From 39f66b2e68e77c2d14940da6ad62538f06e59d43 Mon Sep 17 00:00:00 2001
From: rasbt <mail@sebastianraschka.com>
Date: Thu, 21 May 2020 21:25:42 -0500
Subject: [PATCH] standardized data ch03

---
 ch03/ch03.ipynb       |  20 ++++++++++----------
 ch03/ch03.py          |   2 +-
 ch03/images/03_05.png | Bin 84346 -> 87274 bytes
 3 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/ch03/ch03.ipynb b/ch03/ch03.ipynb
index 19a9dd54..d0ab7ca5 100644
--- a/ch03/ch03.ipynb
+++ b/ch03/ch03.ipynb
@@ -42,12 +42,12 @@
      "output_type": "stream",
      "text": [
       "Sebastian Raschka \n",
-      "last updated: 2019-12-04 \n",
+      "last updated: 2020-05-21 \n",
       "\n",
-      "numpy 1.17.4\n",
-      "pandas 0.25.3\n",
-      "matplotlib 3.1.0\n",
-      "sklearn 0.22\n"
+      "numpy 1.18.1\n",
+      "pandas 1.0.1\n",
+      "matplotlib 3.1.3\n",
+      "sklearn 0.22.1\n"
      ]
     }
    ],
@@ -414,7 +414,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -476,7 +476,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -561,7 +561,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -695,7 +695,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -707,7 +707,7 @@
     }
    ],
    "source": [
-    "X_train_01_subset = X_train[(y_train == 0) | (y_train == 1)]\n",
+    "X_train_01_subset = X_train_std[(y_train == 0) | (y_train == 1)]\n",
     "y_train_01_subset = y_train[(y_train == 0) | (y_train == 1)]\n",
     "\n",
     "lrgd = LogisticRegressionGD(eta=0.05, n_iter=1000, random_state=1)\n",
diff --git a/ch03/ch03.py b/ch03/ch03.py
index 91005b35..9235667c 100644
--- a/ch03/ch03.py
+++ b/ch03/ch03.py
@@ -363,7 +363,7 @@ def predict(self, X):
 
 
 
-X_train_01_subset = X_train[(y_train == 0) | (y_train == 1)]
+X_train_01_subset = X_train_std[(y_train == 0) | (y_train == 1)]
 y_train_01_subset = y_train[(y_train == 0) | (y_train == 1)]
 
 lrgd = LogisticRegressionGD(eta=0.05, n_iter=1000, random_state=1)
diff --git a/ch03/images/03_05.png b/ch03/images/03_05.png
index 1e87f2e6b11400041efcff5350bbfc6d4a12c162..d43b6e62a8c15455d0746a758c2eddd9103635d2 100644
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