 -122,17857536,2020-05-22,5280743,99761.0,336432,4007.0,1992496.0,55549.0,09:54.1 -123,18284171,2020-05-23,5383582,102839.0,340477,4045.0,2090465.0,97969.0,09:54.1 -124,18684563,2020-05-24,5471768,88186.0,344077,3600.0,2158031.0,67566.0,09:54.1 -125,19070668,2020-05-25,5559130,87362.0,344911,834.0,2223523.0,65492.0,09:54.1 -126,19507722,2020-05-26,5682389,123259.0,348610,3699.0,2271268.0,47745.0,09:54.1 -127,20116729,2020-05-27,5803416,121027.0,354944,6334.0,2337385.0,66117.0,09:54.1 -128,20686443,2020-05-28,5916464,113048.0,359791,4847.0,2399247.0,61862.0,09:54.1 -129,21233502,2020-05-29,6048384,131920.0,364357,4566.0,2486634.0,87387.0,09:54.1 -130,21797053,2020-05-30,6132154,83770.0,368604,4247.0,2538227.0,51593.0,09:54.1 -131,22323956,2020-05-31,6246042,113888.0,371154,2550.0,2631567.0,93340.0,09:54.1 -132,22918439,2020-01-06,6325303,79261.0,374452,3298.0,2687848.0,56281.0,09:54.1 -133,23455228,2020-02-06,6444298,118995.0,377460,3008.0,2727679.0,39831.0,09:54.1 -134,24042086,2020-03-06,6573286,128988.0,382435,4975.0,2764304.0,36625.0,09:54.1 -135,24518546,2020-04-06,6722408,149122.0,387898,5463.0,2837955.0,73651.0,09:54.1 -136,25045072,2020-05-06,6852810,130402.0,393934,6036.0,2996534.0,158579.0,09:54.1 -137,25563431,2020-06-06,6979789,126979.0,398211,4277.0,3071142.0,74608.0,09:54.1 -138,26103673,2020-07-06,7085894,106105.0,401848,3637.0,3130301.0,59159.0,09:54.1 -139,26651309,2020-08-06,7185573,99679.0,405168,3320.0,3180479.0,50178.0,09:54.1 -140,27209200,2020-09-06,7313661,128088.0,408954,3786.0,3352665.0,172186.0,09:54.1 -141,27755055,2020-10-06,7414050,100389.0,413854,4900.0,3442630.0,89965.0,09:54.1 -142,28159408,2020-11-06,7617591,203541.0,417514,3660.0,3488251.0,45621.0,09:54.1 -143,28865518,2020-12-06,7715890,98299.0,424587,7073.0,3601584.0,113333.0,09:54.1 -144,29356304,2020-06-13,7835340,119450.0,427670,3083.0,3662834.0,61250.0,09:54.1 -145,29863712,2020-06-14,7963453,128113.0,431141,3471.0,3733612.0,70778.0,09:54.1 -146,30354143,2020-06-15,8085932,122479.0,434432,3291.0,3809566.0,75954.0,09:54.1 -147,30861106,2020-06-16,8261260,175328.0,438453,4021.0,3918176.0,108610.0,09:54.1 -148,31454902,2020-06-17,8400320,139060.0,445468,7015.0,4013202.0,95026.0,09:54.1 -149,32032389,2020-06-18,8519543,119223.0,450435,4967.0,4109183.0,95981.0,09:54.1 -150,32608187,2020-06-19,8716985,197442.0,454582,4147.0,4184445.0,75262.0,09:54.1 -151,33194606,2020-06-20,8802328,85343.0,461206,6624.0,4286643.0,102198.0,09:54.1 -152,33780214,2020-06-21,9030328,228000.0,464620,3414.0,4372440.0,85797.0,09:54.1 -153,34412776,2020-06-22,9154232,123904.0,469939,5319.0,4475013.0,102573.0,09:54.1 -154,34940271,2020-06-23,9237691,83459.0,473650,3711.0,4585022.0,110009.0,09:54.1 -155,35481457,2020-06-24,9494571,256880.0,476911,3261.0,4613425.0,28403.0,09:54.1 -156,36079943,2020-06-25,9641472,146901.0,484155,7244.0,4782910.0,169485.0,09:54.1 -157,36691575,2020-06-26,9891727,250255.0,489990,5835.0,4865562.0,82652.0,09:54.1 -158,37296710,2020-06-27,10044731,153004.0,496075,6085.0,5004567.0,139005.0,09:54.1 -159,37923244,2020-06-28,10199798,155067.0,499892,3817.0,5085018.0,80451.0,09:54.1 -160,38540643,2020-06-29,10368165,168367.0,502947,3055.0,5169421.0,84403.0,09:54.1 -161,39017890,2020-06-30,10512383,144218.0,507188,4241.0,5284524.0,115103.0,09:54.1 -162,39305170,2020-01-07,10694288,181905.0,512331,5143.0,5387249.0,102725.0,09:54.1 -163,39588896,2020-02-07,10874146,179858.0,516210,3879.0,5480394.0,93145.0,09:54.1 -164,39883714,2020-03-07,11169802,295656.0,521355,5145.0,5767410.0,287016.0,09:54.1 -165,40158101,2020-04-07,11304534,134732.0,528232,6877.0,6010342.0,242932.0,09:54.1 -166,40454707,2020-05-07,11483400,178866.0,531659,3427.0,6111195.0,100853.0,09:54.1 -167,40773091,2020-06-07,11694766,211366.0,535027,3368.0,6214206.0,103011.0,09:54.1 -168,41187470,2020-07-07,11910220,215454.0,540157,5130.0,6349542.0,135336.0,09:54.1 -169,41493640,2020-08-07,12169400,259180.0,546318,6161.0,6506408.0,156866.0,09:54.1 -170,41808294,2020-09-07,12373722,204322.0,552104,5786.0,6696322.0,189914.0,09:54.1 -171,42121192,2020-10-07,12507849,134127.0,556863,4759.0,6786196.0,89874.0,09:54.1 -172,42422452,2020-11-07,12726677,218828.0,560460,3597.0,6890914.0,104718.0,09:54.1 -173,42736774,2020-12-07,12945505,218828.0,560460,0.0,6890914.0,0.0,09:54.1 -174,43030172,2020-07-13,13203571,258066.0,571444,10984.0,7001675.0,110761.0,09:54.1 -175,43478248,2020-07-14,13382020,178449.0,575201,3757.0,7331068.0,329393.0,09:54.1 -176,43857614,2020-07-15,13654445,272425.0,580038,4837.0,7445299.0,114231.0,09:54.1 -177,44258322,2020-07-16,13926476,272031.0,586174,6136.0,7622505.0,177206.0,09:54.1 -178,44599052,2020-07-17,14126035,199559.0,593209,7035.0,7796508.0,174003.0,09:54.1 -179,44941161,2020-07-18,14394056,268021.0,598098,4889.0,7931486.0,134978.0,09:54.1 -180,45291362,2020-07-19,14608517,214461.0,603697,5599.0,8084942.0,153456.0,09:54.1 -181,45587461,2020-07-20,14774887,166370.0,608420,4723.0,8201516.0,116574.0,09:54.1 -182,45911736,2020-07-21,15008046,233159.0,611599,3179.0,8340042.0,138526.0,09:54.1 -183,46246010,2020-07-22,15429889,421843.0,617902,6303.0,8511330.0,171288.0,09:54.1 -184,46554267,2020-07-23,15628936,199047.0,631680,13778.0,8758636.0,247306.0,09:54.1 -185,46907010,2020-07-24,15909757,280821.0,636262,4582.0,8917141.0,158505.0,09:54.1 -186,47233887,2020-07-25,16117308,207551.0,641889,5627.0,9164700.0,247559.0,09:54.1 -187,47556672,2020-07-26,16360298,242990.0,645482,3593.0,9289876.0,125176.0,09:54.1 -188,47898855,2020-07-27,16605067,244769.0,650918,5436.0,9454796.0,164920.0,09:54.1 -189,48215961,2020-07-28,16845602,240535.0,657337,6419.0,9644387.0,189591.0,09:54.1 -190,48551108,2020-07-29,17109335,263733.0,662577,5240.0,9836182.0,191795.0,09:54.1 -191,48867829,2020-07-30,17321394,212059.0,668801,6224.0,10000738.0,164556.0,09:54.1 -192,49179093,2020-07-31,17594541,273147.0,673822,5021.0,10155026.0,154288.0,09:54.1 -193,49484044,2020-01-08,17852451,257910.0,679439,5617.0,10333166.0,178140.0,09:54.1 -194,49805367,2020-02-08,18166298,313847.0,679794,355.0,10598327.0,265161.0,09:54.1 -195,50117435,2020-03-08,18445787,279489.0,690953,11159.0,10768016.0,169689.0,09:54.1 -196,50411990,2020-04-08,18635877,190090.0,691740,787.0,11036083.0,268067.0,09:54.1 -197,50718530,2020-05-08,18982658,346781.0,702903,11163.0,11206409.0,170326.0,09:54.1 -198,51066302,2020-06-08,19160806,178148.0,712266,9363.0,11477642.0,271233.0,09:54.1 -199,51398145,2020-07-08,19481330,320524.0,716083,3817.0,11605114.0,127472.0,09:54.1 -200,51709870,2020-08-08,19734428,253098.0,723599,7516.0,11801847.0,196733.0,09:54.1 -201,52032571,2020-09-08,19958036,223608.0,728612,5013.0,12001537.0,199690.0,09:54.1 -202,52354419,2020-10-08,20185153,227117.0,732889,4277.0,12158075.0,156538.0,09:54.1 -203,52687114,2020-11-08,20423897,238744.0,738800,5911.0,12450681.0,292606.0,09:54.1 -204,52986471,2020-12-08,20624316,200419.0,744649,5849.0,12631548.0,180867.0,09:54.1 -205,53301563,2020-08-13,21036943,412627.0,749421,4772.0,12831800.0,200252.0,09:54.1 -206,53626081,2020-08-14,21280608,243665.0,761926,12505.0,13048974.0,217174.0,09:54.1 -207,53968267,2020-08-15,21582345,301737.0,767422,5496.0,13290879.0,241905.0,09:54.1 -208,54300153,2020-08-16,21739501,157156.0,773469,6047.0,13590831.0,299952.0,09:54.1 -209,54628821,2020-08-17,21974393,234892.0,776241,2772.0,13702873.0,112042.0,09:54.1 -210,54954952,2020-08-18,22218441,244048.0,779562,3321.0,13934532.0,231659.0,09:54.1 -211,55281106,2020-08-19,22515213,296772.0,782883,3321.0,14156538.0,222006.0,09:54.1 -212,55596022,2020-08-20,22803344,288131.0,789825,6942.0,14381048.0,224510.0,09:54.1 -213,55925660,2020-08-21,22954220,150876.0,796095,6270.0,14596332.0,215284.0,09:54.1 -214,56255319,2020-08-22,23309597,355377.0,799350,3255.0,14715412.0,119080.0,09:54.1 -215,56588811,2020-08-23,23424844,115247.0,806543,7193.0,15007062.0,291650.0,09:54.1 -216,56903851,2020-08-24,23694646,269802.0,808716,2173.0,15150767.0,143705.0,09:54.1 -217,57225503,2020-08-25,24011502,316856.0,814354,5638.0,15381104.0,230337.0,09:54.1 -218,57593564,2020-08-26,24288572,277070.0,821909,7555.0,15636116.0,255012.0,09:54.1 -219,57900498,2020-08-27,24563380,274808.0,828070,6161.0,15856795.0,220679.0,09:54.1 -220,58210875,2020-08-28,24776988,213608.0,833466,5396.0,16051454.0,194659.0,09:54.1 -221,58498609,2020-08-29,25051178,274190.0,837979,4513.0,16227851.0,176397.0,09:54.1 -222,58804438,2020-08-30,25334339,283161.0,843586,5607.0,16451018.0,223167.0,09:54.1 -223,59067883,2020-08-31,25584820,250481.0,848084,4498.0,16669974.0,218956.0,09:54.1 -224,59351710,2020-01-09,25835301,250481.0,848084,0.0,16669974.0,0.0,09:54.1 -225,59653305,2020-02-09,26140922,305621.0,858661,10577.0,17122192.0,452218.0,09:54.1 -226,60004390,2020-03-09,26437886,296964.0,865467,6806.0,17387319.0,265127.0,09:54.1 -227,60346226,2020-04-09,26622706,184820.0,871205,5738.0,17573533.0,186214.0,09:54.1 -228,60680617,2020-05-09,26961795,339089.0,874708,3503.0,17717911.0,144378.0,09:54.1 -229,60999090,2020-06-09,27235839,274044.0,880955,6247.0,18021000.0,303089.0,09:54.1 -230,61310529,2020-07-09,27437294,201455.0,890687,9732.0,18191761.0,170761.0,09:54.1 -231,61589964,2020-08-09,27605560,168266.0,894430,3743.0,18415364.0,223603.0,09:54.1 -232,61905903,2020-09-09,27933388,327828.0,898269,3839.0,18565072.0,149708.0,09:54.1 -233,61969075,2020-10-09,28268970,335582.0,905181,6912.0,18819388.0,254316.0,09:54.1 -234,62328780,2020-11-09,28606726,337756.0,911282,6101.0,19048042.0,228654.0,09:54.1 -235,62720553,2020-12-09,28855994,249268.0,917417,6135.0,19288985.0,240943.0,09:54.1 -236,63087717,2020-09-13,29145068,289074.0,921698,4281.0,19511976.0,222991.0,09:54.1 -237,63414798,2020-09-14,29408424,263356.0,925947,4249.0,19681709.0,169733.0,09:54.1 -238,63739017,2020-09-15,29730140,321716.0,931167,5220.0,19951166.0,269457.0,09:54.1 -239,64101931,2020-09-16,30003378,273238.0,938575,7408.0,20202899.0,251733.0,09:54.1 -240,64435934,2020-09-17,30290791,287413.0,943203,4628.0,20398381.0,195482.0,09:54.1 -241,64835287,2020-09-18,30588989,298198.0,947919,4716.0,20623028.0,224647.0,09:54.1 -242,65233756,2020-09-19,30859069,270080.0,953482,5563.0,20832830.0,209802.0,09:54.1 -243,65637628,2020-09-20,31181782,322713.0,958314,4832.0,21099095.0,266265.0,09:54.1 -244,66018801,2020-09-21,31453048,271266.0,962266,3952.0,21300501.0,201406.0,09:54.1 -245,66383549,2020-09-22,31759233,306185.0,967347,5081.0,21583667.0,283166.0,09:54.1 -246,66792413,2020-09-23,32068225,308992.0,973904,6557.0,21811742.0,228075.0,09:54.1 -247,67185093,2020-09-24,32397479,329254.0,979862,5958.0,22059084.0,247342.0,09:54.1 -248,67581831,2020-09-25,32636842,239363.0,985748,5886.0,22313269.0,254185.0,09:54.1 -249,67965654,2020-09-26,32949407,312565.0,990134,4386.0,22525177.0,211908.0,09:54.1 -250,68265390,2020-09-27,33156812,207405.0,995658,5524.0,22787799.0,262622.0,09:54.1 -251,68655368,2020-09-28,33489205,332393.0,998696,3038.0,22961436.0,173637.0,09:54.1 -252,69018938,2020-09-29,33785178,295973.0,1004278,5582.0,23243613.0,282177.0,09:54.1 -253,69430834,2020-09-30,34136078,350900.0,1010147,5869.0,23448934.0,205321.0,09:54.1 -254,69833168,2020-01-10,34450697,314619.0,1016970,6823.0,23711591.0,262657.0,09:54.1 -255,70240693,2020-02-10,34768408,317711.0,1025354,8384.0,23914523.0,202932.0,09:54.1 -256,70639798,2020-03-10,35011322,242914.0,1030880,5526.0,24145097.0,230574.0,09:54.1 -257,71036840,2020-04-10,35339125,327803.0,1034865,3985.0,24364562.0,219465.0,09:54.1 -258,71424980,2020-05-10,35654271,315146.0,1039120,4255.0,24571309.0,206747.0,09:54.1 -259,71835886,2020-06-10,36026644,372373.0,1046809,7689.0,24834996.0,263687.0,09:54.1 -260,72233477,2020-07-10,36372696,346052.0,1053357,6548.0,25117417.0,282421.0,09:54.1 -261,72634866,2020-08-10,36706213,333517.0,1059616,6259.0,25334019.0,216602.0,09:54.1 -262,73037963,2020-09-10,37019381,313168.0,1064420,4804.0,25510557.0,176538.0,09:54.1 -263,73438171,2020-10-10,37267921,248540.0,1069953,5533.0,25711805.0,201248.0,09:54.1 -264,73848747,2020-11-10,37706961,439040.0,1073780,3827.0,25923754.0,211949.0,09:54.1 -265,74235060,2020-12-10,38006121,299160.0,1078068,4288.0,26172754.0,249000.0,09:54.1 -266,74590666,2020-10-13,38351539,345418.0,1083875,5807.0,26354211.0,181457.0,09:54.1 -267,74935625,2020-10-14,38756289,404750.0,1089186,5311.0,26540006.0,185795.0,09:54.1 -268,75293212,2020-10-15,39126112,369823.0,1095216,6030.0,26753000.0,212994.0,09:54.1 -269,75627026,2020-10-16,39502909,376797.0,1101007,5791.0,26956913.0,203913.0,09:54.1 -270,75998990,2020-10-17,39803562,300653.0,1106705,5698.0,27147928.0,191015.0,09:54.1 -271,76372960,2020-10-18,40272089,468527.0,1111714,5009.0,27353713.0,205785.0,09:54.1 -272,76673954,2020-10-19,40652097,380008.0,1116167,4453.0,27558672.0,204959.0,09:54.1 -273,77027677,2020-10-20,40990616,338519.0,1122036,5869.0,2782160.0,-24776512.0,09:54.1 -274,77035667,2020-10-21,41329136,338520.0,1122036,0.0,2782160.0,0.0,09:54.1 -275,78103542,2020-10-23,42439400,433222.0,1140759,9362.0,28423572.0,12820706.0,09:54.1 -276,78447994,2020-10-24,42886132,446732.0,1147192,6433.0,28630738.0,207166.0,09:54.1 -277,78767475,2020-10-25,43385581,499449.0,1152314,5122.0,28853536.0,222798.0,09:54.1 -278,79067501,2020-10-26,43841084,455503.0,1157714,5400.0,29098191.0,244655.0,09:54.1 -279,79418772,2020-10-27,44311674,470590.0,1164755,7041.0,29300099.0,201908.0,09:54.1 -280,79732082,2020-10-28,44859998,548324.0,1171286,6531.0,29889942.0,589843.0,09:54.1 -281,80126171,2020-10-29,45271624,411626.0,1178410,7124.0,30141437.0,251495.0,09:54.1 -282,80470050,2020-10-30,45916151,644527.0,1183861,5451.0,30380635.0,239198.0,09:54.1 -283,80810634,2020-10-31,46386903,470752.0,1193070,9209.0,29837092.0,-543543.0,09:54.1 -284,81089996,2020-01-11,46849292,462389.0,1198942,5872.0,30944606.0,1107514.0,09:54.1 -285,81390785,2020-02-11,47260377,411085.0,1204202,5260.0,31182478.0,237872.0,09:54.1 -286,81710350,2020-03-11,47742312,481935.0,1211102,6900.0,31454401.0,271923.0,09:54.1 -287,82042268,2020-04-11,48261898,519586.0,1219947,8845.0,31733172.0,278771.0,09:54.1 -288,82376288,2020-05-11,49114225,852327.0,1227666,7719.0,32009347.0,276175.0,09:54.1 -289,82703691,2020-06-11,49688351,574126.0,1239757,12091.0,32341811.0,332464.0,09:54.1 -290,83015973,2020-07-11,50111147,422796.0,1248150,8393.0,32633711.0,291900.0,09:54.1 -291,83326535,2020-08-11,50752354,641207.0,1253707,5557.0,32892365.0,258654.0,09:54.1 -292,83586128,2020-09-11,51292597,540243.0,1261306,7599.0,33150116.0,257751.0,09:54.1 -293,83908320,2020-10-11,51975458,682861.0,1269199,7893.0,33400848.0,250732.0,09:54.1 -294,84249738,2020-11-11,52331462,356004.0,1281309,12110.0,33785432.0,384584.0,09:54.1 -295,84537497,2020-12-11,53211792,880330.0,1287966,6657.0,34043712.0,258280.0,09:54.1 -296,84838420,2020-11-13,53788566,576774.0,1300076,12110.0,34296757.0,253045.0,09:54.1 -297,85176078,2020-11-14,54184358,395792.0,1308725,8649.0,34660180.0,363423.0,09:54.1 -298,85510162,2020-11-15,54814867,630509.0,1314904,6179.0,34830992.0,170812.0,09:54.1 -299,85789187,2020-11-16,55333374,518507.0,1322963,8059.0,35127472.0,296480.0,09:54.1 -300,86107443,2020-11-17,56024130,690756.0,1332390,9427.0,35613120.0,485648.0,09:54.1 -301,86374459,2020-11-18,56435244,411114.0,1345639,13249.0,35969240.0,356120.0,09:54.1 -302,86750273,2020-11-19,57427358,992114.0,1352775,7136.0,36291080.0,321840.0,09:54.1 -303,87043979,2020-11-20,57974667,547309.0,1369767,16992.0,36731430.0,440350.0,09:54.1 -304,87347666,2020-11-21,58521493,546826.0,1378411,8644.0,37073704.0,342274.0,09:54.1 -305,87637870,2020-11-22,59070488,548995.0,1386051,7640.0,37402009.0,328305.0,09:54.1 -306,87914118,2020-11-23,59597658,527170.0,1394694,8643.0,37691380.0,289371.0,09:54.1 -307,88189431,2020-11-24,60234023,636365.0,1405788,11094.0,38097904.0,406524.0,09:54.1 -308,88445389,2020-11-25,60818781,584758.0,1418224,12436.0,38470416.0,372512.0,09:54.1 -309,88722402,2020-11-26,61501092,682311.0,1428951,10727.0,38926641.0,456225.0,09:54.1 -310,89021724,2020-11-27,62084566,583474.0,1440506,11555.0,39275505.0,348864.0,09:54.1 -311,89282404,2020-11-28,62616821,532255.0,1449642,9136.0,39665623.0,390118.0,09:54.1 -312,89531653,2020-11-29,63118430,501609.0,1457859,8217.0,40016926.0,351303.0,09:54.1 -313,89786198,2020-11-30,63650135,531705.0,1465492,7633.0,40344258.0,327332.0,09:54.1 -314,90059923,2020-01-12,64293447,643312.0,1476396,10904.0,40812450.0,468192.0,09:54.1 -315,90294014,2020-02-12,65016336,722889.0,1488321,11925.0,41258010.0,445560.0,09:54.1 -316,90664746,2020-03-12,65686172,669836.0,1502728,14407.0,41731105.0,473095.0,09:54.1 -317,91015664,2020-04-12,66250018,563846.0,1514549,11821.0,42156580.0,425475.0,09:54.1 -318,91343326,2020-05-12,66974627,724609.0,1524569,10020.0,42542126.0,385546.0,09:54.1 -319,91700307,2020-06-12,67316936,342309.0,1534692,10123.0,42981515.0,439389.0,09:54.1 -320,92031708,2020-07-12,68131040,814104.0,1539965,5273.0,43249276.0,267761.0,09:54.1 -321,92438394,2020-08-12,68498598,367558.0,1554768,14803.0,43811551.0,562275.0,09:54.1 -322,92862162,2020-09-12,69483855,985257.0,1562886,8118.0,44171660.0,360109.0,09:54.1 -323,93188035,2020-10-12,70025535,541680.0,1580006,17120.0,44688463.0,516803.0,09:54.1 -324,93517943,2020-11-12,71541897,1516362.0,1590323,10317.0,45070225.0,381762.0,09:54.1 -325,93851928,2020-12-12,72126085,584188.0,1602500,12177.0,45680439.0,610214.0,09:54.1 -326,94185933,2020-12-13,72221634,95549.0,1611344,8844.0,47139173.0,1458734.0,09:54.1 -327,94351911,2020-12-14,73107224,885590.0,1612014,670.0,47218235.0,79062.0,09:54.1 -328,95185724,2020-12-16,74724989,732175.0,1645136,16561.0,41887210.0,-2665514.0,09:54.1 -329,95543781,2020-12-17,75179482,454493.0,1657706,12570.0,42193884.0,306674.0,09:54.1 -330,95866398,2020-12-18,76085068,905586.0,1667124,9418.0,42512618.0,318734.0,09:54.1 -331,96223911,2020-12-19,76531725,446657.0,1682143,15019.0,42957535.0,444917.0,09:54.1 -332,96531950,2020-12-20,77188346,656621.0,1689925,7782.0,43179943.0,222408.0,09:54.1 -333,96889221,2020-12-21,77801721,613375.0,1699285,9360.0,43522242.0,342299.0,09:54.1 -334,97220132,2020-12-22,78471775,670054.0,1713109,13824.0,43894903.0,372661.0,09:54.1 -335,97559951,2020-12-23,79260455,788680.0,1725959,12850.0,44219799.0,324896.0,09:54.1 -336,97919394,2020-12-24,79766525,506070.0,1739962,14003.0,44642816.0,423017.0,09:54.1 -337,98268015,2020-12-25,80229602,463077.0,1748715,8753.0,44932522.0,289706.0,09:54.1 -338,98629350,2020-12-26,80694954,465352.0,1755940,7225.0,45338147.0,405625.0,09:54.1 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<55969597+Vidushi-Gupta@users.noreply.github.com> Date: Thu, 2 Dec 2021 13:35:29 +0530 Subject: [PATCH 22/41] Adding covid.csv dataset --- data/covid.csv | 652 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 652 insertions(+) create mode 100644 data/covid.csv diff --git a/data/covid.csv b/data/covid.csv new file mode 100644 index 00000000..1b6538a6 --- /dev/null +++ b/data/covid.csv @@ -0,0 +1,652 @@ +,id,updated,confirmed,confirmed_change,deaths,deaths_change,recovered,recovered_change,load_time +0,338995,2020-01-21,262,,0,,,,09:54.1 +1,338996,2020-01-22,313,51.0,0,0.0,,,09:54.1 +2,338997,2020-01-23,578,265.0,0,0.0,,,09:54.1 +3,338998,2020-01-24,841,263.0,0,0.0,,,09:54.1 +4,338999,2020-01-25,1320,479.0,0,0.0,,,09:54.1 +5,339000,2020-01-26,2014,694.0,0,0.0,,,09:54.1 +6,339001,2020-01-27,2798,784.0,0,0.0,,,09:54.1 +7,339002,2020-01-28,4593,1795.0,0,0.0,,,09:54.1 +8,339003,2020-01-29,6065,1472.0,0,0.0,,,09:54.1 +9,339004,2020-01-30,7818,1753.0,0,0.0,,,09:54.1 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+28,339023,2020-02-18,72778,1803.0,1873,98.0,,,09:54.1 +29,339024,2020-02-19,75204,2426.0,2009,136.0,,,09:54.1 +30,339025,2020-02-20,75748,544.0,2129,120.0,,,09:54.1 +31,339026,2020-02-21,76769,1021.0,2247,118.0,,,09:54.1 +32,339027,2020-02-22,77794,1025.0,2359,112.0,,,09:54.1 +33,339028,2020-02-23,78811,1017.0,2462,103.0,,,09:54.1 +34,339029,2020-02-24,79331,520.0,2618,156.0,,,09:54.1 +35,339030,2020-02-25,80239,908.0,2700,82.0,,,09:54.1 +36,339031,2020-02-26,81109,870.0,2762,62.0,,,09:54.1 +37,339032,2020-02-27,82294,1185.0,2804,42.0,,,09:54.1 +38,339033,2020-02-28,83652,1358.0,2858,54.0,,,09:54.1 +39,339034,2020-02-29,85403,1751.0,2924,66.0,,,09:54.1 +40,339035,2020-01-03,87137,1734.0,2977,53.0,,,09:54.1 +41,339036,2020-02-03,88948,1811.0,3043,66.0,,,09:54.1 +42,339037,2020-03-03,90869,1921.0,3112,69.0,,,09:54.1 +43,339038,2020-04-03,93091,2222.0,3198,86.0,,,09:54.1 +44,339039,2020-05-03,95324,2233.0,3281,83.0,,,09:54.1 +45,339040,2020-06-03,98192,2868.0,3380,99.0,,,09:54.1 +46,339041,2020-07-03,101927,3735.0,3486,106.0,,,09:54.1 +47,339042,2020-08-03,105586,3659.0,3584,98.0,,,09:54.1 +48,339043,2020-09-03,109577,3991.0,3809,225.0,,,09:54.1 +49,339044,2020-10-03,113702,4125.0,4012,203.0,,,09:54.1 +50,339045,2020-11-03,118319,4617.0,4292,280.0,,,09:54.1 +51,339046,2020-12-03,125260,6941.0,4613,321.0,,,09:54.1 +52,339047,2020-03-13,132755,7495.0,4955,342.0,,,09:54.1 +53,339048,2020-03-14,142534,9779.0,5392,437.0,,,09:54.1 +54,339049,2020-03-15,153517,10983.0,5735,343.0,,,09:54.1 +55,339050,2020-03-16,167515,13998.0,6606,871.0,,,09:54.1 +56,339051,2020-03-17,179111,11596.0,7426,820.0,81727.0,,09:54.1 +57,339052,2020-03-18,191127,12016.0,7807,381.0,84446.0,2719.0,09:54.1 +58,150051,2020-03-19,244799,53672.0,10030,2223.0,87407.0,2961.0,09:54.1 +59,204566,2020-03-20,275130,30331.0,11376,1346.0,90943.0,3536.0,09:54.1 +60,325129,2020-03-21,304999,29869.0,13003,1627.0,94793.0,3850.0,09:54.1 +61,444295,2020-03-22,335403,30404.0,14611,1608.0,97636.0,2843.0,09:54.1 +62,612670,2020-03-23,378394,42991.0,16491,1880.0,101584.0,3948.0,09:54.1 +63,797487,2020-03-24,417663,39269.0,18605,2114.0,108312.0,6728.0,09:54.1 +64,993962,2020-03-25,463387,45724.0,20912,2307.0,113802.0,5490.0,09:54.1 +65,1216984,2020-03-26,529614,66227.0,23714,2802.0,121454.0,7652.0,09:54.1 +66,1367645,2020-03-27,587958,58344.0,26909,3195.0,132440.0,10986.0,09:54.1 +67,1460188,2020-03-28,662541,74583.0,30839,3930.0,141468.0,9028.0,09:54.1 +68,1673794,2020-03-29,720415,57874.0,33908,3069.0,150918.0,9450.0,09:54.1 +69,1946924,2020-03-30,777286,56871.0,37140,3232.0,164446.0,13528.0,09:54.1 +70,2209715,2020-03-31,856955,79669.0,42089,4949.0,177917.0,13471.0,09:54.1 +71,2486437,2020-01-04,932605,75650.0,46809,4720.0,193259.0,15342.0,09:54.1 +72,2769463,2020-02-04,1011490,78885.0,52863,6054.0,210186.0,16927.0,09:54.1 +73,3090977,2020-03-04,1095917,84427.0,58787,5924.0,225796.0,15610.0,09:54.1 +74,3429904,2020-04-04,1196553,100636.0,64549,5762.0,246108.0,20312.0,09:54.1 +75,3750617,2020-05-04,1272115,75562.0,69309,4760.0,260012.0,13904.0,09:54.1 +76,4016373,2020-06-04,1341907,69792.0,74565,5256.0,276259.0,16247.0,09:54.1 +77,4309179,2020-07-04,1426096,84189.0,81259,6694.0,300054.0,23795.0,09:54.1 +78,4551545,2020-08-04,1504971,78875.0,87984,6725.0,328661.0,28607.0,09:54.1 +79,4728946,2020-09-04,1587209,82238.0,94850,6866.0,353291.0,24630.0,09:54.1 +80,4898837,2020-10-04,1684833,97624.0,102136,7286.0,375499.0,22208.0,09:54.1 +81,5310451,2020-11-04,1764622,79789.0,107904,5768.0,385999.0,10500.0,09:54.1 +82,5134319,2020-12-04,1912923,148301.0,107904,0.0,421497.0,35498.0,09:54.1 +83,5261547,2020-04-13,1970879,57956.0,118966,11062.0,448053.0,26556.0,09:54.1 +84,5305989,2020-04-14,2056055,85176.0,125678,6712.0,472948.0,24895.0,09:54.1 +85,5347997,2020-04-15,2151199,95144.0,133572,7894.0,511019.0,38071.0,09:54.1 +86,5429132,2020-04-16,2234109,82910.0,143725,10153.0,541501.0,30482.0,09:54.1 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+99,7522181,2020-04-29,3249022,78687.0,224708,10884.0,958353.0,42365.0,09:54.1 +100,7997577,2020-04-30,3303296,54274.0,230804,6096.0,1006112.0,47759.0,09:54.1 +101,8479449,2020-01-05,3419184,115888.0,235290,4486.0,1039588.0,33476.0,09:54.1 +102,8922151,2020-02-05,3502126,82942.0,243355,8065.0,1092644.0,53056.0,09:54.1 +103,9388541,2020-03-05,3578301,76175.0,247107,3752.0,1124127.0,31483.0,09:54.1 +104,9863005,2020-04-05,3659271,80970.0,251059,3952.0,1162279.0,38152.0,09:54.1 +105,10308709,2020-05-05,3744585,85314.0,256736,5677.0,1197340.0,35061.0,09:54.1 +106,10776908,2020-06-05,3836215,91630.0,263068,6332.0,1238250.0,40910.0,09:54.1 +107,11286400,2020-07-05,3932896,96681.0,268999,5931.0,1278499.0,40249.0,09:54.1 +108,11778334,2020-08-05,4018342,85446.0,274422,5423.0,1313004.0,34505.0,09:54.1 +109,12224629,2020-09-05,4097158,78816.0,278756,4334.0,1363698.0,50694.0,09:54.1 +110,12674148,2020-10-05,4168427,71269.0,282495,3739.0,1402882.0,39184.0,09:54.1 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+135,24518546,2020-04-06,6722408,149122.0,387898,5463.0,2837955.0,73651.0,09:54.1 +136,25045072,2020-05-06,6852810,130402.0,393934,6036.0,2996534.0,158579.0,09:54.1 +137,25563431,2020-06-06,6979789,126979.0,398211,4277.0,3071142.0,74608.0,09:54.1 +138,26103673,2020-07-06,7085894,106105.0,401848,3637.0,3130301.0,59159.0,09:54.1 +139,26651309,2020-08-06,7185573,99679.0,405168,3320.0,3180479.0,50178.0,09:54.1 +140,27209200,2020-09-06,7313661,128088.0,408954,3786.0,3352665.0,172186.0,09:54.1 +141,27755055,2020-10-06,7414050,100389.0,413854,4900.0,3442630.0,89965.0,09:54.1 +142,28159408,2020-11-06,7617591,203541.0,417514,3660.0,3488251.0,45621.0,09:54.1 +143,28865518,2020-12-06,7715890,98299.0,424587,7073.0,3601584.0,113333.0,09:54.1 +144,29356304,2020-06-13,7835340,119450.0,427670,3083.0,3662834.0,61250.0,09:54.1 +145,29863712,2020-06-14,7963453,128113.0,431141,3471.0,3733612.0,70778.0,09:54.1 +146,30354143,2020-06-15,8085932,122479.0,434432,3291.0,3809566.0,75954.0,09:54.1 +147,30861106,2020-06-16,8261260,175328.0,438453,4021.0,3918176.0,108610.0,09:54.1 +148,31454902,2020-06-17,8400320,139060.0,445468,7015.0,4013202.0,95026.0,09:54.1 +149,32032389,2020-06-18,8519543,119223.0,450435,4967.0,4109183.0,95981.0,09:54.1 +150,32608187,2020-06-19,8716985,197442.0,454582,4147.0,4184445.0,75262.0,09:54.1 +151,33194606,2020-06-20,8802328,85343.0,461206,6624.0,4286643.0,102198.0,09:54.1 +152,33780214,2020-06-21,9030328,228000.0,464620,3414.0,4372440.0,85797.0,09:54.1 +153,34412776,2020-06-22,9154232,123904.0,469939,5319.0,4475013.0,102573.0,09:54.1 +154,34940271,2020-06-23,9237691,83459.0,473650,3711.0,4585022.0,110009.0,09:54.1 +155,35481457,2020-06-24,9494571,256880.0,476911,3261.0,4613425.0,28403.0,09:54.1 +156,36079943,2020-06-25,9641472,146901.0,484155,7244.0,4782910.0,169485.0,09:54.1 +157,36691575,2020-06-26,9891727,250255.0,489990,5835.0,4865562.0,82652.0,09:54.1 +158,37296710,2020-06-27,10044731,153004.0,496075,6085.0,5004567.0,139005.0,09:54.1 +159,37923244,2020-06-28,10199798,155067.0,499892,3817.0,5085018.0,80451.0,09:54.1 +160,38540643,2020-06-29,10368165,168367.0,502947,3055.0,5169421.0,84403.0,09:54.1 +161,39017890,2020-06-30,10512383,144218.0,507188,4241.0,5284524.0,115103.0,09:54.1 +162,39305170,2020-01-07,10694288,181905.0,512331,5143.0,5387249.0,102725.0,09:54.1 +163,39588896,2020-02-07,10874146,179858.0,516210,3879.0,5480394.0,93145.0,09:54.1 +164,39883714,2020-03-07,11169802,295656.0,521355,5145.0,5767410.0,287016.0,09:54.1 +165,40158101,2020-04-07,11304534,134732.0,528232,6877.0,6010342.0,242932.0,09:54.1 +166,40454707,2020-05-07,11483400,178866.0,531659,3427.0,6111195.0,100853.0,09:54.1 +167,40773091,2020-06-07,11694766,211366.0,535027,3368.0,6214206.0,103011.0,09:54.1 +168,41187470,2020-07-07,11910220,215454.0,540157,5130.0,6349542.0,135336.0,09:54.1 +169,41493640,2020-08-07,12169400,259180.0,546318,6161.0,6506408.0,156866.0,09:54.1 +170,41808294,2020-09-07,12373722,204322.0,552104,5786.0,6696322.0,189914.0,09:54.1 +171,42121192,2020-10-07,12507849,134127.0,556863,4759.0,6786196.0,89874.0,09:54.1 +172,42422452,2020-11-07,12726677,218828.0,560460,3597.0,6890914.0,104718.0,09:54.1 +173,42736774,2020-12-07,12945505,218828.0,560460,0.0,6890914.0,0.0,09:54.1 +174,43030172,2020-07-13,13203571,258066.0,571444,10984.0,7001675.0,110761.0,09:54.1 +175,43478248,2020-07-14,13382020,178449.0,575201,3757.0,7331068.0,329393.0,09:54.1 +176,43857614,2020-07-15,13654445,272425.0,580038,4837.0,7445299.0,114231.0,09:54.1 +177,44258322,2020-07-16,13926476,272031.0,586174,6136.0,7622505.0,177206.0,09:54.1 +178,44599052,2020-07-17,14126035,199559.0,593209,7035.0,7796508.0,174003.0,09:54.1 +179,44941161,2020-07-18,14394056,268021.0,598098,4889.0,7931486.0,134978.0,09:54.1 +180,45291362,2020-07-19,14608517,214461.0,603697,5599.0,8084942.0,153456.0,09:54.1 +181,45587461,2020-07-20,14774887,166370.0,608420,4723.0,8201516.0,116574.0,09:54.1 +182,45911736,2020-07-21,15008046,233159.0,611599,3179.0,8340042.0,138526.0,09:54.1 +183,46246010,2020-07-22,15429889,421843.0,617902,6303.0,8511330.0,171288.0,09:54.1 +184,46554267,2020-07-23,15628936,199047.0,631680,13778.0,8758636.0,247306.0,09:54.1 +185,46907010,2020-07-24,15909757,280821.0,636262,4582.0,8917141.0,158505.0,09:54.1 +186,47233887,2020-07-25,16117308,207551.0,641889,5627.0,9164700.0,247559.0,09:54.1 +187,47556672,2020-07-26,16360298,242990.0,645482,3593.0,9289876.0,125176.0,09:54.1 +188,47898855,2020-07-27,16605067,244769.0,650918,5436.0,9454796.0,164920.0,09:54.1 +189,48215961,2020-07-28,16845602,240535.0,657337,6419.0,9644387.0,189591.0,09:54.1 +190,48551108,2020-07-29,17109335,263733.0,662577,5240.0,9836182.0,191795.0,09:54.1 +191,48867829,2020-07-30,17321394,212059.0,668801,6224.0,10000738.0,164556.0,09:54.1 +192,49179093,2020-07-31,17594541,273147.0,673822,5021.0,10155026.0,154288.0,09:54.1 +193,49484044,2020-01-08,17852451,257910.0,679439,5617.0,10333166.0,178140.0,09:54.1 +194,49805367,2020-02-08,18166298,313847.0,679794,355.0,10598327.0,265161.0,09:54.1 +195,50117435,2020-03-08,18445787,279489.0,690953,11159.0,10768016.0,169689.0,09:54.1 +196,50411990,2020-04-08,18635877,190090.0,691740,787.0,11036083.0,268067.0,09:54.1 +197,50718530,2020-05-08,18982658,346781.0,702903,11163.0,11206409.0,170326.0,09:54.1 +198,51066302,2020-06-08,19160806,178148.0,712266,9363.0,11477642.0,271233.0,09:54.1 +199,51398145,2020-07-08,19481330,320524.0,716083,3817.0,11605114.0,127472.0,09:54.1 +200,51709870,2020-08-08,19734428,253098.0,723599,7516.0,11801847.0,196733.0,09:54.1 +201,52032571,2020-09-08,19958036,223608.0,728612,5013.0,12001537.0,199690.0,09:54.1 +202,52354419,2020-10-08,20185153,227117.0,732889,4277.0,12158075.0,156538.0,09:54.1 +203,52687114,2020-11-08,20423897,238744.0,738800,5911.0,12450681.0,292606.0,09:54.1 +204,52986471,2020-12-08,20624316,200419.0,744649,5849.0,12631548.0,180867.0,09:54.1 +205,53301563,2020-08-13,21036943,412627.0,749421,4772.0,12831800.0,200252.0,09:54.1 +206,53626081,2020-08-14,21280608,243665.0,761926,12505.0,13048974.0,217174.0,09:54.1 +207,53968267,2020-08-15,21582345,301737.0,767422,5496.0,13290879.0,241905.0,09:54.1 +208,54300153,2020-08-16,21739501,157156.0,773469,6047.0,13590831.0,299952.0,09:54.1 +209,54628821,2020-08-17,21974393,234892.0,776241,2772.0,13702873.0,112042.0,09:54.1 +210,54954952,2020-08-18,22218441,244048.0,779562,3321.0,13934532.0,231659.0,09:54.1 +211,55281106,2020-08-19,22515213,296772.0,782883,3321.0,14156538.0,222006.0,09:54.1 +212,55596022,2020-08-20,22803344,288131.0,789825,6942.0,14381048.0,224510.0,09:54.1 +213,55925660,2020-08-21,22954220,150876.0,796095,6270.0,14596332.0,215284.0,09:54.1 +214,56255319,2020-08-22,23309597,355377.0,799350,3255.0,14715412.0,119080.0,09:54.1 +215,56588811,2020-08-23,23424844,115247.0,806543,7193.0,15007062.0,291650.0,09:54.1 +216,56903851,2020-08-24,23694646,269802.0,808716,2173.0,15150767.0,143705.0,09:54.1 +217,57225503,2020-08-25,24011502,316856.0,814354,5638.0,15381104.0,230337.0,09:54.1 +218,57593564,2020-08-26,24288572,277070.0,821909,7555.0,15636116.0,255012.0,09:54.1 +219,57900498,2020-08-27,24563380,274808.0,828070,6161.0,15856795.0,220679.0,09:54.1 +220,58210875,2020-08-28,24776988,213608.0,833466,5396.0,16051454.0,194659.0,09:54.1 +221,58498609,2020-08-29,25051178,274190.0,837979,4513.0,16227851.0,176397.0,09:54.1 +222,58804438,2020-08-30,25334339,283161.0,843586,5607.0,16451018.0,223167.0,09:54.1 +223,59067883,2020-08-31,25584820,250481.0,848084,4498.0,16669974.0,218956.0,09:54.1 +224,59351710,2020-01-09,25835301,250481.0,848084,0.0,16669974.0,0.0,09:54.1 +225,59653305,2020-02-09,26140922,305621.0,858661,10577.0,17122192.0,452218.0,09:54.1 +226,60004390,2020-03-09,26437886,296964.0,865467,6806.0,17387319.0,265127.0,09:54.1 +227,60346226,2020-04-09,26622706,184820.0,871205,5738.0,17573533.0,186214.0,09:54.1 +228,60680617,2020-05-09,26961795,339089.0,874708,3503.0,17717911.0,144378.0,09:54.1 +229,60999090,2020-06-09,27235839,274044.0,880955,6247.0,18021000.0,303089.0,09:54.1 +230,61310529,2020-07-09,27437294,201455.0,890687,9732.0,18191761.0,170761.0,09:54.1 +231,61589964,2020-08-09,27605560,168266.0,894430,3743.0,18415364.0,223603.0,09:54.1 +232,61905903,2020-09-09,27933388,327828.0,898269,3839.0,18565072.0,149708.0,09:54.1 +233,61969075,2020-10-09,28268970,335582.0,905181,6912.0,18819388.0,254316.0,09:54.1 +234,62328780,2020-11-09,28606726,337756.0,911282,6101.0,19048042.0,228654.0,09:54.1 +235,62720553,2020-12-09,28855994,249268.0,917417,6135.0,19288985.0,240943.0,09:54.1 +236,63087717,2020-09-13,29145068,289074.0,921698,4281.0,19511976.0,222991.0,09:54.1 +237,63414798,2020-09-14,29408424,263356.0,925947,4249.0,19681709.0,169733.0,09:54.1 +238,63739017,2020-09-15,29730140,321716.0,931167,5220.0,19951166.0,269457.0,09:54.1 +239,64101931,2020-09-16,30003378,273238.0,938575,7408.0,20202899.0,251733.0,09:54.1 +240,64435934,2020-09-17,30290791,287413.0,943203,4628.0,20398381.0,195482.0,09:54.1 +241,64835287,2020-09-18,30588989,298198.0,947919,4716.0,20623028.0,224647.0,09:54.1 +242,65233756,2020-09-19,30859069,270080.0,953482,5563.0,20832830.0,209802.0,09:54.1 +243,65637628,2020-09-20,31181782,322713.0,958314,4832.0,21099095.0,266265.0,09:54.1 +244,66018801,2020-09-21,31453048,271266.0,962266,3952.0,21300501.0,201406.0,09:54.1 +245,66383549,2020-09-22,31759233,306185.0,967347,5081.0,21583667.0,283166.0,09:54.1 +246,66792413,2020-09-23,32068225,308992.0,973904,6557.0,21811742.0,228075.0,09:54.1 +247,67185093,2020-09-24,32397479,329254.0,979862,5958.0,22059084.0,247342.0,09:54.1 +248,67581831,2020-09-25,32636842,239363.0,985748,5886.0,22313269.0,254185.0,09:54.1 +249,67965654,2020-09-26,32949407,312565.0,990134,4386.0,22525177.0,211908.0,09:54.1 +250,68265390,2020-09-27,33156812,207405.0,995658,5524.0,22787799.0,262622.0,09:54.1 +251,68655368,2020-09-28,33489205,332393.0,998696,3038.0,22961436.0,173637.0,09:54.1 +252,69018938,2020-09-29,33785178,295973.0,1004278,5582.0,23243613.0,282177.0,09:54.1 +253,69430834,2020-09-30,34136078,350900.0,1010147,5869.0,23448934.0,205321.0,09:54.1 +254,69833168,2020-01-10,34450697,314619.0,1016970,6823.0,23711591.0,262657.0,09:54.1 +255,70240693,2020-02-10,34768408,317711.0,1025354,8384.0,23914523.0,202932.0,09:54.1 +256,70639798,2020-03-10,35011322,242914.0,1030880,5526.0,24145097.0,230574.0,09:54.1 +257,71036840,2020-04-10,35339125,327803.0,1034865,3985.0,24364562.0,219465.0,09:54.1 +258,71424980,2020-05-10,35654271,315146.0,1039120,4255.0,24571309.0,206747.0,09:54.1 +259,71835886,2020-06-10,36026644,372373.0,1046809,7689.0,24834996.0,263687.0,09:54.1 +260,72233477,2020-07-10,36372696,346052.0,1053357,6548.0,25117417.0,282421.0,09:54.1 +261,72634866,2020-08-10,36706213,333517.0,1059616,6259.0,25334019.0,216602.0,09:54.1 +262,73037963,2020-09-10,37019381,313168.0,1064420,4804.0,25510557.0,176538.0,09:54.1 +263,73438171,2020-10-10,37267921,248540.0,1069953,5533.0,25711805.0,201248.0,09:54.1 +264,73848747,2020-11-10,37706961,439040.0,1073780,3827.0,25923754.0,211949.0,09:54.1 +265,74235060,2020-12-10,38006121,299160.0,1078068,4288.0,26172754.0,249000.0,09:54.1 +266,74590666,2020-10-13,38351539,345418.0,1083875,5807.0,26354211.0,181457.0,09:54.1 +267,74935625,2020-10-14,38756289,404750.0,1089186,5311.0,26540006.0,185795.0,09:54.1 +268,75293212,2020-10-15,39126112,369823.0,1095216,6030.0,26753000.0,212994.0,09:54.1 +269,75627026,2020-10-16,39502909,376797.0,1101007,5791.0,26956913.0,203913.0,09:54.1 +270,75998990,2020-10-17,39803562,300653.0,1106705,5698.0,27147928.0,191015.0,09:54.1 +271,76372960,2020-10-18,40272089,468527.0,1111714,5009.0,27353713.0,205785.0,09:54.1 +272,76673954,2020-10-19,40652097,380008.0,1116167,4453.0,27558672.0,204959.0,09:54.1 +273,77027677,2020-10-20,40990616,338519.0,1122036,5869.0,2782160.0,-24776512.0,09:54.1 +274,77035667,2020-10-21,41329136,338520.0,1122036,0.0,2782160.0,0.0,09:54.1 +275,78103542,2020-10-23,42439400,433222.0,1140759,9362.0,28423572.0,12820706.0,09:54.1 +276,78447994,2020-10-24,42886132,446732.0,1147192,6433.0,28630738.0,207166.0,09:54.1 +277,78767475,2020-10-25,43385581,499449.0,1152314,5122.0,28853536.0,222798.0,09:54.1 +278,79067501,2020-10-26,43841084,455503.0,1157714,5400.0,29098191.0,244655.0,09:54.1 +279,79418772,2020-10-27,44311674,470590.0,1164755,7041.0,29300099.0,201908.0,09:54.1 +280,79732082,2020-10-28,44859998,548324.0,1171286,6531.0,29889942.0,589843.0,09:54.1 +281,80126171,2020-10-29,45271624,411626.0,1178410,7124.0,30141437.0,251495.0,09:54.1 +282,80470050,2020-10-30,45916151,644527.0,1183861,5451.0,30380635.0,239198.0,09:54.1 +283,80810634,2020-10-31,46386903,470752.0,1193070,9209.0,29837092.0,-543543.0,09:54.1 +284,81089996,2020-01-11,46849292,462389.0,1198942,5872.0,30944606.0,1107514.0,09:54.1 +285,81390785,2020-02-11,47260377,411085.0,1204202,5260.0,31182478.0,237872.0,09:54.1 +286,81710350,2020-03-11,47742312,481935.0,1211102,6900.0,31454401.0,271923.0,09:54.1 +287,82042268,2020-04-11,48261898,519586.0,1219947,8845.0,31733172.0,278771.0,09:54.1 +288,82376288,2020-05-11,49114225,852327.0,1227666,7719.0,32009347.0,276175.0,09:54.1 +289,82703691,2020-06-11,49688351,574126.0,1239757,12091.0,32341811.0,332464.0,09:54.1 +290,83015973,2020-07-11,50111147,422796.0,1248150,8393.0,32633711.0,291900.0,09:54.1 +291,83326535,2020-08-11,50752354,641207.0,1253707,5557.0,32892365.0,258654.0,09:54.1 +292,83586128,2020-09-11,51292597,540243.0,1261306,7599.0,33150116.0,257751.0,09:54.1 +293,83908320,2020-10-11,51975458,682861.0,1269199,7893.0,33400848.0,250732.0,09:54.1 +294,84249738,2020-11-11,52331462,356004.0,1281309,12110.0,33785432.0,384584.0,09:54.1 +295,84537497,2020-12-11,53211792,880330.0,1287966,6657.0,34043712.0,258280.0,09:54.1 +296,84838420,2020-11-13,53788566,576774.0,1300076,12110.0,34296757.0,253045.0,09:54.1 +297,85176078,2020-11-14,54184358,395792.0,1308725,8649.0,34660180.0,363423.0,09:54.1 +298,85510162,2020-11-15,54814867,630509.0,1314904,6179.0,34830992.0,170812.0,09:54.1 +299,85789187,2020-11-16,55333374,518507.0,1322963,8059.0,35127472.0,296480.0,09:54.1 +300,86107443,2020-11-17,56024130,690756.0,1332390,9427.0,35613120.0,485648.0,09:54.1 +301,86374459,2020-11-18,56435244,411114.0,1345639,13249.0,35969240.0,356120.0,09:54.1 +302,86750273,2020-11-19,57427358,992114.0,1352775,7136.0,36291080.0,321840.0,09:54.1 +303,87043979,2020-11-20,57974667,547309.0,1369767,16992.0,36731430.0,440350.0,09:54.1 +304,87347666,2020-11-21,58521493,546826.0,1378411,8644.0,37073704.0,342274.0,09:54.1 +305,87637870,2020-11-22,59070488,548995.0,1386051,7640.0,37402009.0,328305.0,09:54.1 +306,87914118,2020-11-23,59597658,527170.0,1394694,8643.0,37691380.0,289371.0,09:54.1 +307,88189431,2020-11-24,60234023,636365.0,1405788,11094.0,38097904.0,406524.0,09:54.1 +308,88445389,2020-11-25,60818781,584758.0,1418224,12436.0,38470416.0,372512.0,09:54.1 +309,88722402,2020-11-26,61501092,682311.0,1428951,10727.0,38926641.0,456225.0,09:54.1 +310,89021724,2020-11-27,62084566,583474.0,1440506,11555.0,39275505.0,348864.0,09:54.1 +311,89282404,2020-11-28,62616821,532255.0,1449642,9136.0,39665623.0,390118.0,09:54.1 +312,89531653,2020-11-29,63118430,501609.0,1457859,8217.0,40016926.0,351303.0,09:54.1 +313,89786198,2020-11-30,63650135,531705.0,1465492,7633.0,40344258.0,327332.0,09:54.1 +314,90059923,2020-01-12,64293447,643312.0,1476396,10904.0,40812450.0,468192.0,09:54.1 +315,90294014,2020-02-12,65016336,722889.0,1488321,11925.0,41258010.0,445560.0,09:54.1 +316,90664746,2020-03-12,65686172,669836.0,1502728,14407.0,41731105.0,473095.0,09:54.1 +317,91015664,2020-04-12,66250018,563846.0,1514549,11821.0,42156580.0,425475.0,09:54.1 +318,91343326,2020-05-12,66974627,724609.0,1524569,10020.0,42542126.0,385546.0,09:54.1 +319,91700307,2020-06-12,67316936,342309.0,1534692,10123.0,42981515.0,439389.0,09:54.1 +320,92031708,2020-07-12,68131040,814104.0,1539965,5273.0,43249276.0,267761.0,09:54.1 +321,92438394,2020-08-12,68498598,367558.0,1554768,14803.0,43811551.0,562275.0,09:54.1 +322,92862162,2020-09-12,69483855,985257.0,1562886,8118.0,44171660.0,360109.0,09:54.1 +323,93188035,2020-10-12,70025535,541680.0,1580006,17120.0,44688463.0,516803.0,09:54.1 +324,93517943,2020-11-12,71541897,1516362.0,1590323,10317.0,45070225.0,381762.0,09:54.1 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+336,97919394,2020-12-24,79766525,506070.0,1739962,14003.0,44642816.0,423017.0,09:54.1 +337,98268015,2020-12-25,80229602,463077.0,1748715,8753.0,44932522.0,289706.0,09:54.1 +338,98629350,2020-12-26,80694954,465352.0,1755940,7225.0,45338147.0,405625.0,09:54.1 +339,98993535,2020-12-27,81114788,419834.0,1763133,7193.0,45614015.0,275868.0,09:54.1 +340,99370285,2020-12-28,81867031,752243.0,1770562,7429.0,45867925.0,253910.0,09:54.1 +341,99754817,2020-12-29,82510560,643529.0,1786057,15495.0,46239512.0,371587.0,09:54.1 +342,100096505,2020-12-30,83338512,827952.0,1800400,14343.0,46640066.0,400554.0,09:54.1 +343,100472829,2020-12-31,83892131,553619.0,1815864,15464.0,46993335.0,353269.0,09:54.1 +344,100870307,2021-01-01,84407031,514900.0,1825810,9946.0,47248015.0,254680.0,09:54.1 +345,101240047,2021-02-01,84985054,578023.0,1833188,7378.0,47509473.0,261458.0,09:54.1 +346,101640593,2021-03-01,85555275,570221.0,1841077,7889.0,47777565.0,268092.0,09:54.1 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z#@XghbZf(6{#1LZtkkHTIhfT3wFmKuPML@JM}Z5E;89U!bl3=nTVAd1l0{2P9X=HD zb(o~=BS4uk71#9G=4AJr Sketchnote comes here - -In this lesson you will explore how to use the [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html) package to create meaningful visualizations around the concept of quantity. Using a clean dataset about the number of [COVID-19 cases in the world](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage), you can make these visualizations and explore the trends of the COVID-19 numbers. This dataset has many variables including the number of confirmed, recovered and deceased cases all over the world from 21-01-2020 and is updated regularly. - -## [Pre-lecture quiz](_) yet to be linked - -## Observe COVID-19 trends with ggplot2 -`ggplot2` is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes `ggplot2` the most popular package used for visualizations in R. The user tells `ggplot2` how to map the variables to aesthetics, the graphical primitives to use, and `ggplot2` takes care of the remaining. - -> ✅ Plot = Data + Aesthetics + Geometry -> - Data refers to the dataset -> - Aesthetics indicate the variables to be studied (x and y variables) -> - Geometry refers to the type of plot (line plot, bar plot, etc.) - -Choose the best geometry (type of plot) according to your data and the story you want to tell through the plot. - -> - To analyze trends: line, column -> - To compare values: bar, column, pie, scatterplot -> - To show how parts relate to a whole: pie -> - To show distribution of data: scatterplot, bar -> - To show relationships between values: line, scatterplot, bubble - -✅ You can also checkout this descriptive [cheatsheet](https://nyu-cdsc.github.io/learningr/assets/data-visualization-2.1.pdf) for ggplot2. - -## Build a line plot on the number of COVID-19 cases -In this section, you would be plotting a line graph to analyse the trends of the confirmed, recovered and deceased COVID-19 cases in the world. - -Open the R console and import the dataset. -> Note: The dataset is stored in the root of this repo in the `/data` folder. - -Let's import the dataset and observe the head (top 5 rows) of the data. - -```r -df_covid <- read.csv("../../data/covid.csv") -head(df_covid) -``` -The head of the data has a mix of numbers and text: - -|id|updated|confirmed|confirmed_change|deaths|deaths_change|recovered|recovered_change|load_time| -| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | -|338995|21-01-2020|262|NA|0|NA|NA|NA|09:54.1| -|338996|22-01-2020|313|51|0|0|NA|NA|09:54.1| -|338997|23-01-2020|578|265|0|0|NA|NA|09:54.1| -|338998|24-01-2020|841|263|0|0|NA|NA|09:54.1| -|338999|25-01-2020|1320|479|0|0|NA|NA|09:54.1| - -The data type for the "updated" column is a`chr`(character), but we would want it in a date-time format for analysing and vidualizing. In order to convert the values to the date-time format in the updated column, the [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) package is used. To install, load and convert the data type to date-time, enter the following in the R console. -```r -install.packages("lubridate") -library("lubridate") -df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) -``` -Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be yyyy-mm-dd and the desired format as yyyy-mm-dd - -Next, to get started with visualizations, let's install and load`ggplot2`package using the R console. -```r -install.packages("ggplot2") -library("ggplot2") -``` -Let's start visualizing the data we imported by plotting a line graph of the confirmed, deceased and the recovered cases. -```r -ggplot(df_covid,aes(x=updated, y=confirmed)) + - geom_line() -``` -We use the`ggplot2`package for plotting a line graph of the confirmed covid cases for the range of dates starting January 2020 to November 2021. The`geom_line()`function is used for plotting a line graph, with the dataset being the first argument in`ggplot()` The 'aes' specifies the variables for the x and y axes which would be 'updated' and 'confirmed' respectively. - -The graph looks like this: - -![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph.png) - -To make the plot understandable, we can change the Y-axis scales to numbers instead of abbreviated points (abbreviated to e) using the ['scales'](https://scales.r-lib.org/) package. We can also add points, title, customized labels on the line graph for a better presentation. - -```r -install.packages("scales") -library("scales") -ggplot(df_covid,aes(x=updated, y=confirmed)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Confirmed Cases") + - ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) -``` -You have now successfully added customized labels to the axes, titled the plot, changed the colour of the line to red and points on the y-axis are now in the numerical format instead of the abbreviated format. - -![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph1.png) - -Similarly, you can now plot the line graphs for the recovered and the deceased cases. -```r -ggplot(df_covid,aes(x=updated, y=recovered)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Recovered Cases") + - ggtitle("Recovered COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) - -ggplot(df_covid,aes(x=updated, y=deaths)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Deceased Cases") + - ggtitle("Deceased COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) -``` -![Recovered COVID-19 cases line graph](Graphs/recovered_line-graph.png) - -![Deceased COVID-19 cases line graph](Graphs/deceased_line-graph.png) - -## Exploring bar graphs - -Let's start off with creating a simple bar chart of the confirmed COVID-19 cases - -```r -ggplot(data=df, aes(x=updated, y=confirmed, fill=confirmed)) + - geom_bar(stat="identity") + - xlab("Month") + - ylab("Confirmed Cases") + - ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) + - scale_fill_gradient(low = "green", high = "red",labels = comma) - ``` - -![Confirmed cases bar chart](Graphs/confirmed_bar-graph.png) - -Similarly, we can also make the bar charts for the recovered and the deceased cases in different colours. - -![Recovered cases bar chart](Graphs/recovered_bar-graph.png) -![Deceased cases bar chart](Graphs/deceased_bar-graph.png) - -### Stacked Bar Chart - -You can now analyse the data using a stacked bar chart. Each bar is divided into a number of sub-bars which get stacked end to end over one another. In our case we can stack the bars corresponding to confirmed, recovered and deceased cases in one graph. -In order to convert multiple columns into columns of key-value pairs, the`gather()` function from the [tidyverse](https://www.tidyverse.org/) and [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) packages will help us summarize the data. - -```r -install.packages("dplyr") -install.packages("tidyverse") - -library(lubridate) -library(scales) -library(dplyr) -library(ggplot2) -library(tidyverse) - -df_covid %>% group_by(updated) %>% - summarise(n=n(), - Deceased = mean(deaths), - Recovered = mean(recovered), - Confirmed = mean(confirmed)) %>% - gather("key", "value", - c(updated, n)) %>% - ggplot(aes(x = updated, y = value, group = key, fill = key)) + - geom_bar(stat = "identity") + - scale_fill_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + - xlab("Month") + - ylab("Number of cases") + - ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) + - labs(fill="Type of case") - ``` - ![COVID-19 cases stacked bar plot](Graphs/stacked-bar-graph.png) - - ## Scatter plot - - You can also plot a scatter plot using the`geom_point()`function to have a look at the variation in the data. - - ```r - df%>% group_by(updated) %>% - summarise(n=n(), - Deceased = mean(deaths), - Recovered = mean(recovered), - Confirmed = mean(confirmed)) %>% - gather("key", "value", - c(updated, n)) %>% - ggplot(aes(x = updated, y = value, group = key, fill = key)) + - geom_point(stat = "identity") + - scale_color_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + - xlab("Month") + - ylab("Number of cases") + - ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) +aes(color=key) - ``` - - ![Scatter Plot](Graphs/scatter-plot.png) - - All these graphs help in clear interpretation and analysis of the COVID-19 data - - ## 🚀 Challenge - -The dataset used in this lesson visualizes the data worldwide. Practice building plots and visualizing quantities around the data for countries that you like. The dataset can be found [here](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage) - -## Review & Self Study - -This first lesson has given you some information about how to use ggplot2 to visualize quantities. Research and lookout for datasets that you could visualize using other packages like [Lattice](https://stat.ethz.ch/R-manual/R-devel/library/lattice/html/Lattice.html) and [Plotly](https://github.com/plotly/plotly.R#readme) - -## Assignment - -[Line, Bar and Scatter plot]() yet to be linked diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/comparison.png b/R-Data Visualization/Visualizing-distributions/Graphs/comparison.png deleted file mode 100644 index fbdaa22b412d0606b483425a0ea34f162cab9fde..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29594 zcmb5W2Q=0H|2TfzQ%XVzEfhk9Yz<^bLgq!u7P7@HExR(qC8X@VciDT-Ym{qq$=>{* zuh$*DKXrcReE-jLy6$~F*W>xvZI zYVrg4bLi>aht>$hk(1EBU5Jn{8t`zJwUXp5L~Q?U6GXm=S{30LaQisSz`SqP0j5*^J zr0_=iep<|;KjA-Kp&qkReSE}O^g>d z`L6KqpP1+}VFM5#kZzfRyP+?E!wS2gzfcon-kXj820pKzO9imu+xrtQIEdd-UI$G{ zGalVR9)UVk+KtROv$L}+MV6OqTZD?{ePVGo+Jgxd6Q+B_`5z809q~ylIX&{oskW>FP*%Vu<&@^K3Tj3kr&&?wZwY*~>9Y(88RTRad51hA+ 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This lesson will focus on distributions and their visualizations. - -## [Pre-lecture quiz]() Yet to be linked - -## Explore the COVID-19 dataset - -We can now look at the distribution of this data along an axis. This would help us understand how a variable is distributed, thereby helping us in analysis. -Let's get started on this lesson by importing the dataset and then parsing the dates to the date-time format using the ```lubridate``` package. - -```r -library(lubridate) -df_covid <- read.csv("../../data/covid.csv") -df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) -``` -## Working with histograms - -Histograms gives a true image of the distribution of a variable. In our case, let us visualize the distribution of the "change in confirmed, recovered and deceased COVID-19 cases". Let us now load `ggplot2` and use the `geom_histogram()` function for making a histogram. - -```r -library("ggplot2") -ggplot(data=df_covid, aes(x=confirmed_change)) + - geom_histogram() -``` -This produces an output like this -![Confirmed histogram](Graphs/confirmed_histogram.png) - -Let's make the histogram more presentable for easy interpretation. Using the `scales` package, we would alter the number of axes ticks/points. Along with this a change in the axes titles and addition of the plot title would help in easy interpretation. - -```r -library("scales") -ggplot(data=df_covid, aes(x=confirmed_change)) + - geom_histogram( bins = 16,fill="orange",color="red") + - scale_x_continuous(breaks=seq(0,2000000,100000)) + - scale_y_continuous(breaks=seq(0,200,20)) + - xlab("Change in confirmed cases") + - ggtitle("Distribution of change in confirmed COVID-19 cases") -``` -You have successfully added ticks on the x-axis ranging from 0 to 2000000 with a gap of 100000 between two consecutive ticks. Similarly added ticks on the y-axis ranging from 0 to 200 with a gap of 20 between two consecutive ticks. Along with this you have now given an appropriate x-axis label and chart title. The `bins` tells `ggplot2` how many bars or bins do we want in our histogram. In this chart, the number of bins are 16 but you can customize them to as many bins as you like. This plot shows us that the change of about 300000 was the most frequent for the confirmed COVID-19 cases -![Confirmed Histogram improved](Graphs/confirmed_histogram1.png) - -Similarly, try plotting the histograms for change in the number of recovered and deceased cases. - -## Density plots - -Density plots are another charts that help analyse distributions for variables. However, unlike the box-structure of histograms, density plots have a smooth line structure. In other words, they can be thought of as smoothened histograms. Use the` geom_density()` function to make a density plot. - -```r -ggplot(data = df_covid, aes(x = confirmed_change)) + - geom_density(color = "red") + - scale_y_continuous(labels = comma) + - xlab("Change in confirmed cases") + - ggtitle("Distribution of change in confirmed COVID-19 cases") -``` -![comparison](Graphs/comparison.png) - -The density plot is clearly a smoothened form of the histogram. -Let's also plot density plots for change in recovered and deceased cases. - -![recovered density plot](Graphs/recovered_density.png) -![deceased density plot](Graphs/deceased_density.png) - -## 🚀 Challenge - -Research about overlaying ggplots and try to make visualizations for multiple variables in one graph. This will help you look at the distribution of multiple variables in one chart. - -## [Post-lecture quiz]() yet to be linked - -## Review & Self Study -In this lesson we visualized distributions using Histograms and density plots. You can explore other types of graphs used for visualizing distributions (like box plot,etc.) and try drawing them using packages you like. - -## Assignment - -[Histogram and density plots]() yet to be linked - From 5c2de525e26844a7a9b41e769fe49eb29a3efcfa Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 8 Feb 2022 13:29:40 +0530 Subject: [PATCH 24/41] Adding R linked lessons for topics in README --- 3-Data-Visualization/README.md | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/3-Data-Visualization/README.md b/3-Data-Visualization/README.md index 38d63b1c..fa46a85a 100644 --- a/3-Data-Visualization/README.md +++ b/3-Data-Visualization/README.md @@ -7,17 +7,18 @@ Visualizing data is one of the most important tasks of a data scientist. Images are worth 1000 words, and a visualization can help you identify all kinds of interesting parts of your data such as spikes, outliers, groupings, tendencies, and more, that can help you understand the story your data is trying to tell. In these five lessons, you will explore data sourced from nature and create interesting and beautiful visualizations using various techniques. -### Topics -1. [Visualizing quantities](09-visualization-quantities/README.md) -1. [Visualizing distribution](10-visualization-distributions/README.md) -1. [Visualizing proportions](11-visualization-proportions/README.md) -1. [Visualizing relationships](12-visualization-relationships/README.md) -1. [Making Meaningful Visualizations](13-meaningful-visualizations/README.md) +| Topic Number | Topic | Linked Lesson | Author | +| :-----------: | :--: | :-----------: | :----: | +| 1. | Visualizing quantities |

  • [Python](09-visualization-quantities/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| +| 2. | Visualizing distribution |
  • [Python](10-visualization-distributions/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| +| 3. | Visualizing proportions |
  • [Python](11-visualization-proportions/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| +| 4. | Visualizing relationships |
  • [Python](12-visualization-relationships/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| +| 5. | Making Meaningful Visualizations |
  • [Python](13-meaningful-visualizations/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| ### Credits -These visualization lessons were written with 🌸 by [Jen Looper](https://twitter.com/jenlooper) +These visualization lessons were written with 🌸 by [Jen Looper](https://twitter.com/jenlooper), [Jasleen Sondhi]() and [Vidushi Gupta](). 🍯 Data for US Honey Production is sourced from Jessica Li's project on [Kaggle](https://www.kaggle.com/jessicali9530/honey-production). The [data](https://usda.library.cornell.edu/concern/publications/rn301137d) is derived from the [United States Department of Agriculture](https://www.nass.usda.gov/About_NASS/index.php). From a46a43c70309f8d389bf5473faef1c29f2c42e9a Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 8 Feb 2022 23:20:54 +0530 Subject: [PATCH 25/41] Added part 1 of lesson --- .../R/09-visualization-quantities/README.md | 62 +++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 3-Data-Visualization/R/09-visualization-quantities/README.md diff --git a/3-Data-Visualization/R/09-visualization-quantities/README.md b/3-Data-Visualization/R/09-visualization-quantities/README.md new file mode 100644 index 00000000..71823255 --- /dev/null +++ b/3-Data-Visualization/R/09-visualization-quantities/README.md @@ -0,0 +1,62 @@ +# Visualizing Quantities +|![ Sketchnote by [(@sketchthedocs)](https://sketchthedocs.dev) ](https://github.com/microsoft/Data-Science-For-Beginners/blob/main/sketchnotes/09-Visualizing-Quantities.png)| +|:---:| +| Visualizing Quantities - _Sketchnote by [@nitya](https://twitter.com/nitya)_ | + +In this lesson you will explore how to use some of the many available R packages libraries to learn how to create interesting visualizations all around the concept of quantity. Using a cleaned dataset about the birds of Minnesota, you can learn many interesting facts about local wildlife. +## [Pre-lecture quiz]() TO BE LINKED + +## Observe wingspan with ggplot2 +An excellent library to create both simple and sophisticated plots and charts of various kinds is [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html). In general terms, the process of plotting data using these libraries includes identifying the parts of your dataframe that you want to target, performing any transforms on that data necessary, assigning its x and y axis values, deciding what kind of plot to show, and then showing the plot. + +`ggplot2` is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes `ggplot2` the most popular package used for visualizations in R. The user tells `ggplot2` how to map the variables to aesthetics, the graphical primitives to use, and `ggplot2` takes care of the remaining. + +> ✅ Plot = Data + Aesthetics + Geometry +> - Data refers to the dataset +> - Aesthetics indicate the variables to be studied (x and y variables) +> - Geometry refers to the type of plot (line plot, bar plot, etc.) + +Choose the best geometry (type of plot) according to your data and the story you want to tell through the plot. + +> - To analyze trends: line, column +> - To compare values: bar, column, pie, scatterplot +> - To show how parts relate to a whole: pie +> - To show distribution of data: scatterplot, bar +> - To show relationships between values: line, scatterplot, bubble + +✅ You can also checkout this descriptive [cheatsheet](https://nyu-cdsc.github.io/learningr/assets/data-visualization-2.1.pdf) for ggplot2. + +## Build a line plot about bird wingspan values + +Open the R console and import the dataset. +> Note: The dataset is stored in the root of this repo in the `/data` folder. + +Let's import the dataset and observe the head (top 5 rows) of the data. + +```r +birds <- read.csv("../../data/birds.csv",fileEncoding="UTF-8-BOM") +head(birds) +``` +The head of the data has a mix of text and numbers: + +| | Name | ScientificName | Category | Order | Family | Genus | ConservationStatus | MinLength | MaxLength | MinBodyMass | MaxBodyMass | MinWingspan | MaxWingspan | +| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | --------: | ----------: | ----------: | ----------: | ----------: | +| 0 | Black-bellied whistling-duck | Dendrocygna autumnalis | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 47 | 56 | 652 | 1020 | 76 | 94 | +| 1 | Fulvous whistling-duck | Dendrocygna bicolor | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 45 | 53 | 712 | 1050 | 85 | 93 | +| 2 | Snow goose | Anser caerulescens | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 79 | 2050 | 4050 | 135 | 165 | +| 3 | Ross's goose | Anser rossii | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 57.3 | 64 | 1066 | 1567 | 113 | 116 | +| 4 | Greater white-fronted goose | Anser albifrons | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 81 | 1930 | 3310 | 130 | 165 | + +Let's start by plotting some of the numeric data using a basic line plot. Suppose you wanted a view of the maximum wingspan for these interesting birds. + +```r +install.packages("ggplot2") +library("ggplot2") +ggplot(data=birds, aes(x=Name, y=MaxWingspan,group=1)) ++ geom_line() ++ theme(axis.text.x = element_text(angle = 45, hjust=1)) ++ xlab("Birds") ++ ylab("Wingspan (CM)") + ++ ggtitle("Max Wingspan in Centimeters") + +``` From 0b3654caff402570b270672a72e2878661d7c306 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 11 Feb 2022 14:08:55 +0530 Subject: [PATCH 26/41] Adding graphs --- .../images/MaxWingspan-lineplot-improved.png | Bin 0 -> 168571 bytes .../images/MaxWingspan-lineplot.png | Bin 0 -> 19548 bytes .../MaxWingspan-scatterplot-improved.png | Bin 0 -> 18615 bytes .../images/MaxWingspan-scatterplot.png | Bin 0 -> 18129 bytes .../images/category-length.png | Bin 0 -> 28767 bytes .../images/comparingdata.png | Bin 0 -> 28965 bytes .../images/stacked-bar-chart.png | Bin 0 -> 32397 bytes 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  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| -| 2. | Visualizing distribution |
  • [Python](10-visualization-distributions/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| -| 3. | Visualizing proportions |
  • [Python](11-visualization-proportions/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| -| 4. | Visualizing relationships |
  • [Python](12-visualization-relationships/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| -| 5. | Making Meaningful Visualizations |
  • [Python](13-meaningful-visualizations/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta]()
  • [Jasleen Sondhi]()
| +| 1. | Visualizing quantities |
  • [Python](09-visualization-quantities/README.md)
  • [R](R/09-visualization-quantities)
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta](https://github.com/Vidushi-Gupta)
  • [Jasleen Sondhi](https://github.com/jasleen101010)
| +| 2. | Visualizing distribution |
  • [Python](10-visualization-distributions/README.md)
  • [R](R/10-visualization-distributions)
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta](https://github.com/Vidushi-Gupta)
  • [Jasleen Sondhi](https://github.com/jasleen101010)
| +| 3. | Visualizing proportions |
  • [Python](11-visualization-proportions/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta](https://github.com/Vidushi-Gupta)
  • [Jasleen Sondhi](https://github.com/jasleen101010)
| +| 4. | Visualizing relationships |
