Hey Likit,
I tried to make some EDA plot using the csv from here. It appears to me that for the species column of the data frame has some typo (i.e., extra space, typo and all that). And also, is the !cd your directory is working in Ipython? because I try to change directory within Ipython and it is not moving. here