Tidy Time Series Graphics with R

class: center, middle, inverse, title-slide

# Tidy Time Series Graphics with R
## IASSL Workshop
### Dr. Priyanga D. Talagala, University of Moratuwa
### 21-25, February, 2022

---

### Main packages required

```r
# Data manipulation and plotting functions
library(tidyverse)

# Data for "Forecasting: Principles and Practice" (3rd Edition)
library(fpp3)
```

- `tsibble` Package:  Time series manipulation 
- `tsibbledata` Package: Tidy time series data 
- `feasts` Package: Time series graphics and statistics 
- `fable` Package: Forecasting functions

tidyverts: Tidy tools for time series: https://tidyverts.org/
---
## `tsibble` objects

-  A tsibble allows storage and manipulation of multiple time series in R.
-  It contains:

– An index: time information about the observation
   
   – Measured variable(s): numbers of interest
   
   – Key variable(s): optional unique identifiers for each series 
   
   – It works with tidyverse functions.
---

## The `tsibble` index

.pull-left[

```r
set.seed(1)
ts <- tsibble(t = seq(36),
 y = rnorm(36),
* index = t)
ts
```

```
## # A tsibble: 36 x 2 [1]
## t y
## <int> <dbl>
## 1 1 -0.626
## 2 2 0.184
## 3 3 -0.836
## 4 4 1.60 
## 5 5 0.330
## 6 6 -0.820
## 7 7 0.487
## 8 8 0.738
## 9 9 0.576
## 10 10 -0.305
## # … with 26 more rows
```

]
--
.pull-right[

```r
mydata <- tsibble(
 year = 2016:2020,
 y = c(123, 39, 78, 52, 110),
* index = year)

mydata
```

```
## # A tsibble: 5 x 2 [1Y]
## year y
## <int> <dbl>
## 1 2016 123
## 2 2017 39
## 3 2018 78
## 4 2019 52
## 5 2020 110
```
]

---
## `tibble` vs `tsibble`

.pull-left[

```r
#tibble
mytibble <- tibble(
 date = as.Date("2017-01-01") + 0:10,
 y = c(123, 39, 78, 52, 110, 59,
 78, 67, 67, 80, 90)) 
mytibble
```

```
## # A tibble: 11 × 2
## date y
## <date> <dbl>
## 1 2017-01-01 123
## 2 2017-01-02 39
## 3 2017-01-03 78
## 4 2017-01-04 52
## 5 2017-01-05 110
## 6 2017-01-06 59
## 7 2017-01-07 78
## 8 2017-01-08 67
## 9 2017-01-09 67
## 10 2017-01-10 80
## 11 2017-01-11 90
```

]
--
.pull-right[

```r
# Converting to a tsibble
mytsibble <- mytibble %>% 
* as_tsibble(index = date)
mytsibble
```

```
## # A tsibble: 11 x 2 [1D]
## date y
## <date> <dbl>
## 1 2017-01-01 123
## 2 2017-01-02 39
## 3 2017-01-03 78
## 4 2017-01-04 52
## 5 2017-01-05 110
## 6 2017-01-06 59
## 7 2017-01-07 78
## 8 2017-01-08 67
## 9 2017-01-09 67
## 10 2017-01-10 80
## 11 2017-01-11 90
```
]
---

.pull-left[

```r
mytsibble
```

]
--
.pull-right[

```r
mytsibble %>% autoplot(y)
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-7-1.png" style="display: block; margin: auto;" />
]

---

.pull-left[
### Working with tsibble objects

Example: Quarterly Australian Electricity Production

```r
elec <- aus_production %>%
 select(Quarter, Electricity) %>% 
 filter(year(Quarter) >= 1992)
elec
```

```
## # A tsibble: 74 x 2 [1Q]
## Quarter Electricity
## <qtr> <dbl>
## 1 1992 Q1 38332
## 2 1992 Q2 39774
## 3 1992 Q3 42246
## 4 1992 Q4 38498
## 5 1993 Q1 39460
## 6 1993 Q2 41356
## 7 1993 Q3 42949
## 8 1993 Q4 40974
## 9 1994 Q1 40162
## 10 1994 Q2 41199
## # … with 64 more rows
```

]
--
.pull-right[

```r
elec %>%
* autoplot(Electricity)
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-9-1.png" style="display: block; margin: auto;" />
]
---

.pull-left[
## Seasonal plots

```r
elec <- aus_production %>%
 select(Quarter, Electricity) %>% 
 filter(year(Quarter) >= 1992)
elec
```

]
--
.pull-right[

```r
elec %>% 
* gg_season(Electricity,
*           labels="both")
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-11-1.png" style="display: block; margin: auto;" />
]
---

.pull-left[
## Seasonal plots

```r
elec %>% 
  gg_season(Electricity, 
*           labels="left")
```

]
.pull-right[
- Data plotted against the individual “seasons” in which the data were observed. (In this case a “season” is a month.)

- Something like a time plot except that the data from each season are overlapped.

- Enables the underlying seasonal pattern to be seen more clearly, and also allows any substantial departures from the seasonal pattern to be easily identified.
]
---

```r
elec %>% 
  gg_season(Electricity, labels="left") + 
* ylab("Electricity production in gigawatt hours") +
* ggtitle("Quarterly Australian Electricity Production")
```

---

.pull-left[
## Seasonal subseries plots

- Data for each season collected together in time plot as separate time series.

- Enables the underlying seasonal pattern to be seen clearly, and changes in seasonality over time to be
visualized.

]

--
.pull-right[

```r
elec %>% gg_subseries(Electricity)
```

]
---
## Multiple seasonal periods

Half-hourly electricity demand for Victoria, Australia

