From 37f2ca123fea9e860ad45d1c92945a5b077f1653 Mon Sep 17 00:00:00 2001 From: Christopher Ton Date: Fri, 17 Apr 2020 22:05:26 -0700 Subject: [PATCH 1/5] added mdx deck on covid a couple slides overview of code --- assets/world_choro.png | Bin 0 -> 192672 bytes decks/c19_ipynb.mdx | 129 +++++++++++++++++ decks/food.mdx | 314 ++++++++--------------------------------- 3 files changed, 190 insertions(+), 253 deletions(-) create mode 100644 assets/world_choro.png create mode 100644 decks/c19_ipynb.mdx diff --git a/assets/world_choro.png b/assets/world_choro.png new file mode 100644 index 0000000000000000000000000000000000000000..dee3c92455a0e83f175ca912ad925c48b5fc9467 GIT binary patch literal 192672 zcmd42WmFwavo?$ef^8&daCdk2jk{ZdySoN=cL)+JxVwhn?hxGF-QnBhIkw(&p8NN= z*BWM+neLjds-C{;s+uqbISIs%I3K~lzz`*YqDo+3P%~g)5Js>tpfd|fUVUI-2omNZ zA_|fsB7_PKwkGCQ#$aH;uq5>l8p?whS=vgHW`3|hxb`sOb|BmjF+eQ!A6QAkA3do6 z(c^)dj}^M2g1VEcD44qNgqFQ}7`>|m;YDR-5zx5Qwn~EPop-BuNNdYaYb<-uKN;^# 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I already know about this! What is this talk really about?" - ---- +"Wait a minute... I already know about this! What is this talk really about?" -# Concurrent Mode - -## A chain of unfortunate consequences - +Concurrent Mode +A chain of unfortunate consequences ---- - - - -### How does React "delay" rendering? - ---- - +How does React "delay" rendering? -## Sources of Slowdown - -- Slow component render functions -- Slow state setter or reducer updater functions -- Slow effect functions - +Sources of Slowdown +Slow component render functions +Slow state setter or reducer updater functions +Slow effect functions ---- - import DeferredSetState from '../assets/deferred-setstate.svg'; -## Deferred setState. - -### Any state setter or dispatch can be delayed. - +Deferred setState. +Any state setter or dispatch can be delayed. - - ---- - import InterruptRendering from '../assets/interrupt-rendering.svg'; -## Interrupt Rendering. - -### Any rendering can be interrupted and can be completed later before committing. - +Interrupt Rendering. +Any rendering can be interrupted and can be completed later before committing. - - ---- - -## Oops #1 - -### Delaying rendering is only safe when no effects are pending on a subtree. - +Oops #1 +Delaying rendering is only safe when no effects are pending on a subtree. ---- - import HooksAPI from '../assets/hooks-api.svg'; -## The Hooks API. - -### This restriction is reflected in the hooks API with encapsulation of effects. - +The Hooks API. +This restriction is reflected in the hooks API with encapsulation of effects. - - ---- - import HooksAPITiming from '../assets/hooks-api-timing.svg'; -## Hooks Timings. - -### With each hook we observe a part of the lifecycle and can react. - +Hooks Timings. +With each hook we observe a part of the lifecycle and can react. - - ---- - import ComponentLifecycle from '../assets/component-lifecycle.svg'; -## The Lifecycle. - -### The lifecycle we observe has three phases repeating. - +The Lifecycle. +The lifecycle we observe has three phases repeating. - - ---- - import ObservingLifecycleEvents from '../assets/observing-lifecycle-events.svg'; -## Observing the Lifecycle. - -### Overlapping the lifecycle with hooks, we see a phase that we can't observe... - +Observing the Lifecycle. +Overlapping the lifecycle with hooks, we see a phase that we can't observe... - - ---- - import InterruptedLifecycle from '../assets/interrupted-lifecycle.svg'; -## Interrupting the Lifecycle. - -### Unfortunately this phase becomes very relevant in Strict and Concurrent Mode. - +Interrupting the Lifecycle. +Unfortunately this phase becomes very relevant in Strict and Concurrent Mode. - - ---- - -## Oops #2 - -### It's not possible to have a subscription or effect track the component lifecycle. - +Oops #2 +It's not possible to have a subscription or effect track the component lifecycle. ---- - -## Workaround - -### Resort to useSubscription - +Workaround +Resort to useSubscription ---- - import SchedulerPriorities from '../assets/scheduler-priorities.svg'; -## Scheduler Priorities. - -### In Concurrent Mode the time budgets are switched on for time slicing. - +Scheduler Priorities. +In Concurrent Mode the time budgets are switched on for time slicing. - - ---- - -## Oops #3 - -### Seems like React isn't all that predictable anymore. - +Oops #3 +Seems like React isn't all that predictable anymore. ---- - -## Workaround - -### Synchronous Subscriber and scheduled teardown - +Workaround +Synchronous Subscriber and scheduled teardown https://github.com/facebook/react/issues/15317#issuecomment-573337558 ---- - - - -### "We didn't yet get to what happens when an effect is slow, right?" - ---- - +"We didn't yet get to what happens when an effect is slow, right?" -## Tearing - -### "When a subtree's renderered state falls behind while another subtree has committed updates already." - +Tearing +"When a subtree's renderered state falls behind while another subtree has committed updates already." ---- +import Tearing1 from '../assets/bvaughn-tearing-1.png'; import Tearing2 from '../assets/bvaughn-tearing-2.png'; -import Tearing1 from '../assets/bvaughn-tearing-1.png'; -import Tearing2 from '../assets/bvaughn-tearing-2.png'; - - - - - - ---- + -## React's solution? - -- When an effect slows down, React can't safely interrupt or delay updates. -- Instead it batches all updates and switches back to blocking mode -- This is called a _deopt_. - +React's solution? +When an effect slows down, React can't safely interrupt or delay updates. +Instead it batches all updates and switches back to blocking mode +This is called a deopt. ---- - -## Oops #4 - -### React Concurrent's deopt can be slower than Blocking was before. - +Oops #4 +React Concurrent's deopt can be slower than Blocking was before. ---- - -## However - -- This may still cause _tearing_ when another update is scheduled during this blocking batch. - +However +This may still cause tearing when another update is scheduled during this blocking batch. ---- - -## Oops #5 - -### A new `useMutableSource` hook is necessary to fix this tearing-during-deopt issue. - +Oops #5 +A new useMutableSource hook is necessary to fix this tearing-during-deopt issue. ---- - -# Concurrent Mode: Oops - - +Concurrent Mode: Oops + \ No newline at end of file From c90b8ee86646448908e2d2407d10bc9901a530c9 Mon Sep 17 00:00:00 2001 From: Christopher Ton Date: Fri, 17 Apr 2020 22:34:21 -0700 Subject: [PATCH 2/5] fix styling --- decks/c19_ipynb.mdx | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/decks/c19_ipynb.mdx b/decks/c19_ipynb.mdx index e138843b..88c4ed0f 100644 --- a/decks/c19_ipynb.mdx +++ b/decks/c19_ipynb.mdx @@ -5,7 +5,9 @@ import * as L from "../src/layout"; import customTheme from "../src/theme"; import GreetingLoader from "./src/greeting-loader"; import "prismjs/components/prism-python"; +export const theme = customTheme; + # Visualizing COVID-19 Data with Python! @@ -14,12 +16,20 @@ import "prismjs/components/prism-python"; * Wrangling with pandas ###### Christopher Ton + + + +import choro from '../assets/world_choro.png' --- # Where do I find Data? + - John Hopkins CSSE (available on GitHub through [CSSEGISandDATA](https://github.com/CSSEGISandData/COVID-19)) -###### *We'll look at data that was recorded as of 04-13-2020* + + +We'll look at data that was recorded as of 04-13-2020* + --- @@ -51,7 +61,6 @@ world_choro.show() --- ###### choro_state() - ```python def choro_state(): @@ -68,10 +77,8 @@ def choro_state(): ``` --- ###### plot_top10_bydate() - ```python def plot_top10_bydate(): - Place = input("Would like to see State,US, or Global") if Place == "State": state = input("Enter the state: ") @@ -87,7 +94,6 @@ def plot_top10_bydate(): num = input(...) by_state = sum_day.reset_index() fig = px.bar(by_state.head(int(num))...) - elif Place == "Global": date = input(...) num = input(...) From e16b5c50446264d4687421be12a50d8588afd5bc Mon Sep 17 00:00:00 2001 From: Christopher Ton Date: Sat, 18 Apr 2020 13:42:48 -0700 Subject: [PATCH 3/5] style/format --- decks/c19_ipynb.mdx | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/decks/c19_ipynb.mdx b/decks/c19_ipynb.mdx index 88c4ed0f..c27dd48d 100644 --- a/decks/c19_ipynb.mdx +++ b/decks/c19_ipynb.mdx @@ -12,10 +12,9 @@ export const theme = customTheme; # Visualizing COVID-19 Data with Python! -* Analyzing choropleth plots, bar charts and line graphs -* Wrangling with pandas +* Analyzing Choropleth plots, Bar charts and Line graphs +* Wrangling with Pandas -###### Christopher Ton @@ -28,13 +27,13 @@ import choro from '../assets/world_choro.png' - John Hopkins CSSE (available on GitHub through [CSSEGISandDATA](https://github.com/CSSEGISandData/COVID-19)) -We'll look at data that was recorded as of 04-13-2020* +We'll look at data that was recorded as of 04-17-2020* --- -### Plot functions for Q1-3 +# Plot Functions ```python @@ -48,7 +47,7 @@ line_plots() ``` --- -###### world_choro.show() +## Q1) world_choro.show() ```python world_choro = px.choropleth(world_total, geojson=countries, locations='name', @@ -60,7 +59,7 @@ world_choro.show() --- -###### choro_state() +## Q1) choro_state() ```python def choro_state(): @@ -76,9 +75,9 @@ def choro_state(): ``` --- -###### plot_top10_bydate() +## Q2) bar_chart() ```python -def plot_top10_bydate(): +def bar_chart(): Place = input("Would like to see State,US, or Global") if Place == "State": state = input("Enter the state: ") @@ -102,7 +101,7 @@ def plot_top10_bydate(): ``` --- -###### line_plots() +## Q3) line_plots() ```python def line_plots(): @@ -122,7 +121,7 @@ def line_plots(): --- -#### Some Pandas Basics +## Q4) Some Pandas Basics ```python pd.head() @@ -130,6 +129,12 @@ pd.sort_values() pd.drop() pd.groupby() pd.get_group() +pd.min() +pd.max() +pd.mean() +pd.unique() +pd.index() +pd.iloc[] ``` From 5f659d176b95d87654959f5b4f30d5ef5c4407a8 Mon Sep 17 00:00:00 2001 From: Christopher Ton Date: Sat, 18 Apr 2020 19:07:11 -0700 Subject: [PATCH 4/5] 1 func() only, and more slides --- .codesandbox/workspace.json | 25 +++ decks/c19_ipynb.mdx | 301 ++++++++++++++++++++++++++---------- 2 files changed, 244 insertions(+), 82 deletions(-) create mode 100644 .codesandbox/workspace.json diff --git a/.codesandbox/workspace.json b/.codesandbox/workspace.json new file mode 100644 index 00000000..c3fa5cd3 --- /dev/null +++ b/.codesandbox/workspace.json @@ -0,0 +1,25 @@ +{ + "preview": [ + { + "views": [ + { + "id": "codesandbox.browser" + } + ] + }, + { + "open": true, + "views": [ + { + "id": "codesandbox.terminal" + }, + { + "id": "codesandbox.console" + }, + { + "id": "codesandbox.problems" + } + ] + } + ] +} \ No newline at end of file diff --git a/decks/c19_ipynb.mdx b/decks/c19_ipynb.mdx index c27dd48d..8666807f 100644 --- a/decks/c19_ipynb.mdx +++ b/decks/c19_ipynb.mdx @@ -7,134 +7,271 @@ import GreetingLoader from "./src/greeting-loader"; import "prismjs/components/prism-python"; export const theme = customTheme; - +# Visualizing COVID-19 Data with Python + Google Colab! -# Visualizing COVID-19 Data with Python! +* Analyzing Bar charts +* Wrangling with Pandas +--- -* Analyzing Choropleth plots, Bar charts and Line graphs -* Wrangling with Pandas +# Getting set up + +- Search for Google Colab and click on first link +- File/New Notebook +- Sign into your Google account + +--- +# Initialize Notebook With Required Packages + +```python +import pandas