From cf2342839dc58ed24ce4219df316e861174a3f37 Mon Sep 17 00:00:00 2001
From: TheSarang <narkhedesarang@gmail.com>
Date: Mon, 24 Sep 2018 04:52:51 +0000
Subject: [PATCH 1/3] 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 -> 728 bytes
 q01_k_means/build.py                           |  12 +++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc  | Bin 165 -> 162 bytes
 .../test_q01_k_means.cpython-36.pyc            | Bin 980 -> 977 bytes
 6 files changed, 11 insertions(+), 1 deletion(-)

diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc
index e366269077e983833ef48c5fa9aa4663f810fe01..e0f75ff085d14b707126f9889bd869c6dd84cf3e 100644
GIT binary patch
delta 51
zcmbQtIDwJFn3tE!BX>pgL=JO#Tm6ju+*JLLjMU)7qQty({qX#v?BasN<W&9S{FKy*
GiADg3Mi99G

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..a1ad41611f09a6abda763dbcc1c301610fafbea5 100644
GIT binary patch
delta 51
zcmbQwIERtLn3tE!BX>pgL=JO#PyLMi+*JLLjMU)7qQty({qX#v?BasN<W&9S{FKy*
GiFN>vnh@y#

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..459d63086e743b0cbe8f146b4d9d8180c6ff8e39 100644
GIT binary patch
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diff --git a/q01_k_means/build.py b/q01_k_means/build.py
index 925feb4..f49f2f6 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
@@ -9,9 +10,18 @@
 
 X_train = digits.images
 y_train = digits.target
-
+import numpy as np
+X = np.reshape(X_train, (len(X_train), -1))
 # Write your solution here :
 
+def k_means(X_train,y_train,cluster=10,random_state=9):
+    km = KMeans(init='random', n_clusters=cluster)
+    km.fit(X)
+    
+    plt.imshow(X)
+    plt.show()
+
+
 
 
 
diff --git a/q01_k_means/tests/__pycache__/__init__.cpython-36.pyc b/q01_k_means/tests/__pycache__/__init__.cpython-36.pyc
index 4d0c118d68771df511a87c0588c414b923551d0b..9d6f8bb8fa2ff2e00d7860ef1de3c9234f1ae488 100644
GIT binary patch
delta 51
zcmZ3=xQLO%n3tE!CwE2kL=JO#fBlU7+*JLLjMU)7qQty({qX#v?BasN<W&9S{FKy*
Gi7o(=Y!L+j

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..f34a3b830390404922eb6d3f56bb2c7372ea15c0 100644
GIT binary patch
delta 54
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delta 57
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NlS_&>FK5(Z0sutn6n+2z


From 5bdaebbc7915f86b493159527cca4d01331fd501 Mon Sep 17 00:00:00 2001
From: TheSarang <narkhedesarang@gmail.com>
Date: Mon, 24 Sep 2018 04:53:26 +0000
Subject: [PATCH 2/3] Done

---
 q01_k_means/__pycache__/build.cpython-36.pyc | Bin 728 -> 728 bytes
 q01_k_means/build.py                         |   1 -
 2 files changed, 1 deletion(-)

diff --git a/q01_k_means/__pycache__/build.cpython-36.pyc b/q01_k_means/__pycache__/build.cpython-36.pyc
index 459d63086e743b0cbe8f146b4d9d8180c6ff8e39..4c9ff77bf6fa98bd9a38661d4e300c564f645185 100644
GIT binary patch
delta 27
jcmcb?dV`hIn3tDpd+v(phZ{MMGcpQnzR1YN$jAf$fv*Tf

delta 27
jcmcb?dV`hIn3tEUJa<L(zm1&785spPUu0xsWMl>ae$EIa

diff --git a/q01_k_means/build.py b/q01_k_means/build.py
index f49f2f6..c0e2f17 100644
--- a/q01_k_means/build.py
+++ b/q01_k_means/build.py
@@ -12,7 +12,6 @@
 y_train = digits.target
 import numpy as np
 X = np.reshape(X_train, (len(X_train), -1))
-# Write your solution here :
 
 def k_means(X_train,y_train,cluster=10,random_state=9):
     km = KMeans(init='random', n_clusters=cluster)

From 545b82f78d7e709c2ef8d06b1ece44d05dd30a82 Mon Sep 17 00:00:00 2001
From: TheSarang <narkhedesarang@gmail.com>
Date: Mon, 24 Sep 2018 04:56:28 +0000
Subject: [PATCH 3/3] Done

---
 .../__pycache__/__init__.cpython-36.pyc       | Bin 172 -> 169 bytes
 .../__pycache__/build.cpython-36.pyc          | Bin 1157 -> 1187 bytes
 q02_hierarchy_clustering/build.py             |  17 ++++++++++++++++-
 .../tests/__pycache__/__init__.cpython-36.pyc | Bin 178 -> 175 bytes
 ...st_q02_hierarchy_clustering.cpython-36.pyc | Bin 1088 -> 1085 bytes
 5 files changed, 16 insertions(+), 1 deletion(-)

diff --git a/q02_hierarchy_clustering/__pycache__/__init__.cpython-36.pyc b/q02_hierarchy_clustering/__pycache__/__init__.cpython-36.pyc
index 8510bd51c2c00789a8ae41393d8b5fc04b3bcb7a..52b0eb49f5147a474900e5d19f084c72053614d1 100644
GIT binary patch
delta 51
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delta 54
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diff --git a/q02_hierarchy_clustering/__pycache__/build.cpython-36.pyc b/q02_hierarchy_clustering/__pycache__/build.cpython-36.pyc
index 5171cbfb15b7e89076727cb2db0d592e444b292b..1b76e3bf21ef9d2bdbb639d8fde233c71c7552cb 100644
GIT binary patch
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delta 418
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diff --git a/q02_hierarchy_clustering/build.py b/q02_hierarchy_clustering/build.py
index 724237c..f11ca15 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
@@ -9,7 +10,21 @@
 
 digits = datasets.load_digits()
 df = pd.DataFrame(scale(digits.data), index=digits.target)
+def hierarchy_clustering(df):
+    fig, (ax1, ax2, ax3, ax4) = plt.subplots(1, 4, figsize=(50, 18))
+
+    for linkage, cluster, ax in zip(
+            [hierarchy.complete(df), hierarchy.average(df), hierarchy.single(df), hierarchy.ward(df)],
+            ['c1', 'c2', 'c3', 'c4'],
+            [ax1, ax2, ax3, ax4]):
+        cluster = hierarchy.dendrogram(linkage, labels=df.index, p=12, truncate_mode='lastp', orientation='top',
+                                       color_threshold=0, leaf_font_size=10, distance_sort=True, ax=ax)
+    ax1.set_title('Complete Linkage')
+    ax2.set_title('Average Linkage')
+    ax3.set_title('Single Linkage')
+    ax4.set_title('Ward')
+    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..ec2c640c8ad79f3dfffbe7d23eef44f55a758522 100644
GIT binary patch
delta 51
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GiGcu^pAj_x

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..170aff26bac240d8e4eafe8949828de6bd3559de 100644
GIT binary patch
delta 54
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delta 57
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