  • [Python](12-visualization-relationships/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta](https://github.com/Vidushi-Gupta)
  • [Jasleen Sondhi](https://github.com/jasleen101010)
| +| 5. | Making Meaningful Visualizations |
  • [Python](13-meaningful-visualizations/README.md)
  • [R]()
|
  • [Jen Looper](https://twitter.com/jenlooper)
  • [Vidushi Gupta](https://github.com/Vidushi-Gupta)
  • [Jasleen Sondhi](https://github.com/jasleen101010)
| ### Credits -These visualization lessons were written with 🌸 by [Jen Looper](https://twitter.com/jenlooper), [Jasleen Sondhi]() and [Vidushi Gupta](). +These visualization lessons were written with 🌸 by [Jen Looper](https://twitter.com/jenlooper), [Jasleen Sondhi](https://github.com/jasleen101010) and [Vidushi Gupta](https://github.com/Vidushi-Gupta). 🍯 Data for US Honey Production is sourced from Jessica Li's project on [Kaggle](https://www.kaggle.com/jessicali9530/honey-production). The [data](https://usda.library.cornell.edu/concern/publications/rn301137d) is derived from the [United States Department of Agriculture](https://www.nass.usda.gov/About_NASS/index.php). From e62ea2d90b6824c4fadd56b835147c0ec5e0dff6 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Sat, 12 Feb 2022 00:01:05 +0530 Subject: [PATCH 32/41] Delete covid.csv --- data/covid.csv | 652 ------------------------------------------------- 1 file changed, 652 deletions(-) delete mode 100644 data/covid.csv diff --git a/data/covid.csv b/data/covid.csv deleted file mode 100644 index 1b6538a6..00000000 --- a/data/covid.csv +++ /dev/null @@ -1,652 +0,0 @@ -,id,updated,confirmed,confirmed_change,deaths,deaths_change,recovered,recovered_change,load_time -0,338995,2020-01-21,262,,0,,,,09:54.1 -1,338996,2020-01-22,313,51.0,0,0.0,,,09:54.1 -2,338997,2020-01-23,578,265.0,0,0.0,,,09:54.1 -3,338998,2020-01-24,841,263.0,0,0.0,,,09:54.1 -4,338999,2020-01-25,1320,479.0,0,0.0,,,09:54.1 -5,339000,2020-01-26,2014,694.0,0,0.0,,,09:54.1 -6,339001,2020-01-27,2798,784.0,0,0.0,,,09:54.1 -7,339002,2020-01-28,4593,1795.0,0,0.0,,,09:54.1 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-44,339039,2020-05-03,95324,2233.0,3281,83.0,,,09:54.1 -45,339040,2020-06-03,98192,2868.0,3380,99.0,,,09:54.1 -46,339041,2020-07-03,101927,3735.0,3486,106.0,,,09:54.1 -47,339042,2020-08-03,105586,3659.0,3584,98.0,,,09:54.1 -48,339043,2020-09-03,109577,3991.0,3809,225.0,,,09:54.1 -49,339044,2020-10-03,113702,4125.0,4012,203.0,,,09:54.1 -50,339045,2020-11-03,118319,4617.0,4292,280.0,,,09:54.1 -51,339046,2020-12-03,125260,6941.0,4613,321.0,,,09:54.1 -52,339047,2020-03-13,132755,7495.0,4955,342.0,,,09:54.1 -53,339048,2020-03-14,142534,9779.0,5392,437.0,,,09:54.1 -54,339049,2020-03-15,153517,10983.0,5735,343.0,,,09:54.1 -55,339050,2020-03-16,167515,13998.0,6606,871.0,,,09:54.1 -56,339051,2020-03-17,179111,11596.0,7426,820.0,81727.0,,09:54.1 -57,339052,2020-03-18,191127,12016.0,7807,381.0,84446.0,2719.0,09:54.1 -58,150051,2020-03-19,244799,53672.0,10030,2223.0,87407.0,2961.0,09:54.1 -59,204566,2020-03-20,275130,30331.0,11376,1346.0,90943.0,3536.0,09:54.1 -60,325129,2020-03-21,304999,29869.0,13003,1627.0,94793.0,3850.0,09:54.1 -61,444295,2020-03-22,335403,30404.0,14611,1608.0,97636.0,2843.0,09:54.1 -62,612670,2020-03-23,378394,42991.0,16491,1880.0,101584.0,3948.0,09:54.1 -63,797487,2020-03-24,417663,39269.0,18605,2114.0,108312.0,6728.0,09:54.1 -64,993962,2020-03-25,463387,45724.0,20912,2307.0,113802.0,5490.0,09:54.1 -65,1216984,2020-03-26,529614,66227.0,23714,2802.0,121454.0,7652.0,09:54.1 -66,1367645,2020-03-27,587958,58344.0,26909,3195.0,132440.0,10986.0,09:54.1 -67,1460188,2020-03-28,662541,74583.0,30839,3930.0,141468.0,9028.0,09:54.1 -68,1673794,2020-03-29,720415,57874.0,33908,3069.0,150918.0,9450.0,09:54.1 -69,1946924,2020-03-30,777286,56871.0,37140,3232.0,164446.0,13528.0,09:54.1 -70,2209715,2020-03-31,856955,79669.0,42089,4949.0,177917.0,13471.0,09:54.1 -71,2486437,2020-01-04,932605,75650.0,46809,4720.0,193259.0,15342.0,09:54.1 -72,2769463,2020-02-04,1011490,78885.0,52863,6054.0,210186.0,16927.0,09:54.1 -73,3090977,2020-03-04,1095917,84427.0,58787,5924.0,225796.0,15610.0,09:54.1 -74,3429904,2020-04-04,1196553,100636.0,64549,5762.0,246108.0,20312.0,09:54.1 -75,3750617,2020-05-04,1272115,75562.0,69309,4760.0,260012.0,13904.0,09:54.1 -76,4016373,2020-06-04,1341907,69792.0,74565,5256.0,276259.0,16247.0,09:54.1 -77,4309179,2020-07-04,1426096,84189.0,81259,6694.0,300054.0,23795.0,09:54.1 -78,4551545,2020-08-04,1504971,78875.0,87984,6725.0,328661.0,28607.0,09:54.1 -79,4728946,2020-09-04,1587209,82238.0,94850,6866.0,353291.0,24630.0,09:54.1 -80,4898837,2020-10-04,1684833,97624.0,102136,7286.0,375499.0,22208.0,09:54.1 -81,5310451,2020-11-04,1764622,79789.0,107904,5768.0,385999.0,10500.0,09:54.1 -82,5134319,2020-12-04,1912923,148301.0,107904,0.0,421497.0,35498.0,09:54.1 -83,5261547,2020-04-13,1970879,57956.0,118966,11062.0,448053.0,26556.0,09:54.1 -84,5305989,2020-04-14,2056055,85176.0,125678,6712.0,472948.0,24895.0,09:54.1 -85,5347997,2020-04-15,2151199,95144.0,133572,7894.0,511019.0,38071.0,09:54.1 -86,5429132,2020-04-16,2234109,82910.0,143725,10153.0,541501.0,30482.0,09:54.1 -87,5440228,2020-04-17,2310572,76463.0,153379,9654.0,567695.0,26194.0,09:54.1 -88,5448942,2020-04-18,2394291,83719.0,158691,5312.0,590682.0,22987.0,09:54.1 -89,5457903,2020-04-19,2470410,76119.0,164938,6247.0,611880.0,21198.0,09:54.1 -90,5467891,2020-04-20,2560504,90094.0,169794,4856.0,645335.0,33455.0,09:54.1 -91,5495212,2020-04-21,2628894,68390.0,176926,7132.0,679793.0,34458.0,09:54.1 -92,5562397,2020-04-22,2699338,70444.0,182992,6066.0,709050.0,29257.0,09:54.1 -93,6650426,2020-04-23,2790986,91648.0,188437,5445.0,737735.0,28685.0,09:54.1 -94,6906714,2020-04-24,2868539,77553.0,195920,7483.0,781382.0,43647.0,09:54.1 -95,6955177,2020-04-25,2965363,96824.0,201502,5582.0,811660.0,30278.0,09:54.1 -96,7002306,2020-04-26,3002303,36940.0,206265,4763.0,863464.0,51804.0,09:54.1 -97,7055144,2020-04-27,3083467,81164.0,208131,1866.0,878813.0,15349.0,09:54.1 -98,7098114,2020-04-28,3170335,86868.0,213824,5693.0,915988.0,37175.0,09:54.1 -99,7522181,2020-04-29,3249022,78687.0,224708,10884.0,958353.0,42365.0,09:54.1 -100,7997577,2020-04-30,3303296,54274.0,230804,6096.0,1006112.0,47759.0,09:54.1 -101,8479449,2020-01-05,3419184,115888.0,235290,4486.0,1039588.0,33476.0,09:54.1 -102,8922151,2020-02-05,3502126,82942.0,243355,8065.0,1092644.0,53056.0,09:54.1 -103,9388541,2020-03-05,3578301,76175.0,247107,3752.0,1124127.0,31483.0,09:54.1 -104,9863005,2020-04-05,3659271,80970.0,251059,3952.0,1162279.0,38152.0,09:54.1 -105,10308709,2020-05-05,3744585,85314.0,256736,5677.0,1197340.0,35061.0,09:54.1 -106,10776908,2020-06-05,3836215,91630.0,263068,6332.0,1238250.0,40910.0,09:54.1 -107,11286400,2020-07-05,3932896,96681.0,268999,5931.0,1278499.0,40249.0,09:54.1 -108,11778334,2020-08-05,4018342,85446.0,274422,5423.0,1313004.0,34505.0,09:54.1 -109,12224629,2020-09-05,4097158,78816.0,278756,4334.0,1363698.0,50694.0,09:54.1 -110,12674148,2020-10-05,4168427,71269.0,282495,3739.0,1402882.0,39184.0,09:54.1 -111,13152783,2020-11-05,4233504,65077.0,285445,2950.0,1452626.0,49744.0,09:54.1 -112,13612685,2020-12-05,4336973,103469.0,289932,4487.0,1481314.0,28688.0,09:54.1 -113,14064683,2020-05-13,4434590,97617.0,296252,6320.0,1540464.0,59150.0,09:54.1 -114,14494766,2020-05-14,4531811,97221.0,301937,5685.0,1583929.0,43465.0,09:54.1 -115,14923458,2020-05-15,4626632,94821.0,307001,5064.0,1632286.0,48357.0,09:54.1 -116,15332735,2020-05-16,4710614,83982.0,311363,4362.0,1679428.0,47142.0,09:54.1 -117,15763695,2020-05-17,4786672,76058.0,315023,3660.0,1732344.0,52916.0,09:54.1 -118,16188753,2020-05-18,4889287,102615.0,317695,2672.0,1776641.0,44297.0,09:54.1 -119,16631510,2020-05-19,4968689,79402.0,322683,4988.0,1679155.0,-97486.0,09:54.1 -120,17054212,2020-05-20,5076846,108157.0,326515,3832.0,1885535.0,206380.0,09:54.1 -121,17464727,2020-05-21,5180982,104136.0,332425,5910.0,1936947.0,51412.0,09:54.1 -122,17857536,2020-05-22,5280743,99761.0,336432,4007.0,1992496.0,55549.0,09:54.1 -123,18284171,2020-05-23,5383582,102839.0,340477,4045.0,2090465.0,97969.0,09:54.1 -124,18684563,2020-05-24,5471768,88186.0,344077,3600.0,2158031.0,67566.0,09:54.1 -125,19070668,2020-05-25,5559130,87362.0,344911,834.0,2223523.0,65492.0,09:54.1 -126,19507722,2020-05-26,5682389,123259.0,348610,3699.0,2271268.0,47745.0,09:54.1 -127,20116729,2020-05-27,5803416,121027.0,354944,6334.0,2337385.0,66117.0,09:54.1 -128,20686443,2020-05-28,5916464,113048.0,359791,4847.0,2399247.0,61862.0,09:54.1 -129,21233502,2020-05-29,6048384,131920.0,364357,4566.0,2486634.0,87387.0,09:54.1 -130,21797053,2020-05-30,6132154,83770.0,368604,4247.0,2538227.0,51593.0,09:54.1 -131,22323956,2020-05-31,6246042,113888.0,371154,2550.0,2631567.0,93340.0,09:54.1 -132,22918439,2020-01-06,6325303,79261.0,374452,3298.0,2687848.0,56281.0,09:54.1 -133,23455228,2020-02-06,6444298,118995.0,377460,3008.0,2727679.0,39831.0,09:54.1 -134,24042086,2020-03-06,6573286,128988.0,382435,4975.0,2764304.0,36625.0,09:54.1 -135,24518546,2020-04-06,6722408,149122.0,387898,5463.0,2837955.0,73651.0,09:54.1 -136,25045072,2020-05-06,6852810,130402.0,393934,6036.0,2996534.0,158579.0,09:54.1 -137,25563431,2020-06-06,6979789,126979.0,398211,4277.0,3071142.0,74608.0,09:54.1 -138,26103673,2020-07-06,7085894,106105.0,401848,3637.0,3130301.0,59159.0,09:54.1 -139,26651309,2020-08-06,7185573,99679.0,405168,3320.0,3180479.0,50178.0,09:54.1 -140,27209200,2020-09-06,7313661,128088.0,408954,3786.0,3352665.0,172186.0,09:54.1 -141,27755055,2020-10-06,7414050,100389.0,413854,4900.0,3442630.0,89965.0,09:54.1 -142,28159408,2020-11-06,7617591,203541.0,417514,3660.0,3488251.0,45621.0,09:54.1 -143,28865518,2020-12-06,7715890,98299.0,424587,7073.0,3601584.0,113333.0,09:54.1 -144,29356304,2020-06-13,7835340,119450.0,427670,3083.0,3662834.0,61250.0,09:54.1 -145,29863712,2020-06-14,7963453,128113.0,431141,3471.0,3733612.0,70778.0,09:54.1 -146,30354143,2020-06-15,8085932,122479.0,434432,3291.0,3809566.0,75954.0,09:54.1 -147,30861106,2020-06-16,8261260,175328.0,438453,4021.0,3918176.0,108610.0,09:54.1 -148,31454902,2020-06-17,8400320,139060.0,445468,7015.0,4013202.0,95026.0,09:54.1 -149,32032389,2020-06-18,8519543,119223.0,450435,4967.0,4109183.0,95981.0,09:54.1 -150,32608187,2020-06-19,8716985,197442.0,454582,4147.0,4184445.0,75262.0,09:54.1 -151,33194606,2020-06-20,8802328,85343.0,461206,6624.0,4286643.0,102198.0,09:54.1 -152,33780214,2020-06-21,9030328,228000.0,464620,3414.0,4372440.0,85797.0,09:54.1 -153,34412776,2020-06-22,9154232,123904.0,469939,5319.0,4475013.0,102573.0,09:54.1 -154,34940271,2020-06-23,9237691,83459.0,473650,3711.0,4585022.0,110009.0,09:54.1 -155,35481457,2020-06-24,9494571,256880.0,476911,3261.0,4613425.0,28403.0,09:54.1 -156,36079943,2020-06-25,9641472,146901.0,484155,7244.0,4782910.0,169485.0,09:54.1 -157,36691575,2020-06-26,9891727,250255.0,489990,5835.0,4865562.0,82652.0,09:54.1 -158,37296710,2020-06-27,10044731,153004.0,496075,6085.0,5004567.0,139005.0,09:54.1 -159,37923244,2020-06-28,10199798,155067.0,499892,3817.0,5085018.0,80451.0,09:54.1 -160,38540643,2020-06-29,10368165,168367.0,502947,3055.0,5169421.0,84403.0,09:54.1 -161,39017890,2020-06-30,10512383,144218.0,507188,4241.0,5284524.0,115103.0,09:54.1 -162,39305170,2020-01-07,10694288,181905.0,512331,5143.0,5387249.0,102725.0,09:54.1 -163,39588896,2020-02-07,10874146,179858.0,516210,3879.0,5480394.0,93145.0,09:54.1 -164,39883714,2020-03-07,11169802,295656.0,521355,5145.0,5767410.0,287016.0,09:54.1 -165,40158101,2020-04-07,11304534,134732.0,528232,6877.0,6010342.0,242932.0,09:54.1 -166,40454707,2020-05-07,11483400,178866.0,531659,3427.0,6111195.0,100853.0,09:54.1 -167,40773091,2020-06-07,11694766,211366.0,535027,3368.0,6214206.0,103011.0,09:54.1 -168,41187470,2020-07-07,11910220,215454.0,540157,5130.0,6349542.0,135336.0,09:54.1 -169,41493640,2020-08-07,12169400,259180.0,546318,6161.0,6506408.0,156866.0,09:54.1 -170,41808294,2020-09-07,12373722,204322.0,552104,5786.0,6696322.0,189914.0,09:54.1 -171,42121192,2020-10-07,12507849,134127.0,556863,4759.0,6786196.0,89874.0,09:54.1 -172,42422452,2020-11-07,12726677,218828.0,560460,3597.0,6890914.0,104718.0,09:54.1 -173,42736774,2020-12-07,12945505,218828.0,560460,0.0,6890914.0,0.0,09:54.1 -174,43030172,2020-07-13,13203571,258066.0,571444,10984.0,7001675.0,110761.0,09:54.1 -175,43478248,2020-07-14,13382020,178449.0,575201,3757.0,7331068.0,329393.0,09:54.1 -176,43857614,2020-07-15,13654445,272425.0,580038,4837.0,7445299.0,114231.0,09:54.1 -177,44258322,2020-07-16,13926476,272031.0,586174,6136.0,7622505.0,177206.0,09:54.1 -178,44599052,2020-07-17,14126035,199559.0,593209,7035.0,7796508.0,174003.0,09:54.1 -179,44941161,2020-07-18,14394056,268021.0,598098,4889.0,7931486.0,134978.0,09:54.1 -180,45291362,2020-07-19,14608517,214461.0,603697,5599.0,8084942.0,153456.0,09:54.1 -181,45587461,2020-07-20,14774887,166370.0,608420,4723.0,8201516.0,116574.0,09:54.1 -182,45911736,2020-07-21,15008046,233159.0,611599,3179.0,8340042.0,138526.0,09:54.1 -183,46246010,2020-07-22,15429889,421843.0,617902,6303.0,8511330.0,171288.0,09:54.1 -184,46554267,2020-07-23,15628936,199047.0,631680,13778.0,8758636.0,247306.0,09:54.1 -185,46907010,2020-07-24,15909757,280821.0,636262,4582.0,8917141.0,158505.0,09:54.1 -186,47233887,2020-07-25,16117308,207551.0,641889,5627.0,9164700.0,247559.0,09:54.1 -187,47556672,2020-07-26,16360298,242990.0,645482,3593.0,9289876.0,125176.0,09:54.1 -188,47898855,2020-07-27,16605067,244769.0,650918,5436.0,9454796.0,164920.0,09:54.1 -189,48215961,2020-07-28,16845602,240535.0,657337,6419.0,9644387.0,189591.0,09:54.1 -190,48551108,2020-07-29,17109335,263733.0,662577,5240.0,9836182.0,191795.0,09:54.1 -191,48867829,2020-07-30,17321394,212059.0,668801,6224.0,10000738.0,164556.0,09:54.1 -192,49179093,2020-07-31,17594541,273147.0,673822,5021.0,10155026.0,154288.0,09:54.1 -193,49484044,2020-01-08,17852451,257910.0,679439,5617.0,10333166.0,178140.0,09:54.1 -194,49805367,2020-02-08,18166298,313847.0,679794,355.0,10598327.0,265161.0,09:54.1 -195,50117435,2020-03-08,18445787,279489.0,690953,11159.0,10768016.0,169689.0,09:54.1 -196,50411990,2020-04-08,18635877,190090.0,691740,787.0,11036083.0,268067.0,09:54.1 -197,50718530,2020-05-08,18982658,346781.0,702903,11163.0,11206409.0,170326.0,09:54.1 -198,51066302,2020-06-08,19160806,178148.0,712266,9363.0,11477642.0,271233.0,09:54.1 -199,51398145,2020-07-08,19481330,320524.0,716083,3817.0,11605114.0,127472.0,09:54.1 -200,51709870,2020-08-08,19734428,253098.0,723599,7516.0,11801847.0,196733.0,09:54.1 -201,52032571,2020-09-08,19958036,223608.0,728612,5013.0,12001537.0,199690.0,09:54.1 -202,52354419,2020-10-08,20185153,227117.0,732889,4277.0,12158075.0,156538.0,09:54.1 -203,52687114,2020-11-08,20423897,238744.0,738800,5911.0,12450681.0,292606.0,09:54.1 -204,52986471,2020-12-08,20624316,200419.0,744649,5849.0,12631548.0,180867.0,09:54.1 -205,53301563,2020-08-13,21036943,412627.0,749421,4772.0,12831800.0,200252.0,09:54.1 -206,53626081,2020-08-14,21280608,243665.0,761926,12505.0,13048974.0,217174.0,09:54.1 -207,53968267,2020-08-15,21582345,301737.0,767422,5496.0,13290879.0,241905.0,09:54.1 -208,54300153,2020-08-16,21739501,157156.0,773469,6047.0,13590831.0,299952.0,09:54.1 -209,54628821,2020-08-17,21974393,234892.0,776241,2772.0,13702873.0,112042.0,09:54.1 -210,54954952,2020-08-18,22218441,244048.0,779562,3321.0,13934532.0,231659.0,09:54.1 -211,55281106,2020-08-19,22515213,296772.0,782883,3321.0,14156538.0,222006.0,09:54.1 -212,55596022,2020-08-20,22803344,288131.0,789825,6942.0,14381048.0,224510.0,09:54.1 -213,55925660,2020-08-21,22954220,150876.0,796095,6270.0,14596332.0,215284.0,09:54.1 -214,56255319,2020-08-22,23309597,355377.0,799350,3255.0,14715412.0,119080.0,09:54.1 -215,56588811,2020-08-23,23424844,115247.0,806543,7193.0,15007062.0,291650.0,09:54.1 -216,56903851,2020-08-24,23694646,269802.0,808716,2173.0,15150767.0,143705.0,09:54.1 -217,57225503,2020-08-25,24011502,316856.0,814354,5638.0,15381104.0,230337.0,09:54.1 -218,57593564,2020-08-26,24288572,277070.0,821909,7555.0,15636116.0,255012.0,09:54.1 -219,57900498,2020-08-27,24563380,274808.0,828070,6161.0,15856795.0,220679.0,09:54.1 -220,58210875,2020-08-28,24776988,213608.0,833466,5396.0,16051454.0,194659.0,09:54.1 -221,58498609,2020-08-29,25051178,274190.0,837979,4513.0,16227851.0,176397.0,09:54.1 -222,58804438,2020-08-30,25334339,283161.0,843586,5607.0,16451018.0,223167.0,09:54.1 -223,59067883,2020-08-31,25584820,250481.0,848084,4498.0,16669974.0,218956.0,09:54.1 -224,59351710,2020-01-09,25835301,250481.0,848084,0.0,16669974.0,0.0,09:54.1 -225,59653305,2020-02-09,26140922,305621.0,858661,10577.0,17122192.0,452218.0,09:54.1 -226,60004390,2020-03-09,26437886,296964.0,865467,6806.0,17387319.0,265127.0,09:54.1 -227,60346226,2020-04-09,26622706,184820.0,871205,5738.0,17573533.0,186214.0,09:54.1 -228,60680617,2020-05-09,26961795,339089.0,874708,3503.0,17717911.0,144378.0,09:54.1 -229,60999090,2020-06-09,27235839,274044.0,880955,6247.0,18021000.0,303089.0,09:54.1 -230,61310529,2020-07-09,27437294,201455.0,890687,9732.0,18191761.0,170761.0,09:54.1 -231,61589964,2020-08-09,27605560,168266.0,894430,3743.0,18415364.0,223603.0,09:54.1 -232,61905903,2020-09-09,27933388,327828.0,898269,3839.0,18565072.0,149708.0,09:54.1 -233,61969075,2020-10-09,28268970,335582.0,905181,6912.0,18819388.0,254316.0,09:54.1 -234,62328780,2020-11-09,28606726,337756.0,911282,6101.0,19048042.0,228654.0,09:54.1 -235,62720553,2020-12-09,28855994,249268.0,917417,6135.0,19288985.0,240943.0,09:54.1 -236,63087717,2020-09-13,29145068,289074.0,921698,4281.0,19511976.0,222991.0,09:54.1 -237,63414798,2020-09-14,29408424,263356.0,925947,4249.0,19681709.0,169733.0,09:54.1 -238,63739017,2020-09-15,29730140,321716.0,931167,5220.0,19951166.0,269457.0,09:54.1 -239,64101931,2020-09-16,30003378,273238.0,938575,7408.0,20202899.0,251733.0,09:54.1 -240,64435934,2020-09-17,30290791,287413.0,943203,4628.0,20398381.0,195482.0,09:54.1 -241,64835287,2020-09-18,30588989,298198.0,947919,4716.0,20623028.0,224647.0,09:54.1 -242,65233756,2020-09-19,30859069,270080.0,953482,5563.0,20832830.0,209802.0,09:54.1 -243,65637628,2020-09-20,31181782,322713.0,958314,4832.0,21099095.0,266265.0,09:54.1 -244,66018801,2020-09-21,31453048,271266.0,962266,3952.0,21300501.0,201406.0,09:54.1 -245,66383549,2020-09-22,31759233,306185.0,967347,5081.0,21583667.0,283166.0,09:54.1 -246,66792413,2020-09-23,32068225,308992.0,973904,6557.0,21811742.0,228075.0,09:54.1 -247,67185093,2020-09-24,32397479,329254.0,979862,5958.0,22059084.0,247342.0,09:54.1 -248,67581831,2020-09-25,32636842,239363.0,985748,5886.0,22313269.0,254185.0,09:54.1 -249,67965654,2020-09-26,32949407,312565.0,990134,4386.0,22525177.0,211908.0,09:54.1 -250,68265390,2020-09-27,33156812,207405.0,995658,5524.0,22787799.0,262622.0,09:54.1 -251,68655368,2020-09-28,33489205,332393.0,998696,3038.0,22961436.0,173637.0,09:54.1 -252,69018938,2020-09-29,33785178,295973.0,1004278,5582.0,23243613.0,282177.0,09:54.1 -253,69430834,2020-09-30,34136078,350900.0,1010147,5869.0,23448934.0,205321.0,09:54.1 -254,69833168,2020-01-10,34450697,314619.0,1016970,6823.0,23711591.0,262657.0,09:54.1 -255,70240693,2020-02-10,34768408,317711.0,1025354,8384.0,23914523.0,202932.0,09:54.1 -256,70639798,2020-03-10,35011322,242914.0,1030880,5526.0,24145097.0,230574.0,09:54.1 -257,71036840,2020-04-10,35339125,327803.0,1034865,3985.0,24364562.0,219465.0,09:54.1 -258,71424980,2020-05-10,35654271,315146.0,1039120,4255.0,24571309.0,206747.0,09:54.1 -259,71835886,2020-06-10,36026644,372373.0,1046809,7689.0,24834996.0,263687.0,09:54.1 -260,72233477,2020-07-10,36372696,346052.0,1053357,6548.0,25117417.0,282421.0,09:54.1 -261,72634866,2020-08-10,36706213,333517.0,1059616,6259.0,25334019.0,216602.0,09:54.1 -262,73037963,2020-09-10,37019381,313168.0,1064420,4804.0,25510557.0,176538.0,09:54.1 -263,73438171,2020-10-10,37267921,248540.0,1069953,5533.0,25711805.0,201248.0,09:54.1 -264,73848747,2020-11-10,37706961,439040.0,1073780,3827.0,25923754.0,211949.0,09:54.1 -265,74235060,2020-12-10,38006121,299160.0,1078068,4288.0,26172754.0,249000.0,09:54.1 -266,74590666,2020-10-13,38351539,345418.0,1083875,5807.0,26354211.0,181457.0,09:54.1 -267,74935625,2020-10-14,38756289,404750.0,1089186,5311.0,26540006.0,185795.0,09:54.1 -268,75293212,2020-10-15,39126112,369823.0,1095216,6030.0,26753000.0,212994.0,09:54.1 -269,75627026,2020-10-16,39502909,376797.0,1101007,5791.0,26956913.0,203913.0,09:54.1 -270,75998990,2020-10-17,39803562,300653.0,1106705,5698.0,27147928.0,191015.0,09:54.1 -271,76372960,2020-10-18,40272089,468527.0,1111714,5009.0,27353713.0,205785.0,09:54.1 -272,76673954,2020-10-19,40652097,380008.0,1116167,4453.0,27558672.0,204959.0,09:54.1 -273,77027677,2020-10-20,40990616,338519.0,1122036,5869.0,2782160.0,-24776512.0,09:54.1 -274,77035667,2020-10-21,41329136,338520.0,1122036,0.0,2782160.0,0.0,09:54.1 -275,78103542,2020-10-23,42439400,433222.0,1140759,9362.0,28423572.0,12820706.0,09:54.1 -276,78447994,2020-10-24,42886132,446732.0,1147192,6433.0,28630738.0,207166.0,09:54.1 -277,78767475,2020-10-25,43385581,499449.0,1152314,5122.0,28853536.0,222798.0,09:54.1 -278,79067501,2020-10-26,43841084,455503.0,1157714,5400.0,29098191.0,244655.0,09:54.1 -279,79418772,2020-10-27,44311674,470590.0,1164755,7041.0,29300099.0,201908.0,09:54.1 -280,79732082,2020-10-28,44859998,548324.0,1171286,6531.0,29889942.0,589843.0,09:54.1 -281,80126171,2020-10-29,45271624,411626.0,1178410,7124.0,30141437.0,251495.0,09:54.1 -282,80470050,2020-10-30,45916151,644527.0,1183861,5451.0,30380635.0,239198.0,09:54.1 -283,80810634,2020-10-31,46386903,470752.0,1193070,9209.0,29837092.0,-543543.0,09:54.1 -284,81089996,2020-01-11,46849292,462389.0,1198942,5872.0,30944606.0,1107514.0,09:54.1 -285,81390785,2020-02-11,47260377,411085.0,1204202,5260.0,31182478.0,237872.0,09:54.1 -286,81710350,2020-03-11,47742312,481935.0,1211102,6900.0,31454401.0,271923.0,09:54.1 -287,82042268,2020-04-11,48261898,519586.0,1219947,8845.0,31733172.0,278771.0,09:54.1 -288,82376288,2020-05-11,49114225,852327.0,1227666,7719.0,32009347.0,276175.0,09:54.1 -289,82703691,2020-06-11,49688351,574126.0,1239757,12091.0,32341811.0,332464.0,09:54.1 -290,83015973,2020-07-11,50111147,422796.0,1248150,8393.0,32633711.0,291900.0,09:54.1 -291,83326535,2020-08-11,50752354,641207.0,1253707,5557.0,32892365.0,258654.0,09:54.1 -292,83586128,2020-09-11,51292597,540243.0,1261306,7599.0,33150116.0,257751.0,09:54.1 -293,83908320,2020-10-11,51975458,682861.0,1269199,7893.0,33400848.0,250732.0,09:54.1 -294,84249738,2020-11-11,52331462,356004.0,1281309,12110.0,33785432.0,384584.0,09:54.1 -295,84537497,2020-12-11,53211792,880330.0,1287966,6657.0,34043712.0,258280.0,09:54.1 -296,84838420,2020-11-13,53788566,576774.0,1300076,12110.0,34296757.0,253045.0,09:54.1 -297,85176078,2020-11-14,54184358,395792.0,1308725,8649.0,34660180.0,363423.0,09:54.1 -298,85510162,2020-11-15,54814867,630509.0,1314904,6179.0,34830992.0,170812.0,09:54.1 -299,85789187,2020-11-16,55333374,518507.0,1322963,8059.0,35127472.0,296480.0,09:54.1 -300,86107443,2020-11-17,56024130,690756.0,1332390,9427.0,35613120.0,485648.0,09:54.1 -301,86374459,2020-11-18,56435244,411114.0,1345639,13249.0,35969240.0,356120.0,09:54.1 -302,86750273,2020-11-19,57427358,992114.0,1352775,7136.0,36291080.0,321840.0,09:54.1 -303,87043979,2020-11-20,57974667,547309.0,1369767,16992.0,36731430.0,440350.0,09:54.1 -304,87347666,2020-11-21,58521493,546826.0,1378411,8644.0,37073704.0,342274.0,09:54.1 -305,87637870,2020-11-22,59070488,548995.0,1386051,7640.0,37402009.0,328305.0,09:54.1 -306,87914118,2020-11-23,59597658,527170.0,1394694,8643.0,37691380.0,289371.0,09:54.1 -307,88189431,2020-11-24,60234023,636365.0,1405788,11094.0,38097904.0,406524.0,09:54.1 -308,88445389,2020-11-25,60818781,584758.0,1418224,12436.0,38470416.0,372512.0,09:54.1 -309,88722402,2020-11-26,61501092,682311.0,1428951,10727.0,38926641.0,456225.0,09:54.1 -310,89021724,2020-11-27,62084566,583474.0,1440506,11555.0,39275505.0,348864.0,09:54.1 -311,89282404,2020-11-28,62616821,532255.0,1449642,9136.0,39665623.0,390118.0,09:54.1 -312,89531653,2020-11-29,63118430,501609.0,1457859,8217.0,40016926.0,351303.0,09:54.1 -313,89786198,2020-11-30,63650135,531705.0,1465492,7633.0,40344258.0,327332.0,09:54.1 -314,90059923,2020-01-12,64293447,643312.0,1476396,10904.0,40812450.0,468192.0,09:54.1 -315,90294014,2020-02-12,65016336,722889.0,1488321,11925.0,41258010.0,445560.0,09:54.1 -316,90664746,2020-03-12,65686172,669836.0,1502728,14407.0,41731105.0,473095.0,09:54.1 -317,91015664,2020-04-12,66250018,563846.0,1514549,11821.0,42156580.0,425475.0,09:54.1 -318,91343326,2020-05-12,66974627,724609.0,1524569,10020.0,42542126.0,385546.0,09:54.1 -319,91700307,2020-06-12,67316936,342309.0,1534692,10123.0,42981515.0,439389.0,09:54.1 -320,92031708,2020-07-12,68131040,814104.0,1539965,5273.0,43249276.0,267761.0,09:54.1 -321,92438394,2020-08-12,68498598,367558.0,1554768,14803.0,43811551.0,562275.0,09:54.1 -322,92862162,2020-09-12,69483855,985257.0,1562886,8118.0,44171660.0,360109.0,09:54.1 -323,93188035,2020-10-12,70025535,541680.0,1580006,17120.0,44688463.0,516803.0,09:54.1 -324,93517943,2020-11-12,71541897,1516362.0,1590323,10317.0,45070225.0,381762.0,09:54.1 -325,93851928,2020-12-12,72126085,584188.0,1602500,12177.0,45680439.0,610214.0,09:54.1 -326,94185933,2020-12-13,72221634,95549.0,1611344,8844.0,47139173.0,1458734.0,09:54.1 -327,94351911,2020-12-14,73107224,885590.0,1612014,670.0,47218235.0,79062.0,09:54.1 -328,95185724,2020-12-16,74724989,732175.0,1645136,16561.0,41887210.0,-2665514.0,09:54.1 -329,95543781,2020-12-17,75179482,454493.0,1657706,12570.0,42193884.0,306674.0,09:54.1 -330,95866398,2020-12-18,76085068,905586.0,1667124,9418.0,42512618.0,318734.0,09:54.1 -331,96223911,2020-12-19,76531725,446657.0,1682143,15019.0,42957535.0,444917.0,09:54.1 -332,96531950,2020-12-20,77188346,656621.0,1689925,7782.0,43179943.0,222408.0,09:54.1 -333,96889221,2020-12-21,77801721,613375.0,1699285,9360.0,43522242.0,342299.0,09:54.1 -334,97220132,2020-12-22,78471775,670054.0,1713109,13824.0,43894903.0,372661.0,09:54.1 -335,97559951,2020-12-23,79260455,788680.0,1725959,12850.0,44219799.0,324896.0,09:54.1 -336,97919394,2020-12-24,79766525,506070.0,1739962,14003.0,44642816.0,423017.0,09:54.1 -337,98268015,2020-12-25,80229602,463077.0,1748715,8753.0,44932522.0,289706.0,09:54.1 -338,98629350,2020-12-26,80694954,465352.0,1755940,7225.0,45338147.0,405625.0,09:54.1 -339,98993535,2020-12-27,81114788,419834.0,1763133,7193.0,45614015.0,275868.0,09:54.1 -340,99370285,2020-12-28,81867031,752243.0,1770562,7429.0,45867925.0,253910.0,09:54.1 -341,99754817,2020-12-29,82510560,643529.0,1786057,15495.0,46239512.0,371587.0,09:54.1 -342,100096505,2020-12-30,83338512,827952.0,1800400,14343.0,46640066.0,400554.0,09:54.1 -343,100472829,2020-12-31,83892131,553619.0,1815864,15464.0,46993335.0,353269.0,09:54.1 -344,100870307,2021-01-01,84407031,514900.0,1825810,9946.0,47248015.0,254680.0,09:54.1 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-632,165845105,2021-10-29,245518227,502364.0,4972321,8480.0,,,09:54.1 -633,165986161,2021-10-30,246025709,507482.0,4981186,8865.0,,,09:54.1 -634,166134216,2021-10-31,246369472,343763.0,4989532,8346.0,,,09:54.1 -635,166473038,2021-02-11,247140208,426988.0,5000000,5234.0,,,09:54.1 -636,166648643,2021-03-11,247574342,434134.0,5006081,6081.0,,,09:54.1 -637,166682335,2021-04-11,248618294,1043952.0,5013591,7510.0,,,09:54.1 -638,166960483,2021-05-11,248876384,258090.0,5029535,15944.0,,,09:54.1 -639,167235862,2021-07-11,249541892,407411.0,5038372,4419.0,,,09:54.1 -640,167254950,2021-08-11,249878373,336481.0,5044839,6467.0,,,09:54.1 -641,167518440,2021-09-11,250368055,489682.0,5049273,4434.0,,,09:54.1 -642,167657021,2021-10-11,250847494,479439.0,5055944,6671.0,,,09:54.1 -643,167804014,2021-11-11,251420477,572983.0,5064350,8406.0,,,09:54.1 -644,167949635,2021-12-11,252054816,634339.0,5072444,8094.0,,,09:54.1 -645,168165825,2021-11-15,253870057,546569.0,5100370,9309.0,,,09:54.1 -646,168309625,2021-11-16,254604256,734199.0,5107084,6714.0,,,09:54.1 -647,168486944,2021-11-19,256382336,309686.0,5132202,8373.0,,,09:54.1 -648,168709239,2021-11-21,257168692,476669.0,5140519,4159.0,,,09:54.1 -649,168813769,2021-11-22,257555773,387081.0,5146467,5948.0,,,09:54.1 -650,168923560,2021-11-23,257555773,0.0,5150868,4401.0,,,09:54.1 From e7ace210b854042c382a23c9886e602a656646ab Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Sat, 12 Feb 2022 14:18:48 +0530 Subject: [PATCH 33/41] Corrected label value for histogram --- 3-Data-Visualization/10-visualization-distributions/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/3-Data-Visualization/10-visualization-distributions/README.md b/3-Data-Visualization/10-visualization-distributions/README.md index 22d045c8..3aabea7b 100644 --- a/3-Data-Visualization/10-visualization-distributions/README.md +++ b/3-Data-Visualization/10-visualization-distributions/README.md @@ -122,7 +122,7 @@ plt.hist(x4, **kwargs, color='green', label='Near Threatened') plt.hist(x5, **kwargs, color='blue', label='Vulnerable') plt.hist(x6, **kwargs, color='gray', label='Least Concern') -plt.gca().set(title='Conservation Status', ylabel='Max Body Mass') +plt.gca().set(title='Conservation Status', ylabel='Min Wingspan') plt.legend(); ``` From 6f9684b880573b977728b1883611ae64a667d0c5 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Sat, 12 Feb 2022 14:19:19 +0530 Subject: [PATCH 34/41] Updated graph with label value --- .../images/histogram-conservation-wb.png | Bin 13174 -> 17852 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/3-Data-Visualization/10-visualization-distributions/images/histogram-conservation-wb.png b/3-Data-Visualization/10-visualization-distributions/images/histogram-conservation-wb.png index 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b/3-Data-Visualization/R/10-visualization-distributions/README.md index 2d416d49..75f8f9cb 100644 --- a/3-Data-Visualization/R/10-visualization-distributions/README.md +++ b/3-Data-Visualization/R/10-visualization-distributions/README.md @@ -1 +1,159 @@ -Lesson to be added +# Visualizing Distributions + +|![ Sketchnote by [(@sketchthedocs)](https://sketchthedocs.dev) ](../../sketchnotes/10-Visualizing-Distributions.png)| +|:---:| +| Visualizing Distributions - _Sketchnote by [@nitya](https://twitter.com/nitya)_ | + +In the previous lesson, you learned some interesting facts about a dataset about the birds of Minnesota. You found some erroneous data by visualizing outliers and looked at the differences between bird categories by their maximum length. + +## [Pre-lecture quiz](https://red-water-0103e7a0f.azurestaticapps.net/quiz/18) +## Explore the birds dataset + +Another way to dig into data is by looking at its distribution, or how the data is organized along an axis. Perhaps, for example, you'd like to learn about the general distribution, for this dataset, of the maximum wingspan or maximum body mass for the birds of Minnesota. + +Let's discover some facts about the distributions of data in this dataset. In your R console, import `ggplot2` and the database. Remove the outliers from the database just like in the previous topic. + +```r +library(ggplot2) + +birds <- read.csv("../../data/birds.csv",fileEncoding="UTF-8-BOM") + +birds_filtered <- subset(birds, MaxWingspan < 500) +head(birds_filtered) +``` +| | Name | ScientificName | Category | Order | Family | Genus | ConservationStatus | MinLength | MaxLength | MinBodyMass | MaxBodyMass | MinWingspan | MaxWingspan | +| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | --------: | ----------: | ----------: | ----------: | ----------: | +| 0 | Black-bellied whistling-duck | Dendrocygna autumnalis | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 47 | 56 | 652 | 1020 | 76 | 94 | +| 1 | Fulvous whistling-duck | Dendrocygna bicolor | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Dendrocygna | LC | 45 | 53 | 712 | 1050 | 85 | 93 | +| 2 | Snow goose | Anser caerulescens | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 79 | 2050 | 4050 | 135 | 165 | +| 3 | Ross's goose | Anser rossii | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 57.3 | 64 | 1066 | 1567 | 113 | 116 | +| 4 | Greater white-fronted goose | Anser albifrons | Ducks/Geese/Waterfowl | Anseriformes | Anatidae | Anser | LC | 64 | 81 | 1930 | 3310 | 130 | 165 | + +In general, you can quickly look at the way data is distributed by using a scatter plot as we did in the previous lesson: + +```r +ggplot(data=birds_filtered, aes(x=Order, y=MaxLength,group=1)) + + geom_point() + + ggtitle("Max Length per order") + coord_flip() +``` +![max length per order]() + +This gives an overview of the general distribution of body length per bird Order, but it is not the optimal way to display true distributions. That task is usually handled by creating a Histogram. +## Working with histograms + +`ggplot2` offers very good ways to visualize data distribution using Histograms. This type of chart is like a bar chart where the distribution can be seen via a rise and fall of the bars. To build a histogram, you need numeric data. To build a Histogram, you can plot a chart defining the kind as 'hist' for Histogram. This chart shows the distribution of MaxBodyMass for the entire dataset's range of numeric data. By dividing the array of data it is given into smaller bins, it can display the distribution of the data's values: + +```r +ggplot(data = birds_filtered, aes(x = MaxBodyMass)) + + geom_histogram(bins=10)+ylab('Frequency') +``` +![distribution over entire dataset]() + +As you can see, most of the 400+ birds in this dataset fall in the range of under 2000 for their Max Body Mass. Gain more insight into the data by changing the `bins` parameter to a higher number, something like 30: + +```r +ggplot(data = birds_filtered, aes(x = MaxBodyMass)) + geom_histogram(bins=30)+ylab('Frequency') +``` + +![distribution-30bins]() + +This chart shows the distribution in a bit more granular fashion. A chart less skewed to the left could be created by ensuring that you only select data within a given range: + +Filter your data to get only those birds whose body mass is under 60, and show 30 `bins`: + +```r +birds_filtered_1 <- subset(birds_filtered, MaxBodyMass > 1 & MaxBodyMass < 60) +ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + + geom_histogram(bins=30)+ylab('Frequency') +``` + +![filtered histogram]() + +✅ Try some other filters and data points. To see the full distribution of the data, remove the `['MaxBodyMass']` filter to show labeled distributions. + +The histogram offers some nice color and labeling enhancements to try as well: + +Create a 2D histogram to compare the relationship between two distributions. Let's compare `MaxBodyMass` vs. `MaxLength`. `ggplot2` offers a built-in way to show convergence using brighter colors: + +```r +ggplot(data=birds_filtered_1, aes(x=MaxBodyMass, y=MaxLength) ) + + geom_bin2d() +scale_fill_continuous(type = "viridis") +``` +There appears to be an expected correlation between these two elements along an expected axis, with one particularly strong point of convergence: + +![2d plot]() + +Histograms work well by default for numeric data. What if you need to see distributions according to text data? +## Explore the dataset for distributions using text data + +This dataset also includes good information about the bird category and its genus, species, and family as well as its conservation status. Let's dig into this conservation information. What is the distribution of the birds according to their conservation status? + +> ✅ In the dataset, several acronyms are used to describe conservation status. These acronyms come from the [IUCN Red List Categories](https://www.iucnredlist.org/), an organization that catalogs species' status. +> +> - CR: Critically Endangered +> - EN: Endangered +> - EX: Extinct +> - LC: Least Concern +> - NT: Near Threatened +> - VU: Vulnerable + +These are text-based values so you will need to do a transform to create a histogram. Using the filteredBirds dataframe, display its conservation status alongside its Minimum Wingspan. What do you see? + +```r +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'EX'] <- 'x1' +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'CR'] <- 'x2' +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'EN'] <- 'x3' +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'NT'] <- 'x4' +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'VU'] <- 'x5' +birds_filtered_1$ConservationStatus[birds_filtered_1$ConservationStatus == 'LC'] <- 'x6' + +ggplot(data=birds_filtered_1, aes(x = MinWingspan, fill = ConservationStatus)) + + geom_histogram(position = "identity", alpha = 0.4, bins = 20) + + scale_fill_manual(name="Conservation Status",values=c("red","green","blue","pink"),labels=c("Endangered","Near Threathened","Vulnerable","Least Concern")) +``` + +![wingspan and conservation collation]() + +There doesn't seem to be a good correlation between minimum wingspan and conservation status. Test other elements of the dataset using this method. You can try different filters as well. Do you find any correlation? + +## Density plots + +You may have noticed that the histograms we have looked at so far are 'stepped' and do not flow smoothly in an arc. To show a smoother density chart, you can try a density plot. + +Let's work with density plot's now! + +```r +ggplot(data = birds_filtered_1, aes(x = MinWingspan)) + + geom_density() +``` +![density plot]() + +You can see how the plot echoes the previous one for Minimum Wingspan data; it's just a bit smoother. If you wanted to revisit that jagged MaxBodyMass line in the second chart you built, you could smooth it out very well by recreating it using this method: + +```r +ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + + geom_density() +``` +![bodymass density]() + +If you wanted a smooth, but not too smooth line, edit the `adjust` parameter: + +```r +ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + + geom_density(adjust = 1/5) +``` +![less smooth bodymass]() + +✅ Read about the parameters available for this type of plot and experiment! + +This type of chart offers beautifully explanatory visualizations. With a few lines of code, for example, you can show the max body mass density per bird Order: + +```r +ggplot(data=birds_filtered_1,aes(x = MaxBodyMass, fill = Order)) + + geom_density(alpha=0.5) +``` +![bodymass per order]() + +You can also map the density of several variables in one chart. Text the MaxLength and MinLength of a bird compared to their conservation status: + + From 67d956dbe5df487a5e607dbcc69ec5ebd7e357fe Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 15 Feb 2022 12:14:38 +0530 Subject: [PATCH 36/41] Added assignment.md for visualizing distributions --- .../R/10-visualization-distributions/assignment.md | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 3-Data-Visualization/R/10-visualization-distributions/assignment.md diff --git a/3-Data-Visualization/R/10-visualization-distributions/assignment.md b/3-Data-Visualization/R/10-visualization-distributions/assignment.md new file mode 100644 index 00000000..009e0419 --- /dev/null +++ b/3-Data-Visualization/R/10-visualization-distributions/assignment.md @@ -0,0 +1,10 @@ +# Apply your skills + +## Instructions + +So far, you have worked with the Minnesota birds dataset to discover information about bird quantities and population density. Practice your application of these techniques by trying a different dataset, perhaps sourced from [Kaggle](https://www.kaggle.com/). Build a R script to tell a story about this dataset, and make sure to use histograms when discussing it. +## Rubric + +Exemplary | Adequate | Needs Improvement +--- | --- | -- | +A script is presented with annotations about this dataset, including its source, and uses at least 5 histograms to discover facts about the data. | A script is presented with incomplete annotations or bugs. | A script is presented without annotations and includes bugs. From ef5ed2d1f030bb186db95754f8fef33ed3e278bd Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 15 Feb 2022 12:19:14 +0530 Subject: [PATCH 37/41] Added data visualization graph images --- .../images/2d-plot.png | Bin 0 -> 12809 bytes .../images/bodymass-per-order.png | Bin 0 -> 20978 bytes .../images/bodymass-smooth.png | Bin 0 -> 13902 bytes .../images/density-plot.png | Bin 0 -> 13232 bytes .../images/distribution-30bins.png | Bin 0 -> 10905 bytes .../distribution-over-the-entire-dataset.png | Bin 0 -> 11535 bytes .../images/filtered-histogram.png | Bin 0 -> 14500 bytes .../images/less-smooth-bodymass.png | Bin 0 -> 13882 bytes .../images/max-length-per-order.png | Bin 0 -> 19107 bytes .../images/wingspan-conservation-collation.png | Bin 0 -> 16829 bytes 10 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/2d-plot.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/bodymass-per-order.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/bodymass-smooth.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/density-plot.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/distribution-30bins.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/distribution-over-the-entire-dataset.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/filtered-histogram.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/less-smooth-bodymass.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/max-length-per-order.png create mode 100644 3-Data-Visualization/R/10-visualization-distributions/images/wingspan-conservation-collation.png diff --git 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b/3-Data-Visualization/R/10-visualization-distributions/README.md index 75f8f9cb..24a72a23 100644 --- a/3-Data-Visualization/R/10-visualization-distributions/README.md +++ b/3-Data-Visualization/R/10-visualization-distributions/README.md @@ -1,6 +1,6 @@ # Visualizing Distributions -|![ Sketchnote by [(@sketchthedocs)](https://sketchthedocs.dev) ](../../sketchnotes/10-Visualizing-Distributions.png)| +|![ Sketchnote by [(@sketchthedocs)](https://sketchthedocs.dev) ](https://github.com/microsoft/Data-Science-For-Beginners/blob/main/sketchnotes/10-Visualizing-Distributions.png)| |:---:| | Visualizing Distributions - _Sketchnote by [@nitya](https://twitter.com/nitya)_ | @@ -36,7 +36,7 @@ ggplot(data=birds_filtered, aes(x=Order, y=MaxLength,group=1)) + geom_point() + ggtitle("Max Length per order") + coord_flip() ``` -![max length per order]() +![max length per order](images/max-length-per-order.png) This gives an overview of the general distribution of body length per bird Order, but it is not the optimal way to display true distributions. That task is usually handled by creating a Histogram. ## Working with histograms @@ -47,7 +47,7 @@ This gives an overview of the general distribution of body length per bird Order ggplot(data = birds_filtered, aes(x = MaxBodyMass)) + geom_histogram(bins=10)+ylab('Frequency') ``` -![distribution over entire dataset]() +![distribution over entire dataset](images/distribution-over-the-entire-dataset.png) As you can see, most of the 400+ birds in this dataset fall in the range of under 2000 for their Max Body Mass. Gain more insight into the data by changing the `bins` parameter to a higher number, something like 30: @@ -55,7 +55,7 @@ As you can see, most of the 400+ birds in this dataset fall in the range of unde ggplot(data = birds_filtered, aes(x = MaxBodyMass)) + geom_histogram(bins=30)+ylab('Frequency') ``` -![distribution-30bins]() +![distribution-30bins](images/distribution-30bins.png) This chart shows the distribution in a bit more granular fashion. A chart less skewed to the left could be created by ensuring that you only select data within a given range: @@ -67,7 +67,7 @@ ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + geom_histogram(bins=30)+ylab('Frequency') ``` -![filtered histogram]() +![filtered histogram](images/filtered-histogram.png) ✅ Try some other filters and data points. To see the full distribution of the data, remove the `['MaxBodyMass']` filter to show labeled distributions. @@ -81,7 +81,7 @@ ggplot(data=birds_filtered_1, aes(x=MaxBodyMass, y=MaxLength) ) + ``` There appears to be an expected correlation between these two elements along an expected axis, with one particularly strong point of convergence: -![2d plot]() +![2d plot](images/2d-plot.png) Histograms work well by default for numeric data. What if you need to see distributions according to text data? ## Explore the dataset for distributions using text data @@ -112,7 +112,7 @@ ggplot(data=birds_filtered_1, aes(x = MinWingspan, fill = ConservationStatus)) + scale_fill_manual(name="Conservation Status",values=c("red","green","blue","pink"),labels=c("Endangered","Near Threathened","Vulnerable","Least Concern")) ``` -![wingspan and conservation collation]() +![wingspan and conservation collation](images/wingspan-conservation-collation.png) There doesn't seem to be a good correlation between minimum wingspan and conservation status. Test other elements of the dataset using this method. You can try different filters as well. Do you find any correlation? @@ -126,7 +126,7 @@ Let's work with density plot's now! ggplot(data = birds_filtered_1, aes(x = MinWingspan)) + geom_density() ``` -![density plot]() +![density plot](images/density-plot.png) You can see how the plot echoes the previous one for Minimum Wingspan data; it's just a bit smoother. If you wanted to revisit that jagged MaxBodyMass line in the second chart you built, you could smooth it out very well by recreating it using this method: @@ -134,7 +134,7 @@ You can see how the plot echoes the previous one for Minimum Wingspan data; it's ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + geom_density() ``` -![bodymass density]() +![bodymass density](images/bodymass-smooth.png) If you wanted a smooth, but not too smooth line, edit the `adjust` parameter: @@ -142,7 +142,7 @@ If you wanted a smooth, but not too smooth line, edit the `adjust` parameter: ggplot(data = birds_filtered_1, aes(x = MaxBodyMass)) + geom_density(adjust = 1/5) ``` -![less smooth bodymass]() +![less smooth bodymass](images/less-smooth-bodymass.png) ✅ Read about the parameters available for this type of plot and experiment! @@ -152,8 +152,29 @@ This type of chart offers beautifully explanatory visualizations. With a few lin ggplot(data=birds_filtered_1,aes(x = MaxBodyMass, fill = Order)) + geom_density(alpha=0.5) ``` -![bodymass per order]() +![bodymass per order](images/bodymass-per-order.png) You can also map the density of several variables in one chart. Text the MaxLength and MinLength of a bird compared to their conservation status: +```r +to be inserted +``` + +![2d density plot]() + +Perhaps it's worth researching whether the cluster of 'Vulnerable' birds according to their lengths is meaningful or not. + +## 🚀 Challenge + +Histograms are a more sophisticated type of chart than basic scatterplots, bar charts, or line charts. Go on a search on the internet to find good examples of the use of histograms. How are they used, what do they demonstrate, and in what fields or areas of inquiry do they tend to be used? + +## [Post-lecture quiz](https://red-water-0103e7a0f.azurestaticapps.net/quiz/19) + +## Review & Self Study + +In this lesson, you used `ggplot2` and started working to show more sophisticated charts. Do some research on `geom_density_2d()` a "continuous probability density curve in one or more dimensions". Read through [the documentation](https://ggplot2.tidyverse.org/reference/geom_density_2d.html) to understand how it works. + +## Assignment + +[Apply your skills](assignment.md) From 34a63cabb6d52904543cda9353024b1f8c480ad3 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 15 Feb 2022 12:33:55 +0530 Subject: [PATCH 39/41] Created assignment for visualizing quantities --- .../R/09-visualization-quantities/assignment.md | 11 +++++++++++ 1 file changed, 11 insertions(+) create mode 100644 3-Data-Visualization/R/09-visualization-quantities/assignment.md diff --git a/3-Data-Visualization/R/09-visualization-quantities/assignment.md b/3-Data-Visualization/R/09-visualization-quantities/assignment.md new file mode 100644 index 00000000..ef9fc214 --- /dev/null +++ b/3-Data-Visualization/R/09-visualization-quantities/assignment.md @@ -0,0 +1,11 @@ +# Lines, Scatters and