as pd +import plotly.express as px +``` +--- + +# Where to find data? - +Navigate to: + +```python +link = 'https://github.com/ + CSSEGISandData/ + COVID-19/raw/master/ + csse_covid_19_data/ + csse_covid_19_daily_reports/ + 04-17-2020.csv' +``` + +Click "+ code " on the upper left corner to create a new code chunk under + +Copy and paste the entire block above into the same code chunk in the colab. -import choro from '../assets/world_choro.png' --- -# Where do I find Data? +# Reading in data -- John Hopkins CSSE (available on GitHub through [CSSEGISandDATA](https://github.com/CSSEGISandData/COVID-19)) +```python - -We'll look at data that was recorded as of 04-17-2020* - +world = pd.read_csv(link) #read in csv via link +world.head() #lists the top 5 rows +``` +--- + + +```python +link = 'https://github.com/CSSEGISandData/ + COVID-19/raw/master/ + csse_covid_19_data/ + csse_covid_19_daily_reports/ + 04-17-2020.csv' + +world = pd.read_csv(link) #read in csv via link +world.head() #lists the top 5 rows +``` +|....|FIPS|Admin2|Province_State|Country_Region|...|Confirmed|...|Active|...|Combined_Key +|----|----|------|--------------|--------------|---|---------|---|------|---|------------ +|0 |45001.0|Abbeville|South Carolina|US|...|10|...|10|...|Abbeville, South Carolina, US +|1 |22001.0|Acadia |Louisiana |US|...|110|...|104|...|Acadia, Louisiana, US +|:|:|:|:|:|:|:|:|:|:|: +|4 |19001.0|Adair |Iowa |US|...|1|...|1|...|Adair, Iowa, US --- +# Aggregate Data + +```python + world.groupby('Country_Region') +``` -# Plot Functions +--- + +# Aggregate Data ```python -world_choro.show() + world.groupby('Country_Region') -choro_state() + # +``` +--- +# Aggregate Data + +```python +world.groupby('Country_Region').Confirmed -plot_top10_bydate() +# +``` +--- +# Aggregate Data -line_plots() +```python +world.groupby('Country_Region').Confirmed.sum() ``` + + +Country_Region| +--------------|--- +Afghanistan|906 +Albania| 539 +:|: +Zimbabwe|24 +Name: Confirmed, Length:| 185, dtype: int64 + + --- +# Aggregate Data -## Q1) world_choro.show() +Turn previous output into a Pandas df ```python -world_choro = px.choropleth(world_total, geojson=countries, locations='name', - color='confirmed',color_continuous_scale="Viridis", - featureidkey="properties.name",range_color=(0, 60000), - hover_data = ['name','confirmed']) -world_choro.show() +world.groupby('Country_Region').Confirmed.sum().reset_index() ``` + --- -## Q1) choro_state() +# Aggregate Data + ```python +grouped_countries = world.groupby('Country_Region').Confirmed.sum().reset_index() +``` +--- -def choro_state(): - ch = input("Would you like to see the US or a specefic state? ") - if ch=='state': - st = input("Enter a state: ") - choro_state = choro_US[choro_US['State']==st] - fig = px.choropleth(choro_state,...) - fig.show() - elif ch == 'US': - fig = px.choropleth(choro_US, ...) - fig.show() +# Aggregate Data +```python +grouped_countries = world.groupby('Country_Region').Confirmed.sum().reset_index() +grouped_countries.head() +``` + +|....|Country_Region|Confirmed +|----|--------------|--------- +|0 |Afghanistan|906 +|1 |Albania |539 +|:|:| +|4 |Angola |19 + +--- +# Bar Chart for group_countries +```python +fig = px.bar(grouped_countries, #plots all n rows + x='Country_Region', + y='Confirmed', + color= 'Confirmed') +fig.show() ``` --- -## Q2) bar_chart() + +# Bar Chart for group_countries.head() ```python -def bar_chart(): - Place = input("Would like to see State,US, or Global") - if Place == "State": - state = input("Enter the state: ") - date = input("On what date? (m/d/yy) ") - num = input("How many cities? ") - by_city = hist_conf.groupby('Province_State') - sort_date_c= by_city.get_group(str(state)).sort_values( - str(date),ascending=False).head(int(num)) - fig = px.bar(sort_date_c, x='Combined_Key', - y=date,color= date) - elif