Implementing Apriori algorithm in Python | Suggestion of Products Via Apriori Algorithm

Apriori Algorithm was Proposed by Agrawal R, Imielinski T, Swami AN. Association rule mining is Proposed by Agrawal et al in 1993.
It is an important data mining model studied extensively by the database and data mining community. it Assume all data are categorical. No good algorithm for numeric data.
Initially used for Market Basket Analysis to find how items purchased by customers are related.

Topics covered
What is Apriori Algorithm
Apriori Algorithm Implementation Steps
Importing Required Libraries in python
Exploring Data
Convert Data into Lists
Building Model
Displaying Results

#Python #AprioriAlgorithm
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[胖龙的小生活-nn]

I found the dataset, click the following link to download it.

[basudevyadav]

Just reading the code doesn't help!

[dr.girijanarasimhan]

kindly provide CSV file then only it is useful for watching and following your video tutorial

[gabrielcavalcante]

I'm getting a nameerror on the data variable when trying to transform the data into a list. I'm using a different, bigger dataset. This might be the problem.

[Bardeco]

I have the same problem that Pranay. Same rules are appearing with different support, confidence and lift values. Why this happend and how can I fixed this problem?

[contentless_youtuber]

your loud voice and keyboard noise is overpowering the video

[SusmitaMelodies]

How to prepare the rawdata set before using apriori algorithm

[regularsizedpanda]

Is there any library for multiple suprt appriori also?

[pranaykhare]

For lower support values, same rules are appearing with different confidence and lift values.
What is the reason behind this?

[sede]

The title is misleading. You are not implementing the apriori algorithm. You are simply using a library function called apriori. BIG difference

[satya-official]

How to use these Rules for Suggestion of Products?

[bleedingwinter]

how to reformat raw dataset so that it can be used for apriori algorithm?

[vigneshm]

try adding lhs and rhs (similar to appearance in r-programming) if possible

[djseries]

Mera error aya Jata start main hi jidr apriori ko import karwata..
Ye kisy solve ho ga bro??

[inesaoues]

Hii nice work please how to do with boolean matrix 0/1 transactions

[ezequieldjemdjemian]

The code is wrong! You are taking a 'nan' value as a Product

[sureshgourishetty]

importing numpy and matplotlib.pyplot but not being used!

[gauravbaluja]

you are literally reading code line by line from somewhere and reading it, you haven;t explained single concept like why we have taken range(0, 20) in for loop for j

[asmasharieff]

results=[]
Label=['antecedents', 'consequents', 'Support', 'Confidence', 'Lift']
for item in association_results:
pair=item[0]
items=[x for x in pair]
value0=str(items[0])
value1=str(items[1])
value2=str(item[1])[:7]
value3=str(item[2][0][2])[:7]
value4=str(item[2][0][3])[:7]
rows=(value0, value1, value2, value3, value4)
results.append(rows)
#Label=['Title1', 'Title2', 'Support', 'Confidence', 'Lift']
store_suggestion=pd.DataFrame.from_records(results, columns=Label)
print(store_suggestion)

[AkshataMeshram-brvd]

Your keyboard noise is so irritating. I wanted to want the full video but due to that keyboard irritating noise I left the video.