From de7b569a89aee519ff18b3fd119dcf1b2b95e63d Mon Sep 17 00:00:00 2001 From: jakubknczny Date: Fri, 18 Jun 2021 22:11:09 +0200 Subject: [PATCH] change normalization to regularization, new gif --- kMedoids.py | 11 ++++++----- 27.gif => norm27.gif | Bin readme.md | 9 +++++++-- reg27.gif | Bin 0 -> 159635 bytes 4 files changed, 13 insertions(+), 7 deletions(-) rename 27.gif => norm27.gif (100%) create mode 100644 reg27.gif diff --git a/kMedoids.py b/kMedoids.py index 296a1b5..a6a422a 100644 --- a/kMedoids.py +++ b/kMedoids.py @@ -5,7 +5,7 @@ import seaborn as sns from numpy.random import choice, seed from sklearn.decomposition import PCA -from sklearn.preprocessing import MinMaxScaler +from sklearn.preprocessing import Normalizer seed(42) @@ -43,9 +43,8 @@ def is_finished(old_medoids, new_medoids): def kmedoids(num_samples, num_clusters): df = pd.read_csv('CC GENERAL.csv', index_col='CUST_ID') - df = df[:num_samples] - df_scaled = pd.DataFrame(MinMaxScaler().fit_transform(df)) - df_scaled = df_scaled.fillna(0) + df = df[:num_samples].fillna(0) + df_scaled = pd.DataFrame(Normalizer().fit_transform(df)) # initialize medoids (at random) medoids = initialize_medoids(num_medoids=num_clusters, data=df_scaled) @@ -67,4 +66,6 @@ def kmedoids(num_samples, num_clusters): plt.show() -kmedoids(num_samples=500, num_clusters=3) +for i in range(2, 8): + kmedoids(num_samples=500, num_clusters=i) + print(i) diff --git a/27.gif b/norm27.gif similarity index 100% rename from 27.gif rename to norm27.gif diff --git a/readme.md b/readme.md index 9e34e9a..d8b0c05 100644 --- a/readme.md +++ b/readme.md @@ -6,6 +6,11 @@ and Cyber-Security at AMU PoznaƄ. dataset: https://www.kaggle.com/arjunbhasin2013/ccdata -![](27.gif) +![](reg27.gif) + +Visualization of clustering first 500 data entries (with regularization). + +![](norm27.gif) + +Visualization of clustering first 500 data entries (with normalization). -It may seem that the quality is not satisfactory for bigger numbers of cluster. 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