Place == "US": - date = input(...) - num = input(...) - by_state = sum_day.reset_index() - fig = px.bar(by_state.head(int(num))...) - elif Place == "Global": - date = input(...) - num = input(...) - by_country = world_sum_day.reset_index() - fig = px.bar(by_country.head(int(num) +fig = px.bar(grouped_countries.head(), #plots top 5 rows in default order + x='Country_Region', + y='Confirmed', + color= 'Confirmed') +fig.show() +``` +--- + +# What if I wanted to see different order? + +```python +sorted_countries = grouped_countries.sort_values('Confirmed',ascending=False) + +fig = px.bar(sorted_countries.head(), #plots top 5 rows in descending order + x='Country_Region', + y='Confirmed', + color= 'Confirmed') + +fig.show() ``` --- -## Q3) line_plots() +# Select specefic countries to plot ```python -def line_plots(): - plot = input("Would you like to see state or country trends?" ) - if plot == "state": - days = input("Number of previous days: ") - num = input("How many states? ") - states_trends = top_trends[top_trends.columns[-int(days):]].sort_values( - '2020-04-16',ascending=False).head(int(num)).T - plot = states_trends.plot(...) - elif plot == "country": - days = input(...) - num = input(...) - world_trends = ... - plot = world_trends.plot(...) +list = ['US','Turkey','Russia','Japan','Germany'] ``` --- +# Select specefic countries to plot -## Q4) Some Pandas Basics +```python +list = ['US','China','Italy','France','Canada'] - ```python -pd.head() -pd.sort_values() -pd.drop() -pd.groupby() -pd.get_group() -pd.min() -pd.max() -pd.mean() -pd.unique() -pd.index() -pd.iloc[] +grouped_countries.Country_Region.isin(list) ``` +--- +# Select specefic countries to plot + +```python +list = ['US','China','Italy','France','Canada'] + +grouped_countries.loc[grouped_countries.Country_Region.isin(list)] +``` +--- +# Select specefic countries to plot + +```python +list = ['US','China','Italy','France','Canada'] + +selected_groups = grouped_countries.loc[grouped_countries.Country_Region.isin(list)] +selected_groups +``` + +|....|Country_Region|Confirmed +|----|--------------|--------- +|0 |Canada|32814 +|1 |China |83760 +|:|:| +|4 |US |699706 +--- + +# Select specefic countries to plot + +```python +list = ['US','China','Italy','France','Canada'] + +selected_groups = grouped_countries.loc[grouped_countries.Country_Region.isin(list)] +selected_groups.sort_values('Confirmed',ascending = False) #sort in descending order +``` + +|....|Country_Region|Confirmed +|----|--------------|--------- +|0 |US|699706 +|1 |Italy |172434 +|:|:| +|4 |Canada |32814 +--- + +# Select specefic countries to plot + +```python +list = ['US','China','Italy','France','Canada'] + +selected_groups = grouped_countries.loc[grouped_countries.Country_Region.isin(list)] +sorted_conf = selected_groups.sort_values('Confirmed',ascending = False) +``` + +|....|Country_Region|Confirmed +|----|--------------|--------- +|0 |US|699706 +|1 |Italy |172434 +|:|:| +|4 |Canada |32814 +--- + +# Bar Chart for sorted_conf +```python +fig = px.bar(sorted_conf, + x='Country_Region', + y='Confirmed', + color= 'Confirmed') +fig.show() +``` +--- +# That's it! Easy huh? +Code used for this tutorial can be found [here](https://colab.research.google.com/drive/1O4kiZofDz31a5eM_v_o_LolPjBHUhqG3) \ No newline at end of file From 187dc229a8e2b932c5d13e65540b6dd53b4ffdf4 Mon Sep 17 00:00:00 2001 From: Christopher Ton Date: Mon, 20 Apr 2020 12:06:21 -0700 Subject: [PATCH 5/5] final updates. presentatation done --- decks/c19_ipynb.mdx | 95 ++++++++++++++++++++++++++++++++++++++------- 1 file changed, 82 insertions(+), 13 deletions(-) diff --git a/decks/c19_ipynb.mdx b/decks/c19_ipynb.mdx index 8666807f..8a9b31eb 100644 --- a/decks/c19_ipynb.mdx +++ b/decks/c19_ipynb.mdx @@ -31,7 +31,7 @@ import plotly.express as px # Where to find data? -Navigate to: +- Navigate to: ```python link = 'https://github.com/ @@ -79,7 +79,72 @@ world.head() #lists the top 5 rows |4 |19001.0|Adair |Iowa |US|...