Description

1 1.4 COVID19 Clustering
*** Expected Answer ***
==x==
[[ 1.62434536 -0.61175641]
[-0.52817175 -1.07296862]]
==y==
[[ 0.86540763 -2.3015387 ]
[ 1.74481176 -0.7612069 ]
[ 0.3190391 -0.24937038]]
==dist==
[[1.85239052 0.19195729 1.35467638]
[1.85780729 2.29426447 1.18155842]]
*** My Answer ***
==x==
[[ 1.62434536 -0.61175641]
[-0.52817175 -1.07296862]]
==y==
[[ 0.86540763 -2.3015387 ]
[ 1.74481176 -0.7612069 ]
[ 0.3190391 -0.24937038]]
==dist==
[[1.85239052 0.19195729 1.35467638]
[1.85780729 2.29426447 1.18155842]]
Cluster 1: Average confirmed: 18495.95, Average Deathtoll: 1260.88.
Total number of countries in Cluster 1: 186
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armen
Cluster 2: Average confirmed: 1551853.00, Average Deathtoll: 93439.00.
Total number of countries in Cluster 2: 1
US

Cluster 1: Average confirmed: 238005.43, Average Deathtoll: 21997.29.
Total number of countries in Cluster 1: 7
Brazil France Germany Italy Russia Spain United Kingdom
Cluster 2: Average confirmed: 1551853.00, Average Deathtoll: 93439.00.
Total number of countries in Cluster 2: 1
US
Cluster 3: Average confirmed: 38857.69, Average Deathtoll: 2196.06.
Total number of countries in Cluster 3: 16
Bangladesh Belarus Belgium Chile Ecuador Ireland Mexico Netherlands Pakistan
Cluster 4: Average confirmed: 3126.38, Average Deathtoll: 106.68.
Total number of countries in Cluster 4: 157
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armen
Cluster 5: Average confirmed: 110274.17, Average Deathtoll: 4776.17.
Total number of countries in Cluster 5: 6
Canada China India Iran Peru Turkey

array([7434367.7420582 , 4852386.66533115, 2276962.03134415,
1592353.77568804, 1145999.12358172, 886437.16895716,
712883.52615077, 628874.04067566, 581848.96712448,
565261.31570247, 553220.81680461, 548550.30293357,
546688.05497469, 545499.81498079, 545074.20034259]) Cluster 1: Average recovered: 2704795.29, Average confirmed: 4429822.62, Average Deathto
Total number of countries in Cluster 1: 184
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armen
Cluster 2: Average recovered: 114476468.33, Average confirmed: 242568774.00, Average Deathto
Total number of countries in Cluster 2: 3
Brazil India US
Cluster 1: Average recovered: 67424447.00, Average confirmed: 101308266.00, Average Deat
Total number of countries in Cluster 1: 2
India Russia
Cluster 2: Average recovered: 129005629.50, Average confirmed: 300667433.00, Average Deathto
Total number of countries in Cluster 2: 2
Brazil US
Cluster 3: Average recovered: 4132179.44, Average confirmed: 7527867.22, Average Deathtoll:
Total number of countries in Cluster 3: 27
Argentina Bangladesh Belarus Belgium Bolivia Canada Dominican Republic Ecuador Cluster 4: Average recovered: 424307.55, Average confirmed: 672968.22, Average Deathtoll: 17 Total number of countries in Cluster 4: 141
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Armenia Austral
Cluster 5: Average recovered: 18457025.07, Average confirmed: 29380090.20, Average Deathtoll
Total number of countries in Cluster 5: 15
Chile China Colombia France Germany Iran Italy Mexico Pakistan Peru
Cluster 1: Average confirmed: 196511.09, Average Deathtoll: 15622.18.
Total number of countries in Cluster 1: 11
Brazil France Germany India Iran Italy Peru Russia Spain Turkey
Cluster 2: Average confirmed: 1551853.00, Average Deathtoll: 93439.00.
Total number of countries in Cluster 2: 1
US
Cluster 3: Average confirmed: 7306.43, Average Deathtoll: 358.17.
Total number of countries in Cluster 3: 175
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armen Cluster 1: Average confirmed: 39135219.81, Average Deathtoll: 2083109.62.
Total number of countries in Cluster 1: 16
Chile Colombia France Germany India Iran Italy Mexico Pakistan Peru
Cluster 2: Average confirmed: 300667433.00, Average Deathtoll: 12187388.50.
Total number of countries in Cluster 2: 2 Brazil US
Cluster 3: Average confirmed: 1865652.67, Average Deathtoll: 66711.66.
Total number of countries in Cluster 3: 169
Afghanistan Albania Algeria Andorra Angola Antigua and Barbuda Argentina Armen
2 B
It seems like the data always has one cluster that is much bigger than the other clusters combined, when using this algorithm. Assuming that this method is not flawed, that means that there are certain groups of countries that control it similar to each other. Of course, America is its own cluster because our handling of COVID-19 has been horrible.