```r
vic_elec
```

```
## # A tsibble: 52,608 x 5 [30m] <Australia/Melbourne>
## Time Demand Temperature Date Holiday
## <dttm> <dbl> <dbl> <date> <lgl> 
## 1 2012-01-01 00:00:00 4383. 21.4 2012-01-01 TRUE 
## 2 2012-01-01 00:30:00 4263. 21.0 2012-01-01 TRUE 
## 3 2012-01-01 01:00:00 4049. 20.7 2012-01-01 TRUE 
## 4 2012-01-01 01:30:00 3878. 20.6 2012-01-01 TRUE 
## 5 2012-01-01 02:00:00 4036. 20.4 2012-01-01 TRUE 
## 6 2012-01-01 02:30:00 3866. 20.2 2012-01-01 TRUE 
## 7 2012-01-01 03:00:00 3694. 20.1 2012-01-01 TRUE 
## 8 2012-01-01 03:30:00 3562. 19.6 2012-01-01 TRUE 
## 9 2012-01-01 04:00:00 3433. 19.1 2012-01-01 TRUE 
## 10 2012-01-01 04:30:00 3359. 19.0 2012-01-01 TRUE 
## # … with 52,598 more rows
```

---

```r
vic_elec %>% 
  autoplot(Demand)
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-16-1.png" style="display: block; margin: auto;" />
---

```r
vic_elec %>% 
* gg_season(Demand)
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-17-1.png" style="display: block; margin: auto;" />
---

```r
vic_elec %>% 
* gg_season(Demand, period = "month")
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-18-1.png" style="display: block; margin: auto;" />
---

```r
vic_elec %>%
* gg_season(Demand, period = "week")
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-19-1.png" style="display: block; margin: auto;" />
---

```r
vic_elec %>%
* gg_season(Demand, period = "day")
```

---

```r
vic_elec %>%
  gg_season(Demand, period = "day") +
* theme(text = element_text(size=14))
```

<img src="10_TS_graphics_files/figure-html/unnamed-chunk-21-1.png" style="display: block; margin: auto;" />
---
.pull-left[

```r
# install.packages("devtools")
# devtools::install_github("thiyangt/covid19srilanka")
library(covid19srilanka)
district.wise.cases
```

```
## # A tibble: 832 × 3
## Date District Count
## <date> <chr> <dbl>
## 1 2021-08-01 Colombo 71267
## 2 2021-08-01 Gampaha 56085
## 3 2021-08-01 Kalutara 33300
## 4 2021-08-01 Kandy 14576
## 5 2021-08-01 Kurunagala 15327
## 6 2021-08-01 Galle 14841
## 7 2021-08-01 Ratnapura 12267
## 8 2021-08-01 Matara 7778
## 9 2021-08-01 Matale 5694
## 10 2021-08-01 Nuwara Eliya 7917
## # … with 822 more rows
```

]

--
.pull-right[

```r
covidsl <- district.wise.cases %>%
* as_tsibble(index = Date,
* key = District)

covidsl
```

```
## # A tsibble: 832 x 3 [1D]
## # Key: District [26]
## Date District Count
## <date> <chr> <dbl>
## 1 2021-08-01 Ampara 2117
## 2 2021-08-02 Ampara 2125
## 3 2021-08-03 Ampara 2137
## 4 2021-08-04 Ampara 2144
## 5 2021-08-05 Ampara 2150
## 6 2021-08-06 Ampara 2150
## 7 2021-08-07 Ampara 2153
## 8 2021-08-08 Ampara 2175
## 9 2021-08-09 Ampara 2180
## 10 2021-08-10 Ampara 2190
## # … with 822 more rows
```

]

---