|1|...|1|...|Adair, Iowa, US --- -# Aggregate Data + +# Selecting Columns + +- Create a new code chunk + +```python +world['FIPS'] # selects the first column +world.Confirmed # selected the 'Confirmed' column +``` +--- +# Practice with Pandas + +- Use pd.sum() find the overall sum by selecting 'Confirmed' + +--- +# Practice with Pandas + +- Use pd.sum() find the overall sum by selecting 'Confirmed' + +```python +world.Confirmed.sum() #240191 +``` +--- + +# US Sum + +- Use pd.sum() and the '==' operator +- find the overall confirmed sum for 'US' + +```python +dataframe[dataframe.Column == 'target'].sum() +``` + +--- + +# US Sum + +- Use pd.sum() and the '==' operator +- find the overall confirmed sum for 'US' + +```python +world[world.Country_Region == 'US'].Confirmed.sum() #699706 +``` +--- + +# Spain Sum + +- Use pd.sum() and the '==' operator +- find the overall confirmed sum for 'Spain' + +--- + +# Spain Sum + +- Use pd.sum() and the '==' operator +- find the overall confirmed sum for 'Spain' + + +```python +world[world.Country_Region == 'Spain'].Confirmed.sum() #190839 +``` +--- + +# Grouping by Country + +- Create a new code chunk ```python world.groupby('Country_Region') @@ -88,7 +153,7 @@ world.head() #lists the top 5 rows --- -# Aggregate Data +# Grouping by country ```python world.groupby('Country_Region') @@ -96,7 +161,7 @@ world.head() #lists the top 5 rows # ``` --- -# Aggregate Data +# Grouping by country and selecting 'Confirmed' ```python world.groupby('Country_Region').Confirmed @@ -104,7 +169,7 @@ world.groupby('Country_Region').Confirmed # ``` --- -# Aggregate Data +# Summing up confirmed cases by country ```python world.groupby('Country_Region').Confirmed.sum() @@ -121,7 +186,7 @@ Name: Confirmed, Length:| 185, dtype: int64 --- -# Aggregate Data +# Reformatting Turn previous output into a Pandas df @@ -132,14 +197,14 @@ world.groupby('Country_Region').Confirmed.sum().reset_index() --- -# Aggregate Data +# save output to a variable ```python grouped_countries = world.groupby('Country_Region').Confirmed.sum().reset_index() ``` --- -# Aggregate Data +# show top 5 rows ```python grouped_countries = world.groupby('Country_Region').Confirmed.sum().reset_index() @@ -176,6 +241,8 @@ fig.show() # What if I wanted to see different order? +- Create a new code chunk + ```python sorted_countries = grouped_countries.sort_values('Confirmed',ascending=False) @@ -190,12 +257,14 @@ fig.show() # Select specefic countries to plot +- Create a new code chunk + ```python list = ['US','Turkey','Russia','Japan','Germany'] ``` --- -# Select specefic countries to plot +# Comparing to grouped df ```python list = ['US','China','Italy','France','Canada'] @@ -203,7 +272,7 @@ list = ['US','China','Italy','France','Canada'] grouped_countries.Country_Region.isin(list) ``` --- -# Select specefic countries to plot +# if True, return that row ```python list = ['US','China','Italy','France','Canada'] @@ -211,7 +280,7 @@ list = ['US','China','Italy','France','Canada'] grouped_countries.loc[grouped_countries.Country_Region.isin(list)] ``` --- -# Select specefic countries to plot +# Save output to a variable ```python list = ['US','China','Italy','France','Canada'] @@ -228,7 +297,7 @@ selected_groups |4 |US |699706 --- -# Select specefic countries to plot +# Sort the dataframe ```python list = ['US','China','Italy','France','Canada'] @@ -245,7 +314,7 @@ selected_groups.sort_values('Confirmed',ascending = False) #sort in descending o |4 |Canada |32814 --- -# Select specefic countries to plot +# Save to a variable ```python list = ['US','China','Italy','France','Canada']