From 18f801ec6e0d41cd01c4e96f717f444d1ddbb19d Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Tue, 25 Dec 2018 17:41:11 +0000
Subject: [PATCH 1/2] Done

---
 __pycache__/__init__.cpython-36.pyc            | Bin 147 -> 144 bytes
 .../__pycache__/__init__.cpython-36.pyc        | Bin 159 -> 156 bytes
 q01_k_means/__pycache__/build.cpython-36.pyc   | Bin 1217 -> 651 bytes
 q01_k_means/build.py                           |   8 ++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 165 -> 162 bytes
 .../test_q01_k_means.cpython-36.pyc            | Bin 980 -> 977 bytes
 6 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index e366269077e983833ef48c5fa9aa4663f810fe01..97755add3777048ef7c6532fdd415f1a2cb33d2a 100644
GIT binary patch
delta 51
zcmbQtIDwJFn3tE!I9n-ZB8R!Wt$s#+ZmNDkQEF;QW@2WJet3RSc5y*sa;koEeoE@Z
GL?ZxpOAucG

delta 54
zcmbQhIGK^dn3tC;DZVjkB8Rz>gMLPSZmNEIQEFvkNq(-rOMY@`Zfaghv3@{NepYI7
JN%6!uBLKlV5<LI_

diff --git a/q01_k_means/__pycache__/__init__.cpython-36.pyc b/q01_k_means/__pycache__/__init__.cpython-36.pyc
index 5030f097226e11b9daa4858e72ab4f9657255062..16680adbc74cb22d9477f576887149cda0748d1b 100644
GIT binary patch
delta 51
zcmbQwIERtLn3tE!I9n-ZB8R!Wr+!9$ZmNDkQEF;QW@2WJet3RSc5y*sa;koEeoE@Z
GL^}X{pAe4#

delta 54
zcmbQkIG>Tjn3tC;DZVjkB8Rz>kA6meZmNEIQEFvkNq(-rOMY@`Zfaghv3@{NepYI7
JN%6!uI{?S}5^Vqg

diff --git a/q01_k_means/__pycache__/build.cpython-36.pyc b/q01_k_means/__pycache__/build.cpython-36.pyc
index d257235cdbea3a54ce2218792e4a1f25acdd0fa9..d8ebe11fcff39a691177cd90cfeb4d049d0747a1 100644
GIT binary patch
delta 417
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diff --git a/q01_k_means/build.py b/q01_k_means/build.py
index 925feb4..2826499 100644
--- a/q01_k_means/build.py
+++ b/q01_k_means/build.py
@@ -1,3 +1,4 @@
+# %load q01_k_means/build.py
 # Default imports
 from sklearn.cluster import KMeans
 import matplotlib.pyplot as plt
@@ -10,8 +11,11 @@
 X_train = digits.images
 y_train = digits.target
 
-# Write your solution here :
-
+def k_means(X_train,y_train,cluster=10,random_state=9):
+    km = KMeans(init=9, n_clusters=cluster)
+    km.fit(X_train.reshape(-1,64))
+    km.labels_
+    km.cluster_centers_
 
 
 
diff --git a/q01_k_means/tests/__pycache__/__init__.cpython-36.pyc b/q01_k_means/tests/__pycache__/__init__.cpython-36.pyc
index 4d0c118d68771df511a87c0588c414b923551d0b..0765c2d09a4d13507f24b26a423d1c0f7e043a8e 100644
GIT binary patch
delta 51
zcmZ3=xQLO%n3tE!JX<MdB8R!WzkWu3ZmNDkQEF;QW@2WJet3RSc5y*sa;koEeoE@Z
GL>B;naS*Ej

delta 54
zcmZ3)xRjB@n3tF9hU2`bi5%uiLHZf_xvBc;MX8mECHcAfF8Rr&xv6<2#rgq7`B|yS
JCB+ltTmawC68ZoD

diff --git a/q01_k_means/tests/__pycache__/test_q01_k_means.cpython-36.pyc b/q01_k_means/tests/__pycache__/test_q01_k_means.cpython-36.pyc
index c05e1f0ef8aeea197101004748188aea8859b7f8..9526f8126d4cd110d9cb45276564e65cd7f86b04 100644
GIT binary patch
delta 54
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delta 57
zcmcb}eubUGn3tDp;pzEN8#x*nm7?@B@^e%5(~D9o6HD@Q^<DClOLJ56N{aOZit@8k
NlS_&>FK5(Z0sutn6n+2z