```r
p <- covidsl %>% autoplot(Count)
p
```

---

```r
plotly::ggplotly(p)
```

<div id="htmlwidget-c072f26745d6feeb4567" style="width:1080px;height:504px;" class="plotly html-widget"></div>
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2021-08-28 Count: 4823 interaction(District, sep = \"/\"): Batticaloa","Date: 2021-08-29 Count: 4895 interaction(District, sep = \"/\"): Batticaloa","Date: 2021-08-30 Count: 5596 interaction(District, sep = \"/\"): Batticaloa","Date: 2021-08-31 Count: 5667 interaction(District, sep = \"/\"): Batticaloa","Date: 2021-09-01 Count: 5730 interaction(District, sep = \"/\"): Batticaloa"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(209,147,0,1)","dash":"solid"},"hoveron":"points","name":"Batticaloa","legendgroup":"Batticaloa","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[71267,71928,72541,73373,74196,75120,75637,76324,77231,77742,78337,79176,79879,80807,81743,82644,83049,84332,85309,86972,87868,88952,89643,90813,92231,93355,94398,95431,96454,97663,98415,99240],"text":["Date: 2021-08-01 Count: 71267 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-02 Count: 71928 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-03 Count: 72541 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-04 Count: 73373 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-05 Count: 74196 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-06 Count: 75120 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-07 Count: 75637 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-08 Count: 76324 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-09 Count: 77231 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-10 Count: 77742 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-11 Count: 78337 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-12 Count: 79176 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-13 Count: 79879 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-14 Count: 80807 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-15 Count: 81743 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-16 Count: 82644 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-17 Count: 83049 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-18 Count: 84332 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-19 Count: 85309 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-20 Count: 86972 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-21 Count: 87868 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-22 Count: 88952 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-23 Count: 89643 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-24 Count: 90813 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-25 Count: 92231 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-26 Count: 93355 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-27 Count: 94398 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-28 Count: 95431 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-29 Count: 96454 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-30 Count: 97663 interaction(District, sep = \"/\"): Colombo","Date: 2021-08-31 Count: 98415 interaction(District, sep = \"/\"): Colombo","Date: 2021-09-01 Count: 99240 interaction(District, sep = \"/\"): Colombo"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(190,156,0,1)","dash":"solid"},"hoveron":"points","name":"Colombo","legendgroup":"Colombo","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[14841,14963,15043,15125,15290,15390,15539,15679,15834,15919,16125,16355,16457,16526,17405,17540,17712,18671,18772,20219,20426,20571,20804,21158,22251,22541,22660,22812,22996,23825,24037,24152],"text":["Date: 2021-08-01 Count: 14841 interaction(District, sep = \"/\"): Galle","Date: 2021-08-02 Count: 14963 interaction(District, sep = \"/\"): Galle","Date: 2021-08-03 Count: 15043 interaction(District, sep = \"/\"): Galle","Date: 2021-08-04 Count: 15125 interaction(District, sep = \"/\"): Galle","Date: 2021-08-05 Count: 15290 interaction(District, sep = \"/\"): Galle","Date: 2021-08-06 Count: 15390 interaction(District, sep = \"/\"): Galle","Date: 2021-08-07 Count: 15539 interaction(District, sep = \"/\"): Galle","Date: 2021-08-08 Count: 15679 interaction(District, sep = \"/\"): Galle","Date: 2021-08-09 Count: 15834 interaction(District, sep = \"/\"): Galle","Date: 2021-08-10 Count: 15919 interaction(District, sep = \"/\"): Galle","Date: 2021-08-11 Count: 16125 interaction(District, sep = \"/\"): Galle","Date: 2021-08-12 Count: 16355 interaction(District, sep = \"/\"): Galle","Date: 2021-08-13 Count: 16457 interaction(District, sep = \"/\"): Galle","Date: 2021-08-14 Count: 16526 interaction(District, sep = \"/\"): Galle","Date: 2021-08-15 Count: 17405 interaction(District, sep = \"/\"): Galle","Date: 2021-08-16 Count: 17540 interaction(District, sep = \"/\"): Galle","Date: 2021-08-17 Count: 17712 interaction(District, sep = \"/\"): Galle","Date: 2021-08-18 Count: 18671 interaction(District, sep = \"/\"): Galle","Date: 2021-08-19 Count: 18772 interaction(District, sep = \"/\"): Galle","Date: 2021-08-20 Count: 20219 interaction(District, sep = \"/\"): Galle","Date: 2021-08-21 Count: 20426 interaction(District, sep = \"/\"): Galle","Date: 2021-08-22 Count: 20571 interaction(District, sep = \"/\"): Galle","Date: 2021-08-23 Count: 20804 interaction(District, sep = \"/\"): Galle","Date: 2021-08-24 Count: 21158 interaction(District, sep = \"/\"): Galle","Date: 2021-08-25 Count: 22251 interaction(District, sep = \"/\"): Galle","Date: 2021-08-26 Count: 22541 interaction(District, sep = \"/\"): Galle","Date: 2021-08-27 Count: 22660 interaction(District, sep = \"/\"): Galle","Date: 2021-08-28 Count: 22812 interaction(District, sep = \"/\"): Galle","Date: 2021-08-29 Count: 22996 interaction(District, sep = \"/\"): Galle","Date: 2021-08-30 Count: 23825 interaction(District, sep = \"/\"): Galle","Date: 2021-08-31 Count: 24037 interaction(District, sep = \"/\"): Galle","Date: 2021-09-01 Count: 24152 interaction(District, sep = \"/\"): Galle"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(168,164,0,1)","dash":"solid"},"hoveron":"points","name":"Galle","legendgroup":"Galle","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[56085,56525,56956,57443,57788,58239,58813,59245,59794,60412,60795,61202,61733,62593,64246,65228,66459,67295,67706,69469,69966,70545,71568,72427,73970,74515,75660,76574,77633,78708,79753,80404],"text":["Date: 2021-08-01 Count: 56085 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-02 Count: 56525 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-03 Count: 56956 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-04 Count: 57443 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-05 Count: 57788 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-06 Count: 58239 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-07 Count: 58813 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-08 Count: 59245 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-09 Count: 59794 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-10 Count: 60412 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-11 Count: 60795 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-12 Count: 61202 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-13 Count: 61733 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-14 Count: 62593 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-15 Count: 64246 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-16 Count: 65228 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-17 Count: 66459 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-18 Count: 67295 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-19 Count: 67706 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-20 Count: 69469 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-21 Count: 69966 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-22 Count: 70545 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-23 Count: 71568 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-24 Count: 72427 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-25 Count: 73970 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-26 Count: 74515 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-27 Count: 75660 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-28 Count: 76574 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-29 Count: 77633 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-30 Count: 78708 interaction(District, sep = \"/\"): Gampaha","Date: 2021-08-31 Count: 79753 interaction(District, sep = \"/\"): Gampaha","Date: 2021-09-01 Count: 80404 interaction(District, sep = \"/\"): Gampaha"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(140,171,0,1)","dash":"solid"},"hoveron":"points","name":"Gampaha","legendgroup":"Gampaha","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[3727,3783,3792,3882,3930,3994,4073,4161,4253,4383,4576,4787,4828,4837,5122,5265,5325,5742,5828,6204,6335,6594,6750,7010,7377,7587,7613,7938,8059,8493,8632,8950],"text":["Date: 2021-08-01 Count: 3727 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-02 Count: 3783 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-03 Count: 3792 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-04 Count: 3882 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-05 Count: 3930 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-06 Count: 3994 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-07 Count: 4073 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-08 Count: 4161 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-09 Count: 4253 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-10 Count: 4383 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-11 Count: 4576 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-12 Count: 4787 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-13 Count: 4828 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-14 Count: 4837 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-15 Count: 5122 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-16 Count: 5265 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-17 Count: 5325 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-18 Count: 5742 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-19 Count: 5828 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-20 Count: 6204 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-21 Count: 6335 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-22 Count: 6594 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-23 Count: 6750 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-24 Count: 7010 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-25 Count: 7377 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-26 Count: 7587 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-27 Count: 7613 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-28 Count: 7938 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-29 Count: 8059 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-30 Count: 8493 interaction(District, sep = \"/\"): Hambantota","Date: 2021-08-31 Count: 8632 