Bars + +## Instructions + +In this lesson, you worked with line charts, scatterplots, and bar charts to show interesting facts about this dataset. In this assignment, dig deeper into the dataset to discover a fact about a given type of bird. For example, create a script visualizing all the interesting data you can uncover about Snow Geese. Use the three plots mentioned above to tell a story in your notebook. + +## Rubric + +Exemplary | Adequate | Needs Improvement +--- | --- | -- | +A script is presented with good annotations, solid storytelling, and attractive graphs | The script is missing one of these elements | The script is missing two of these elements From 6b84332919d3ca7ff777c945cf66223402c32391 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 15 Feb 2022 12:38:07 +0530 Subject: [PATCH 40/41] Linked assignment and quizzes --- .../R/09-visualization-quantities/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/3-Data-Visualization/R/09-visualization-quantities/README.md b/3-Data-Visualization/R/09-visualization-quantities/README.md index 255ea01a..82827e12 100644 --- a/3-Data-Visualization/R/09-visualization-quantities/README.md +++ b/3-Data-Visualization/R/09-visualization-quantities/README.md @@ -4,7 +4,7 @@ | Visualizing Quantities - _Sketchnote by [@nitya](https://twitter.com/nitya)_ | In this lesson you will explore how to use some of the many available R packages libraries to learn how to create interesting visualizations all around the concept of quantity. Using a cleaned dataset about the birds of Minnesota, you can learn many interesting facts about local wildlife. -## [Pre-lecture quiz]() TO BE LINKED +## [Pre-lecture quiz](https://red-water-0103e7a0f.azurestaticapps.net/quiz/16) ## Observe wingspan with ggplot2 An excellent library to create both simple and sophisticated plots and charts of various kinds is [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html). In general terms, the process of plotting data using these libraries includes identifying the parts of your dataframe that you want to target, performing any transforms on that data necessary, assigning its x and y axis values, deciding what kind of plot to show, and then showing the plot. @@ -206,11 +206,11 @@ ggplot(data=birds_grouped, aes(x=Category)) + ## 🚀 Challenge This bird dataset offers a wealth of information about different types of birds within a particular ecosystem. Search around the internet and see if you can find other bird-oriented datasets. Practice building charts and graphs around these birds to discover facts you didn't realize. -## [Post-lecture quiz]() To be linked +## [Post-lecture quiz](https://red-water-0103e7a0f.azurestaticapps.net/quiz/17) ## Review & Self Study This first lesson has given you some information about how to use `ggplot2`to visualize quantities. Do some research around other ways to work with datasets for visualization. Research and lookout for datasets that you could visualize using other packages like [Lattice](https://stat.ethz.ch/R-manual/R-devel/library/lattice/html/Lattice.html) and [Plotly](https://github.com/plotly/plotly.R#readme) ## Assignment -[Lines, Scatters, and Bars]() Yet to be linked +[Lines, Scatters, and Bars](assignment.md) From eecfa2e9608bdefbde72582c1e3656f226467439 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 18 Feb 2022 23:30:45 +0530 Subject: [PATCH 41/41] committing lesson 2 --- .../R/10-visualization-distributions/README.md | 9 --------- 1 file changed, 9 deletions(-) diff --git a/3-Data-Visualization/R/10-visualization-distributions/README.md b/3-Data-Visualization/R/10-visualization-distributions/README.md index 24a72a23..299a1d46 100644 --- a/3-Data-Visualization/R/10-visualization-distributions/README.md +++ b/3-Data-Visualization/R/10-visualization-distributions/README.md @@ -154,15 +154,6 @@ ggplot(data=birds_filtered_1,aes(x = MaxBodyMass, fill = Order)) + ``` ![bodymass per order](images/bodymass-per-order.png) -You can also map the density of several variables in one chart. Text the MaxLength and MinLength of a bird compared to their conservation status: -```r -to be inserted -``` - -![2d density plot]() - -Perhaps it's worth researching whether the cluster of 'Vulnerable' birds according to their lengths is meaningful or not. - ## 🚀 Challenge Histograms are a more sophisticated type of chart than basic scatterplots, bar charts, or line charts. Go on a search on the internet to find good examples of the use of histograms. How are they used, what do they demonstrate, and in what fields or areas of inquiry do they tend to be used?

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z*twjxB;J*!Z_tVb=JTk`Q{sUPPLsi>ve;*c&tT;2w(U)s?RMu9#d^)LqJnHjzsq?8 z%WCeB&-hO=^r_y3!;&1T%YD6nn`@gP!9hd2&L-i`$#>&&{`I&HLA2!9JiP68|=c`wnZZ)Wecty}+CZtv+sR zLS8^*a|K2!#0T6sA=&2J3-TMGxRbcew(Te~kb41{#}WM3x}r9az>{wdSR62B;cr@6U?+WzUUX0b55HS7<5lGARO zw|bOG*v{Gl0l=khSZ9m>3cA8Ub6DFXMjWIuJ7k6WzpW}OXn}HyxU*mDbe@^ZZHzJc zZ*F&8OnuwFK91Ygpv0InN9euG;9VS8Ta4H*RMu}Ii{HVAlVYp0<0^JBM`U|UW8+b_(4ahgD_I4r-C zMj=$n$%woN3S?US$yc-f+bH>y{8-IXf+0PkxNV%=77vbRBk}VAJcw6q&3TicK}nY) zmJzTx8q5gC8c!cQTxJcC1lY50hMh9 A#sB~S From dcf117865acca8c9e1dfc9251647634768e05855 Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 11 Feb 2022 14:14:27 +0530 Subject: [PATCH 29/41] Updated lesson for topic 1 --- .../R/09-visualization-quantities/README.md | 166 +++++++++++++++++- 1 file changed, 160 insertions(+), 6 deletions(-) diff --git a/3-Data-Visualization/R/09-visualization-quantities/README.md b/3-Data-Visualization/R/09-visualization-quantities/README.md index 71823255..255ea01a 100644 --- a/3-Data-Visualization/R/09-visualization-quantities/README.md +++ b/3-Data-Visualization/R/09-visualization-quantities/README.md @@ -52,11 +52,165 @@ Let's start by plotting some of the numeric data using a basic line plot. Suppos ```r install.packages("ggplot2") library("ggplot2") -ggplot(data=birds, aes(x=Name, y=MaxWingspan,group=1)) -+ geom_line() -+ theme(axis.text.x = element_text(angle = 45, hjust=1)) -+ xlab("Birds") -+ ylab("Wingspan (CM)") + -+ ggtitle("Max Wingspan in Centimeters") +ggplot(data=birds, aes(x=Name, y=MaxWingspan,group=1)) + + geom_line() +``` +Here, you install the `ggplot2` package and then import it into the workspace using the `library("ggplot2")` command. To plot any plot in ggplot, the `ggplot()` function is used and you specify the dataset, x and y variables as attributes. In this case, we use the `geom_line()` function since we aim to plot a line plot. + +![MaxWingspan-lineplot](images/MaxWingspan-lineplot.png) + +What do you notice immediately? There seems to be at least one outlier - that's quite a wingspan! A 2000+ centimeter wingspan equals more than 20 meters - are there Pterodactyls roaming Minnesota? Let's investigate. + +While you could do a quick sort in Excel to find those outliers, which are probably typos, continue the visualization process by working from within the plot. + +Add labels to the x-axis to show what kind of birds are in question: + +```r +ggplot(data=birds, aes(x=Name, y=MaxWingspan,group=1)) + + geom_line() + + theme(axis.text.x = element_text(angle = 45, hjust=1))+ + xlab("Birds") + + ylab("Wingspan (CM)") + + ggtitle("Max Wingspan in Centimeters") +``` +We specify the angle in the `theme` and specify the x and y axis labels in `xlab()` and `ylab()` respectively. The `ggtitle()` gives a name to the graph/plot. + +![MaxWingspan-lineplot-improved](images/MaxWingspan-lineplot-improved.png) + +Even with the rotation of the labels set to 45 degrees, there are too many to read. Let's try a different strategy: label only those outliers and set the labels within the chart. You can use a scatter chart to make more room for the labeling: + +```r +ggplot(data=birds, aes(x=Name, y=MaxWingspan,group=1)) + + geom_point() + + geom_text(aes(label=ifelse(MaxWingspan>500,as.character(Name),'')),hjust=0,vjust=0) + + theme(axis.title.x=element_blank(), axis.text.x=element_blank(), axis.ticks.x=element_blank()) + ylab("Wingspan (CM)") + + ggtitle("Max Wingspan in Centimeters") + +``` +What's going on here? You used the `geom_point()` function to plot scatter points. With this, you added labels for birds who had their `MaxWingspan > 500` and also hid the labels on the x axis to declutter the plot. + +What do you discover? + +![MaxWingspan-scatterplot](images/MaxWingspan-scatterplot.png) + +## Filter your data + +Both the Bald Eagle and the Prairie Falcon, while probably very large birds, appear to be mislabeled, with an extra 0 added to their maximum wingspan. It's unlikely that you'll meet a Bald Eagle with a 25 meter wingspan, but if so, please let us know! Let's create a new dataframe without those two outliers: + +```r +birds_filtered <- subset(birds, MaxWingspan < 500) + +ggplot(data=birds_filtered, aes(x=Name, y=MaxWingspan,group=1)) + + geom_point() + + ylab("Wingspan (CM)") + + xlab("Birds") + + ggtitle("Max Wingspan in Centimeters") + + geom_text(aes(label=ifelse(MaxWingspan>500,as.character(Name),'')),hjust=0,vjust=0) + + theme(axis.text.x=element_blank(), axis.ticks.x=element_blank()) +``` +We made a new dataframe `birds_filtered` and then plotted a scatter plot. By filtering out outliers, your data is now more cohesive and understandable. + +![MaxWingspan-scatterplot-improved](images/MaxWingspan-scatterplot-improved.png) + +Now that we have a cleaner dataset at least in terms of wingspan, let's discover more about these birds. + +While line and scatter plots can display information about data values and their distributions, we want to think about the values inherent in this dataset. You could create visualizations to answer the following questions about quantity: + +> How many categories of birds are there, and what are their numbers? +> How many birds are extinct, endangered, rare, or common? +> How many are there of the various genus and orders in Linnaeus's terminology? +## Explore bar charts + +Bar charts are practical when you need to show groupings of data. Let's explore the categories of birds that exist in this dataset to see which is the most common by number. +Let's create a bar chart on filtered data. + +```r +install.packages("dplyr") +install.packages("tidyverse") +library(lubridate) +library(scales) +library(dplyr) +library(ggplot2) +library(tidyverse) + +birds_filtered %>% group_by(Category) %>% + summarise(n=n(), + MinLength = mean(MinLength), + MaxLength = mean(MaxLength), + MinBodyMass = mean(MinBodyMass), + MaxBodyMass = mean(MaxBodyMass), + MinWingspan=mean(MinWingspan), + MaxWingspan=mean(MaxWingspan)) %>% + gather("key", "value", - c(Category, n)) %>% + ggplot(aes(x = Category, y = value, group = key, fill = key)) + + geom_bar(stat = "identity") + + scale_fill_manual(values = c("#D62728", "#FF7F0E", "#8C564B","#2CA02C", "#1F77B4", "#9467BD")) + + xlab("Category")+ggtitle("Birds of Minnesota") + +``` +In the following snippet, we install the [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) and [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) packages to help manipulate and group data in order to plot a stacked bar chart. First, you group the data by the `Category` of bird and then summarise the `MinLength`, `MaxLength`, `MinBodyMass`,`MaxdyMass`,`MinWingspan`,`MaxWingspan` columns. Then, plot the bar chart using `ggplot2` package and specify the colours for the different category and the labels. + +![Stacked bar chart](images/stacked-bar-chart.png) + +This bar chart, however, is unreadable because there is too much non-grouped data. You need to select only the data that you want to plot, so let's look at the length of birds based on their category. + +Filter your data to include only the bird's category. + +Since there are many categories, you can display this chart vertically and tweak its height to account for all the data: + +```r +birds_count<-dplyr::count(birds_filtered, Category, sort = TRUE) +birds_count$Category <- factor(birds_count$Category, levels = birds_count$Category) +ggplot(birds_count,aes(Category,n))+geom_bar(stat="identity")+coord_flip() +``` +You first count unique values in the `Category` column and then sort them into a new dataframe `birds_count`.This sorted data is then factored in the same level so that it is plotted in the sorted way. Using `ggplot2` you then plot the data in a bar chart. The `coord_flip()` plots horizontal bars. + +![category-length](images/category-length.png) + +This bar chart shows a good view of the number of birds in each category. In a blink of an eye, you see that the largest number of birds in this region are in the Ducks/Geese/Waterfowl category. Minnesota is the 'land of 10,000 lakes' so this isn't surprising! + +✅ Try some other counts on this dataset. Does anything surprise you? + +## Comparing data + +You can try different comparisons of grouped data by creating new axes. Try a comparison of the MaxLength of a bird, based on its category: + +```r +birds_grouped <- birds_filtered %>% + group_by(Category) %>% + summarise( + MaxLength = max(MaxLength, na.rm = T), + MinLength = max(MinLength, na.rm = T) + ) %>% + arrange(Category) + +ggplot(birds_grouped,aes(Category,MaxLength))+geom_bar(stat="identity")+coord_flip() +``` +We group the `birds_filtered` data by `Category` and then plot a bar graph. + +![comparing data](images/comparingdata.png) + +Nothing is surprising here: hummingbirds have the least MaxLength compared to Pelicans or Geese. It's good when data makes logical sense! + +You can create more interesting visualizations of bar charts by superimposing data. Let's superimpose Minimum and Maximum Length on a given bird category: + +```r +ggplot(data=birds_grouped, aes(x=Category)) + + geom_bar(aes(y=MaxLength), stat="identity", position ="identity", fill='blue') + + geom_bar(aes(y=MinLength), stat="identity", position="identity", fill='orange')+ + coord_flip() ``` +![super-imposed values](images/superimposed-values.png) + +## 🚀 Challenge + +This bird dataset offers a wealth of information about different types of birds within a particular ecosystem. Search around the internet and see if you can find other bird-oriented datasets. Practice building charts and graphs around these birds to discover facts you didn't realize. +## [Post-lecture quiz]() To be linked + +## Review & Self Study + +This first lesson has given you some information about how to use `ggplot2`to visualize quantities. Do some research around other ways to work with datasets for visualization. Research and lookout for datasets that you could visualize using other packages like [Lattice](https://stat.ethz.ch/R-manual/R-devel/library/lattice/html/Lattice.html) and [Plotly](https://github.com/plotly/plotly.R#readme) + +## Assignment +[Lines, Scatters, and Bars]() Yet to be linked From aa8c6fa718f3a4f3465411d14fcb125cac1c78ab Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 11 Feb 2022 14:20:10 +0530 Subject: [PATCH 30/41] Creating README.md for topic 2 --- 3-Data-Visualization/R/10-visualization-distributions/README.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 3-Data-Visualization/R/10-visualization-distributions/README.md diff --git a/3-Data-Visualization/R/10-visualization-distributions/README.md b/3-Data-Visualization/R/10-visualization-distributions/README.md new file mode 100644 index 00000000..2d416d49 --- /dev/null +++ b/3-Data-Visualization/R/10-visualization-distributions/README.md @@ -0,0 +1 @@ +Lesson to be added From 99f4659d1db54016241bd0f81ea8464ec081825d Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Fri, 11 Feb 2022 14:34:30 +0530 Subject: [PATCH 31/41] Fixed hyperlinks --- 3-Data-Visualization/README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/3-Data-Visualization/README.md b/3-Data-Visualization/README.md index fa46a85a..2474d0ee 100644 --- a/3-Data-Visualization/README.md +++ b/3-Data-Visualization/README.md @@ -10,15 +10,15 @@ In these five lessons, you will explore data sourced from nature and create inte | Topic Number | Topic | Linked Lesson | Author | | :-----------: | :--: | :-----------: | :----: | -| 1. | Visualizing quantities |