From 66fe163f6b57793649e979d39169d496433d767b Mon Sep 17 00:00:00 2001
From: preetiail <ailpreeti@ymail.com>
Date: Sat, 26 Jan 2019 13:18:29 +0000
Subject: [PATCH 2/2] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 172 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1157 -> 1376 bytes
 q02_hierarchy_clustering/build.py             |  33 ++++++++++++++++--
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 178 -> 175 bytes
 ...st_q02_hierarchy_clustering.cpython-36.pyc | Bin 1088 -> 1085 bytes
 5 files changed, 31 insertions(+), 2 deletions(-)

diff --git a/q02_hierarchy_clustering/__pycache__/__init__.cpython-36.pyc b/q02_hierarchy_clustering/__pycache__/__init__.cpython-36.pyc
index 8510bd51c2c00789a8ae41393d8b5fc04b3bcb7a..5fc19f8921b05e256dd843a26e2d380a815f1a7b 100644
GIT binary patch
delta 51
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GL~j6tdJw|^

delta 54
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JN%6!uZvf9q5}^P9

diff --git a/q02_hierarchy_clustering/__pycache__/build.cpython-36.pyc b/q02_hierarchy_clustering/__pycache__/build.cpython-36.pyc
index 5171cbfb15b7e89076727cb2db0d592e444b292b..2144e4b44054094413b3b79d59243a375f54d14b 100644
GIT binary patch
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diff --git a/q02_hierarchy_clustering/build.py b/q02_hierarchy_clustering/build.py
index 724237c..5712b07 100644
--- a/q02_hierarchy_clustering/build.py
+++ b/q02_hierarchy_clustering/build.py
@@ -1,3 +1,4 @@
+# %load q02_hierarchy_clustering/build.py
 # Default imports
 
 import pandas as pd
@@ -6,10 +7,38 @@
 from sklearn.preprocessing import scale
 from scipy.cluster import hierarchy
 from sklearn import datasets
-
+from scipy.cluster.hierarchy import dendrogram, linkage
 digits = datasets.load_digits()
 df = pd.DataFrame(scale(digits.data), index=digits.target)
+X_train=df.iloc[:, :-1]
+y_train=df.iloc[:, :-1]
+def hierarchy_clustering(df):
+    Z = linkage(df, 'average')
+    Z1 = linkage(df, 'complete')
+    Z2 = linkage(df, 'single')
+    Z3= linkage(df, 'ward')
+    plt.figure(figsize=(25, 10))
+    plt.subplot(1,1,4)
+    plt.title('Hierarc	hical Clustering Dendrogram')
+    plt.xlabel('sample index')
+    plt.ylabel('distance')
+    dendrogram(Z,leaf_rotation=90,leaf_font_size=8.,) 
+    plt.subplot(1,2,4)
+    plt.title('Hierarc	hical Clustering Dendrogram')
+    plt.xlabel('sample index')
+    plt.ylabel('distance')
+    dendrogram(Z1,leaf_rotation=90,leaf_font_size=8.,)
+    plt.subplot(2,1,4)
+    plt.title('Hierarc	hical Clustering Dendrogram')
+    plt.xlabel('sample index')
+    plt.ylabel('distance')
+    dendrogram(Z2,leaf_rotation=90,leaf_font_size=8.,) 
+    plt.subplot(2,2,4)
+    plt.title('Hierarc	hical Clustering Dendrogram')
+    plt.xlabel('sample index')
+    plt.ylabel('distance')
+    dendrogram(Z3,leaf_rotation=90,leaf_font_size=8.,) 
+    plt.show()
 
-# Write your solution here :
 
 
diff --git a/q02_hierarchy_clustering/tests/__pycache__/__init__.cpython-36.pyc b/q02_hierarchy_clustering/tests/__pycache__/__init__.cpython-36.pyc
index c783cf0b7f8a400d695fec777f93740e2e0a699e..d02ddd24a9a0b96da5b0f2fe6cdd37df37df9bdf 100644
GIT binary patch
delta 51
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delta 54
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diff --git a/q02_hierarchy_clustering/tests/__pycache__/test_q02_hierarchy_clustering.cpython-36.pyc b/q02_hierarchy_clustering/tests/__pycache__/test_q02_hierarchy_clustering.cpython-36.pyc
index 180ff269145194c281510a377a4f864a43da4bd7..f488363466dbc5b769d734999aa36c62027329b1 100644
GIT binary patch
delta 54
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delta 57
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