interaction(District, sep = \"/\"): Hambantota","Date: 2021-09-01 Count: 8950 interaction(District, sep = \"/\"): Hambantota"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(104,177,0,1)","dash":"solid"},"hoveron":"points","name":"Hambantota","legendgroup":"Hambantota","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[6178,6220,6253,6313,6405,6465,6557,6612,6650,6704,6718,6839,6915,7010,7069,7133,7233,7315,7456,7562,7689,7809,7908,8092,8202,8369,8428,8540,8611,8692,8828,8978],"text":["Date: 2021-08-01 Count: 6178 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-02 Count: 6220 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-03 Count: 6253 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-04 Count: 6313 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-05 Count: 6405 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-06 Count: 6465 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-07 Count: 6557 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-08 Count: 6612 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-09 Count: 6650 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-10 Count: 6704 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-11 Count: 6718 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-12 Count: 6839 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-13 Count: 6915 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-14 Count: 7010 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-15 Count: 7069 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-16 Count: 7133 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-17 Count: 7233 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-18 Count: 7315 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-19 Count: 7456 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-20 Count: 7562 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-21 Count: 7689 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-22 Count: 7809 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-23 Count: 7908 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-24 Count: 8092 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-25 Count: 8202 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-26 Count: 8369 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-27 Count: 8428 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-28 Count: 8540 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-29 Count: 8611 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-30 Count: 8692 interaction(District, sep = \"/\"): Jaffna","Date: 2021-08-31 Count: 8828 interaction(District, sep = \"/\"): Jaffna","Date: 2021-09-01 Count: 8978 interaction(District, sep = \"/\"): Jaffna"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(36,183,0,1)","dash":"solid"},"hoveron":"points","name":"Jaffna","legendgroup":"Jaffna","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[2902,2910,2916,2926,2928,2942,2951,2984,3009,3029,3070,3082,3103,3123,3128,3154,3161,3232,3240,3391,3432,3448,3547,3587,3868,3916,3921,3931,3945,3997,4028,4043],"text":["Date: 2021-08-01 Count: 2902 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-02 Count: 2910 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-03 Count: 2916 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-04 Count: 2926 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-05 Count: 2928 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-06 Count: 2942 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-07 Count: 2951 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-08 Count: 2984 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-09 Count: 3009 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-10 Count: 3029 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-11 Count: 3070 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-12 Count: 3082 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-13 Count: 3103 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-14 Count: 3123 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-15 Count: 3128 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-16 Count: 3154 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-17 Count: 3161 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-18 Count: 3232 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-19 Count: 3240 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-20 Count: 3391 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-21 Count: 3432 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-22 Count: 3448 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-23 Count: 3547 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-24 Count: 3587 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-25 Count: 3868 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-26 Count: 3916 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-27 Count: 3921 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-28 Count: 3931 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-29 Count: 3945 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-30 Count: 3997 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-08-31 Count: 4028 interaction(District, sep = \"/\"): Kalmunai","Date: 2021-09-01 Count: 4043 interaction(District, sep = \"/\"): Kalmunai"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,187,73,1)","dash":"solid"},"hoveron":"points","name":"Kalmunai","legendgroup":"Kalmunai","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[33300,33501,33882,34165,34325,34578,34931,35608,35863,36390,36641,36862,37331,37698,38436,38607,39042,39271,39518,40109,40574,40823,41026,41391,42067,42352,42549,42938,43332,43619,43820,44302],"text":["Date: 2021-08-01 Count: 33300 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-02 Count: 33501 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-03 Count: 33882 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-04 Count: 34165 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-05 Count: 34325 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-06 Count: 34578 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-07 Count: 34931 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-08 Count: 35608 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-09 Count: 35863 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-10 Count: 36390 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-11 Count: 36641 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-12 Count: 36862 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-13 Count: 37331 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-14 Count: 37698 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-15 Count: 38436 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-16 Count: 38607 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-17 Count: 39042 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-18 Count: 39271 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-19 Count: 39518 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-20 Count: 40109 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-21 Count: 40574 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-22 Count: 40823 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-23 Count: 41026 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-24 Count: 41391 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-25 Count: 42067 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-26 Count: 42352 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-27 Count: 42549 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-28 Count: 42938 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-29 Count: 43332 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-30 Count: 43619 interaction(District, sep = \"/\"): Kalutara","Date: 2021-08-31 Count: 43820 interaction(District, sep = \"/\"): Kalutara","Date: 2021-09-01 Count: 44302 interaction(District, sep = \"/\"): Kalutara"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,190,112,1)","dash":"solid"},"hoveron":"points","name":"Kalutara","legendgroup":"Kalutara","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[14576,14607,14823,14880,14955,15004,15110,15208,15247,15374,15442,15500,15550,15635,15667,15731,15776,16006,16074,16201,16290,16359,16599,16735,16899,17029,17193,17274,17316,17434,17608,17737],"text":["Date: 2021-08-01 Count: 14576 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-02 Count: 14607 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-03 Count: 14823 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-04 Count: 14880 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-05 Count: 14955 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-06 Count: 15004 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-07 Count: 15110 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-08 Count: 15208 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-09 Count: 15247 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-10 Count: 15374 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-11 Count: 15442 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-12 Count: 15500 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-13 Count: 15550 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-14 Count: 15635 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-15 Count: 15667 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-16 Count: 15731 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-17 Count: 15776 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-18 Count: 16006 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-19 Count: 16074 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-20 Count: 16201 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-21 Count: 16290 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-22 Count: 16359 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-23 Count: 16599 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-24 Count: 16735 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-25 Count: 16899 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-26 Count: 17029 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-27 Count: 17193 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-28 Count: 17274 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-29 Count: 17316 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-30 Count: 17434 interaction(District, sep = \"/\"): Kandy","Date: 2021-08-31 Count: 17608 interaction(District, sep = \"/\"): Kandy","Date: 2021-09-01 Count: 17737 interaction(District, sep = \"/\"): Kandy"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,192,144,1)","dash":"solid"},"hoveron":"points","name":"Kandy","legendgroup":"Kandy","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[6792,6814,6855,6887,6898,6906,6979,6992,6994,7055,7070,7093,7095,7103,7145,7158,7198,7222,7278,7324,7364,7504,7521,7560,7696,7789,7918,7983,8074,8324,8530,8599],"text":["Date: 2021-08-01 Count: 6792 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-02 Count: 6814 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-03 Count: 6855 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-04 Count: 6887 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-05 Count: 6898 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-06 Count: 6906 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-07 Count: 6979 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-08 Count: 6992 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-09 Count: 6994 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-10 Count: 7055 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-11 Count: 7070 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-12 Count: 7093 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-13 Count: 7095 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-14 Count: 7103 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-15 Count: 7145 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-16 Count: 7158 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-17 Count: 7198 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-18 Count: 7222 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-19 Count: 7278 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-20 Count: 7324 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-21 Count: 7364 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-22 Count: 7504 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-23 Count: 7521 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-24 Count: 7560 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-25 Count: 7696 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-26 Count: 7789 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-27 Count: 7918 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-28 Count: 7983 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-29 Count: 8074 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-30 Count: 8324 interaction(District, sep = \"/\"): Kegalle","Date: 2021-08-31 Count: 8530 interaction(District, sep = \"/\"): Kegalle","Date: 2021-09-01 Count: 8599 interaction(District, sep = \"/\"): Kegalle"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,193,171,1)","dash":"solid"},"hoveron":"points","name":"Kegalle","legendgroup":"Kegalle","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[1480,1515,1518,1520,1548,1548,1558,1565,1570,1573,1573,1578,1607,1617,1744,1744,1896,2112,2115,2275,2279,2284,2285,2285,3098,3105,3142,3142,3144,3826,3847,3851],"text":["Date: 2021-08-01 Count: 1480 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-02 Count: 1515 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-03 Count: 1518 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-04 Count: 1520 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-05 Count: 1548 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-06 Count: 1548 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-07 Count: 1558 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-08 Count: 1565 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-09 Count: 1570 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-10 Count: 1573 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-11 Count: 1573 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-12 Count: 1578 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-13 Count: 1607 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-14 Count: 1617 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-15 Count: 1744 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-16 Count: 1744 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-17 Count: 1896 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-18 Count: 2112 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-19 Count: 2115 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-20 Count: 2275 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-21 Count: 2279 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-22 Count: 2284 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-23 Count: 2285 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-24 Count: 2285 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-25 Count: 3098 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-26 Count: 3105 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-27 Count: 3142 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-28 Count: 3142 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-29 Count: 3144 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-30 Count: 3826 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-08-31 Count: 3847 interaction(District, sep = \"/\"): Kilinochchi","Date: 2021-09-01 Count: 3851 interaction(District, sep = \"/\"): Kilinochchi"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,191,196,1)","dash":"solid"},"hoveron":"points","name":"Kilinochchi","legendgroup":"Kilinochchi","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[15327,15400,15453,15559,15692,15773,15915,16046,16158,16189,16356,16577,16790,16955,17062,17253,17371,17729,17933,18064,18344,18546,18791,18890,19090,19413,19656,20130,20535,20830,21017,21323],"text":["Date: 2021-08-01 Count: 15327 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-02 Count: 15400 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-03 Count: 15453 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-04 Count: 15559 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-05 Count: 15692 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-06 Count: 15773 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-07 Count: 15915 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-08 Count: 16046 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-09 Count: 16158 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-10 Count: 16189 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-11 Count: 16356 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-12 Count: 16577 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-13 Count: 16790 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-14 Count: 16955 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-15 Count: 17062 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-16 Count: 17253 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-17 Count: 17371 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-18 Count: 17729 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-19 Count: 17933 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-20 Count: 18064 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-21 Count: 18344 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-22 Count: 18546 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-23 Count: 18791 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-24 Count: 18890 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-25 Count: 19090 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-26 Count: 19413 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-27 Count: 19656 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-28 Count: 20130 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-29 Count: 20535 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-30 Count: 20830 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-08-31 Count: 21017 interaction(District, sep = \"/\"): Kurunagala","Date: 2021-09-01 Count: 21323 interaction(District, sep = \"/\"): Kurunagala"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,187,218,1)","dash":"solid"},"hoveron":"points","name":"Kurunagala","legendgroup":"Kurunagala","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[1320,1355,1389,1394,1432,1446,1454,1459,1465,1479,1483,1488,1498,1511,1547,1553,1565,1567,1569,1584,1594,1607,1623,1623,1628,1632,1663,1666,1667,1668,1683,1687],"text":["Date: 2021-08-01 Count: 1320 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-02 Count: 1355 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-03 Count: 1389 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-04 Count: 1394 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-05 Count: 1432 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-06 Count: 1446 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-07 Count: 1454 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-08 Count: 1459 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-09 Count: 1465 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-10 Count: 1479 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-11 Count: 1483 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-12 Count: 1488 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-13 Count: 1498 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-14 Count: 1511 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-15 Count: 1547 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-16 Count: 1553 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-17 Count: 1565 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-18 Count: 1567 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-19 Count: 1569 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-20 Count: 1584 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-21 Count: 1594 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-22 Count: 1607 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-23 Count: 1623 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-24 Count: 1623 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-25 Count: 1628 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-26 Count: 1632 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-27 Count: 1663 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-28 Count: 1666 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-29 Count: 1667 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-30 Count: 1668 interaction(District, sep = \"/\"): Mannar","Date: 2021-08-31 Count: 1683 interaction(District, sep = \"/\"): Mannar","Date: 2021-09-01 Count: 1687 interaction(District, sep = \"/\"): Mannar"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,181,237,1)","dash":"solid"},"hoveron":"points","name":"Mannar","legendgroup":"Mannar","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[5694,5768,5883,5883,5902,5946,6022,6067,6160,6169,6206,6215,6241,6285,6412,6437,6447,6720,6830,7659,7729,7847,7903,7914,8081,8234,8269,8320,8381,9001,9092,9146],"text":["Date: 2021-08-01 Count: 5694 interaction(District, sep = \"/\"): Matale","Date: 2021-08-02 Count: 5768 interaction(District, sep = \"/\"): Matale","Date: 2021-08-03 Count: 5883 interaction(District, sep = \"/\"): Matale","Date: 2021-08-04 Count: 5883 interaction(District, sep = \"/\"): Matale","Date: 2021-08-05 Count: 5902 interaction(District, sep = \"/\"): Matale","Date: 2021-08-06 Count: 5946 interaction(District, sep = \"/\"): Matale","Date: 2021-08-07 Count: 6022 interaction(District, sep = \"/\"): Matale","Date: 2021-08-08 Count: 6067 interaction(District, sep = \"/\"): Matale","Date: 2021-08-09 Count: 6160 interaction(District, sep = \"/\"): Matale","Date: 2021-08-10 Count: 6169 interaction(District, sep = \"/\"): Matale","Date: 2021-08-11 Count: 6206 interaction(District, sep = \"/\"): Matale","Date: 2021-08-12 Count: 6215 interaction(District, sep = \"/\"): Matale","Date: 2021-08-13 Count: 6241 interaction(District, sep = \"/\"): Matale","Date: 2021-08-14 Count: 6285 interaction(District, sep = \"/\"): Matale","Date: 2021-08-15 Count: 6412 interaction(District, sep = \"/\"): Matale","Date: 2021-08-16 Count: 6437 interaction(District, sep = \"/\"): Matale","Date: 2021-08-17 Count: 6447 interaction(District, sep = \"/\"): Matale","Date: 2021-08-18 Count: 6720 interaction(District, sep = \"/\"): Matale","Date: 2021-08-19 Count: 6830 interaction(District, sep = \"/\"): Matale","Date: 2021-08-20 Count: 7659 interaction(District, sep = \"/\"): Matale","Date: 2021-08-21 Count: 7729 interaction(District, sep = \"/\"): Matale","Date: 2021-08-22 Count: 7847 interaction(District, sep = \"/\"): Matale","Date: 2021-08-23 Count: 7903 interaction(District, sep = \"/\"): Matale","Date: 2021-08-24 Count: 7914 interaction(District, sep = \"/\"): Matale","Date: 2021-08-25 Count: 8081 interaction(District, sep = \"/\"): Matale","Date: 2021-08-26 Count: 8234 interaction(District, sep = \"/\"): Matale","Date: 2021-08-27 Count: 8269 interaction(District, sep = \"/\"): Matale","Date: 2021-08-28 Count: 8320 interaction(District, sep = \"/\"): Matale","Date: 2021-08-29 Count: 8381 interaction(District, sep = \"/\"): Matale","Date: 2021-08-30 Count: 9001 interaction(District, sep = \"/\"): Matale","Date: 2021-08-31 Count: 9092 interaction(District, sep = \"/\"): Matale","Date: 2021-09-01 Count: 9146 interaction(District, sep = \"/\"): Matale"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(0,172,252,1)","dash":"solid"},"hoveron":"points","name":"Matale","legendgroup":"Matale","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[7778,7853,7864,7923,7967,7996,8108,8173,8188,8256,8284,8334,8386,8457,8570,8631,8756,8908,8942,9058,9113,9181,9316,9353,9520,9728,9761,9873,9939,10085,10185,10235],"text":["Date: 2021-08-01 Count: 7778 interaction(District, sep = \"/\"): Matara","Date: 2021-08-02 Count: 7853 interaction(District, sep = \"/\"): Matara","Date: 2021-08-03 Count: 7864 interaction(District, sep = \"/\"): Matara","Date: 2021-08-04 Count: 7923 interaction(District, sep = \"/\"): Matara","Date: 2021-08-05 Count: 7967 interaction(District, sep = \"/\"): Matara","Date: 2021-08-06 Count: 7996 interaction(District, sep = \"/\"): Matara","Date: 2021-08-07 Count: 8108 interaction(District, sep = \"/\"): Matara","Date: 2021-08-08 Count: 8173 interaction(District, sep = \"/\"): Matara","Date: 2021-08-09 Count: 8188 interaction(District, sep = \"/\"): Matara","Date: 2021-08-10 Count: 8256 interaction(District, sep = \"/\"): Matara","Date: 2021-08-11 Count: 8284 interaction(District, sep = \"/\"): Matara","Date: 2021-08-12 Count: 8334 interaction(District, sep = \"/\"): Matara","Date: 2021-08-13 Count: 8386 interaction(District, sep = \"/\"): Matara","Date: 2021-08-14 Count: 8457 interaction(District, sep = \"/\"): Matara","Date: 2021-08-15 Count: 8570 interaction(District, sep = \"/\"): Matara","Date: 2021-08-16 Count: 8631 interaction(District, sep = \"/\"): Matara","Date: 2021-08-17 Count: 8756 interaction(District, sep = \"/\"): Matara","Date: 2021-08-18 Count: 8908 interaction(District, sep = \"/\"): Matara","Date: 2021-08-19 Count: 8942 interaction(District, sep = \"/\"): Matara","Date: 2021-08-20 Count: 9058 interaction(District, sep = \"/\"): Matara","Date: 2021-08-21 Count: 9113 interaction(District, sep = \"/\"): Matara","Date: 2021-08-22 Count: 9181 interaction(District, sep = \"/\"): Matara","Date: 2021-08-23 Count: 9316 interaction(District, sep = \"/\"): Matara","Date: 2021-08-24 Count: 9353 interaction(District, sep = \"/\"): Matara","Date: 2021-08-25 Count: 9520 interaction(District, sep = \"/\"): Matara","Date: 2021-08-26 Count: 9728 interaction(District, sep = \"/\"): Matara","Date: 2021-08-27 Count: 9761 interaction(District, sep = \"/\"): Matara","Date: 2021-08-28 Count: 9873 interaction(District, sep = \"/\"): Matara","Date: 2021-08-29 Count: 9939 interaction(District, sep = \"/\"): Matara","Date: 2021-08-30 Count: 10085 interaction(District, sep = \"/\"): Matara","Date: 2021-08-31 Count: 10185 interaction(District, sep = \"/\"): Matara","Date: 2021-09-01 Count: 10235 interaction(District, sep = \"/\"): Matara"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(66,160,255,1)","dash":"solid"},"hoveron":"points","name":"Matara","legendgroup":"Matara","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[3569,3592,3678,3687,3724,3767,3772,3788,3793,3814,3917,3964,4022,4097,4216,4263,4297,4365,4499,4635,4651,4686,4701,4738,4821,5042,5350,5599,5720,6327,6537,6842],"text":["Date: 2021-08-01 Count: 3569 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-02 Count: 3592 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-03 Count: 3678 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-04 Count: 3687 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-05 Count: 3724 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-06 Count: 3767 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-07 Count: 3772 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-08 Count: 3788 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-09 Count: 3793 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-10 Count: 3814 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-11 Count: 3917 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-12 Count: 3964 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-13 Count: 4022 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-14 Count: 4097 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-15 Count: 4216 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-16 Count: 4263 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-17 Count: 4297 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-18 Count: 4365 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-19 Count: 4499 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-20 Count: 4635 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-21 Count: 4651 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-22 Count: 4686 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-23 Count: 4701 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-24 Count: 4738 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-25 Count: 4821 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-26 Count: 5042 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-27 Count: 5350 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-28 Count: 5599 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-29 Count: 5720 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-30 Count: 6327 interaction(District, sep = \"/\"): Monaragala","Date: 2021-08-31 Count: 6537 interaction(District, sep = \"/\"): Monaragala","Date: 2021-09-01 Count: 6842 interaction(District, sep = \"/\"): Monaragala"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(139,147,255,1)","dash":"solid"},"hoveron":"points","name":"Monaragala","legendgroup":"Monaragala","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[1116,1129,1132,1133,1137,1137,1139,1140,1148,1151,1151,1163,1169,1175,1178,1182,1199,1203,1205,1212,1218,1224,1230,1230,1234,1262,1269,1273,1286,1326,1383,1397],"text":["Date: 2021-08-01 Count: 1116 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-02 Count: 1129 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-03 Count: 1132 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-04 Count: 1133 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-05 Count: 1137 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-06 Count: 1137 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-07 Count: 1139 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-08 Count: 1140 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-09 Count: 1148 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-10 Count: 1151 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-11 Count: 1151 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-12 Count: 1163 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-13 Count: 1169 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-14 Count: 1175 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-15 Count: 1178 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-16 Count: 1182 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-17 Count: 1199 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-18 Count: 1203 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-19 Count: 1205 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-20 Count: 1212 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-21 Count: 1218 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-22 Count: 1224 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-23 Count: 1230 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-24 Count: 1230 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-25 Count: 1234 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-26 Count: 1262 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-27 Count: 1269 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-28 Count: 1273 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-29 Count: 1286 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-30 Count: 1326 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-08-31 Count: 1383 interaction(District, sep = \"/\"): Mullaitivu","Date: 2021-09-01 Count: 1397 interaction(District, sep = \"/\"): Mullaitivu"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(182,132,255,1)","dash":"solid"},"hoveron":"points","name":"Mullaitivu","legendgroup":"Mullaitivu","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[7917,7947,8009,8098,8121,8138,8176,8224,8371,8475,8561,8605,8610,8614,8646,8837,8837,8949,9074,9160,9237,9387,9638,9828,9902,9942,10011,10183,10368,10514,10686,10697],"text":["Date: 2021-08-01 Count: 7917 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-02 Count: 7947 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-03 Count: 8009 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-04 Count: 8098 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-05 Count: 8121 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-06 Count: 8138 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-07 Count: 8176 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-08 Count: 8224 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-09 Count: 8371 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-10 Count: 8475 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-11 Count: 8561 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-12 Count: 8605 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-13 Count: 8610 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-14 Count: 8614 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-15 Count: 8646 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-16 Count: 8837 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-17 Count: 8837 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-18 Count: 8949 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-19 Count: 9074 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-20 Count: 9160 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-21 Count: 9237 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-22 Count: 9387 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-23 Count: 9638 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-24 Count: 9828 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-25 Count: 9902 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-26 Count: 9942 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-27 Count: 10011 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-28 Count: 10183 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-29 Count: 10368 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-30 Count: 10514 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-08-31 Count: 10686 interaction(District, sep = \"/\"): Nuwara Eliya","Date: 2021-09-01 Count: 10697 interaction(District, sep = \"/\"): Nuwara Eliya"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(213,117,254,1)","dash":"solid"},"hoveron":"points","name":"Nuwara Eliya","legendgroup":"Nuwara Eliya","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[2833,2848,2852,2858,2896,2902,2913,2915,2928,3038,3077,3104,3110,3113,3194,3241,3292,3326,3390,3394,3551,3593,3623,3626,3763,3805,3817,3842,3904,3969,3994,4058],"text":["Date: 2021-08-01 Count: 2833 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-02 Count: 2848 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-03 Count: 2852 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-04 Count: 2858 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-05 Count: 2896 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-06 Count: 2902 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-07 Count: 2913 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-08 Count: 2915 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-09 Count: 2928 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-10 Count: 3038 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-11 Count: 3077 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-12 Count: 3104 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-13 Count: 3110 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-14 Count: 3113 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-15 Count: 3194 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-16 Count: 3241 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-17 Count: 3292 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-18 Count: 3326 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-19 Count: 3390 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-20 Count: 3394 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-21 Count: 3551 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-22 Count: 3593 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-23 Count: 3623 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-24 Count: 3626 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-25 Count: 3763 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-26 Count: 3805 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-27 Count: 3817 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-28 Count: 3842 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-29 Count: 3904 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-30 Count: 3969 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-08-31 Count: 3994 interaction(District, sep = \"/\"): Polonnaruwa","Date: 2021-09-01 Count: 4058 interaction(District, sep = \"/\"): Polonnaruwa"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(235,105,240,1)","dash":"solid"},"hoveron":"points","name":"Polonnaruwa","legendgroup":"Polonnaruwa","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[5549,5575,5622,5663,5740,5803,5898,5976,6036,6124,6261,6361,6501,6520,6701,6793,6827,7053,7143,7278,7443,7514,7558,7629,7801,7943,8035,8119,8218,8475,8492,8654],"text":["Date: 2021-08-01 Count: 5549 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-02 Count: 5575 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-03 Count: 5622 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-04 Count: 5663 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-05 Count: 5740 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-06 Count: 5803 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-07 Count: 5898 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-08 Count: 5976 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-09 Count: 6036 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-10 Count: 6124 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-11 Count: 6261 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-12 Count: 6361 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-13 Count: 6501 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-14 Count: 6520 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-15 Count: 6701 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-16 Count: 6793 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-17 Count: 6827 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-18 Count: 7053 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-19 Count: 7143 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-20 Count: 7278 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-21 Count: 7443 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-22 Count: 7514 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-23 Count: 7558 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-24 Count: 7629 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-25 Count: 7801 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-26 Count: 7943 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-27 Count: 8035 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-28 Count: 8119 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-29 Count: 8218 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-30 Count: 8475 interaction(District, sep = \"/\"): Puttalam","Date: 2021-08-31 Count: 8492 interaction(District, sep = \"/\"): Puttalam","Date: 2021-09-01 Count: 8654 interaction(District, sep = \"/\"): Puttalam"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(249,98,221,1)","dash":"solid"},"hoveron":"points","name":"Puttalam","legendgroup":"Puttalam","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[12267,12313,12363,12383,12483,12523,12599,12604,12711,12737,12765,12797,12883,12900,13039,13053,13070,13114,13161,13211,13279,13409,13446,13501,13584,13719,13834,13902,13966,14232,14606,14794],"text":["Date: 2021-08-01 Count: 12267 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-02 Count: 12313 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-03 Count: 12363 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-04 Count: 12383 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-05 Count: 12483 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-06 Count: 12523 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-07 Count: 12599 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-08 Count: 12604 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-09 Count: 12711 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-10 Count: 12737 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-11 Count: 12765 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-12 Count: 12797 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-13 Count: 12883 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-14 Count: 12900 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-15 Count: 13039 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-16 Count: 13053 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-17 Count: 13070 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-18 Count: 13114 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-19 Count: 13161 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-20 Count: 13211 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-21 Count: 13279 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-22 Count: 13409 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-23 Count: 13446 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-24 Count: 13501 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-25 Count: 13584 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-26 Count: 13719 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-27 Count: 13834 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-28 Count: 13902 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-29 Count: 13966 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-30 Count: 14232 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-08-31 Count: 14606 interaction(District, sep = \"/\"): Ratnapura","Date: 2021-09-01 Count: 14794 interaction(District, sep = \"/\"): Ratnapura"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(255,97,198,1)","dash":"solid"},"hoveron":"points","name":"Ratnapura","legendgroup":"Ratnapura","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[18840,18841,18842,18843,18844,18845,18846,18847,18848,18849,18850,18851,18852,18853,18854,18855,18856,18857,18858,18859,18860,18861,18862,18863,18864,18865,18866,18867,18868,18869,18870,18871],"y":[3308,3319,3335,3340,3344,3356,3356,3361,3362,3382,3383,3387,3408,3409,3412,3414,3441,3446,3468,3468,3479,3488,3502,3502,3548,3561,3570,3580,3660,3700,3720,3742],"text":["Date: 2021-08-01 Count: 3308 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-02 Count: 3319 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-03 Count: 3335 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-04 Count: 3340 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-05 Count: 3344 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-06 Count: 3356 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-07 Count: 3356 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-08 Count: 3361 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-09 Count: 3362 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-10 Count: 3382 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-11 Count: 3383 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-12 Count: 3387 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-13 Count: 3408 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-14 Count: 3409 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-15 Count: 3412 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-16 Count: 3414 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-17 Count: 3441 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-18 Count: 3446 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-19 Count: 3468 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-20 Count: 3468 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-21 Count: 3479 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-22 Count: 3488 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-23 Count: 3502 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-24 Count: 3502 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-25 Count: 3548 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-26 Count: 3561 interaction(District, sep = \"/\"): Trincomalee","Date: 2021-08-27 Count: 3570 interaction(District, sep = \"/\"): 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---

```r
library(coronavirus)
head(coronavirus)
```

```
##         date province country     lat      long      type cases
## 1 2020-01-22  Alberta  Canada 53.9333 -116.5765 confirmed     0
## 2 2020-01-23  Alberta  Canada 53.9333 -116.5765 confirmed     0
## 3 2020-01-24  Alberta  Canada 53.9333 -116.5765 confirmed     0
## 4 2020-01-25  Alberta  Canada 53.9333 -116.5765 confirmed     0
## 5 2020-01-26  Alberta  Canada 53.9333 -116.5765 confirmed     0
## 6 2020-01-27  Alberta  Canada 53.9333 -116.5765 confirmed     0
```

---

.pull-left[

```r
covidsl <- coronavirus %>%
 filter(country == "Sri Lanka") %>%
 select(date, type, cases)

head(covidsl)
```

```
##         date      type cases
## 1 2020-01-22 confirmed     0
## 2 2020-01-23 confirmed     0
## 3 2020-01-24 confirmed     0
## 4 2020-01-25 confirmed     0
## 5 2020-01-26 confirmed     0
## 6 2020-01-27 confirmed     1
```

]

--
.pull-right[

```r
covidsl <- covidsl %>%
* as_tsibble(index = date,
* key = type )

head(covidsl)
```

```
## # A tsibble: 6 x 3 [1D]
## # Key: type [1]
## date type cases
## <date> <chr> <int>
## 1 2020-01-22 confirmed 0
## 2 2020-01-23 confirmed 0
## 3 2020-01-24 confirmed 0
## 4 2020-01-25 confirmed 0
## 5 2020-01-26 confirmed 0
## 6 2020-01-27 confirmed 1
```

]

---

```r
p <- covidsl %>% autoplot(cases)
p
```

---

```r
library(gganimate)
p +
  transition_reveal(along = date)
```

---
class: inverse, middle, center

pridiltal and thiyangt

# Acknowledgements:

This work was supported in part by RETINA research lab funded by the OWSD, a program unit of United Nations Educational, Scientific and Cultural Organization (UNESCO).

## Key References

- Forecasting: Principles and Practice (3rd ed), Rob J Hyndman and George Athanasopoulos https://otexts.com/fpp3/