From bc7b3dc997b3a59270a8dec47e454e305b7e8bff Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 22 Aug 2023 00:22:07 -0700
Subject: [PATCH] stripped output

---
 Ch02-statlearn-lab.ipynb      | 798 +++++-----------------------------
 Ch03-linreg-lab.ipynb         | 252 ++---------
 Ch04-classification-lab.ipynb | 553 ++++-------------------
 Ch05-resample-lab.ipynb       | 182 ++------
 Ch06-varselect-lab.ipynb      | 399 +++--------------
 Ch07-nonlin-lab.ipynb         | 343 +++------------
 Ch08-baggboost-lab.ipynb      | 245 ++---------
 Ch09-svm-lab.ipynb            | 238 ++--------
 Ch10-deeplearning-lab.ipynb   | 284 +++++++++---
 Ch11-surv-lab.ipynb           | 245 ++---------
 Ch12-unsup-lab.ipynb          | 406 +++--------------
 Ch13-multiple-lab.ipynb       | 217 ++-------
 12 files changed, 781 insertions(+), 3381 deletions(-)

diff --git a/Ch02-statlearn-lab.ipynb b/Ch02-statlearn-lab.ipynb
index f137f1c..2cc3313 100644
--- a/Ch02-statlearn-lab.ipynb
+++ b/Ch02-statlearn-lab.ipynb
@@ -101,12 +101,7 @@
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+    "execution": {}
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    "outputs": [
     {
@@ -134,12 +129,7 @@
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    "source": [
@@ -159,12 +149,7 @@
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@@ -199,12 +184,7 @@
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@@ -248,12 +228,7 @@
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@@ -289,12 +264,7 @@
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@@ -363,12 +333,7 @@
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@@ -438,12 +398,7 @@
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@@ -536,12 +486,7 @@
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@@ -798,12 +713,7 @@
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@@ -844,12 +754,7 @@
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@@ -1712,12 +1522,7 @@
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@@ -1792,12 +1592,7 @@
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@@ -1840,12 +1635,7 @@
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@@ -2894,12 +2569,7 @@
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@@ -3002,12 +2667,7 @@
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@@ -3126,12 +2776,7 @@
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@@ -3305,12 +2940,7 @@
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@@ -3574,12 +3199,7 @@
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@@ -5762,12 +5307,7 @@
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@@ -6979,12 +6504,7 @@
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@@ -7414,12 +6929,7 @@
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@@ -7466,12 +6976,7 @@
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@@ -7617,12 +7117,7 @@
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@@ -7723,12 +7213,7 @@
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@@ -7765,12 +7250,7 @@
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@@ -7805,12 +7285,7 @@
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@@ -7836,12 +7311,7 @@
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@@ -7884,12 +7354,7 @@
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@@ -7923,12 +7388,7 @@
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@@ -7960,12 +7420,7 @@
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@@ -7998,12 +7453,7 @@
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@@ -8040,12 +7490,7 @@
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@@ -8078,12 +7523,7 @@
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@@ -8117,12 +7557,7 @@
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@@ -8230,12 +7665,7 @@
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diff --git a/Ch03-linreg-lab.ipynb b/Ch03-linreg-lab.ipynb
index f039622..e807e92 100644
--- a/Ch03-linreg-lab.ipynb
+++ b/Ch03-linreg-lab.ipynb
@@ -26,12 +26,7 @@
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    "id": "b18c1628",
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@@ -1471,12 +1366,7 @@
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@@ -1965,12 +1830,7 @@
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@@ -2153,12 +2013,7 @@
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@@ -2285,12 +2140,7 @@
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@@ -2318,12 +2168,7 @@
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@@ -2426,12 +2271,7 @@
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@@ -2544,12 +2384,7 @@
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@@ -2654,12 +2489,7 @@
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@@ -2720,12 +2550,7 @@
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@@ -2771,12 +2596,7 @@
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diff --git a/Ch04-classification-lab.ipynb b/Ch04-classification-lab.ipynb
index 0ab61a0..6305667 100644
--- a/Ch04-classification-lab.ipynb
+++ b/Ch04-classification-lab.ipynb
@@ -45,12 +45,7 @@
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    "id": "95d28c33",
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    "source": [
@@ -76,12 +71,7 @@
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@@ -111,12 +101,7 @@
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@@ -331,12 +316,7 @@
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@@ -375,12 +355,7 @@
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@@ -556,12 +531,7 @@
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@@ -603,12 +573,7 @@
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@@ -743,12 +708,7 @@
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@@ -788,12 +748,7 @@
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@@ -1808,12 +1668,7 @@
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@@ -1939,12 +1789,7 @@
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@@ -2171,12 +1996,7 @@
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@@ -2256,12 +2076,7 @@
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@@ -2312,12 +2127,7 @@
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@@ -2353,12 +2163,7 @@
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@@ -2390,12 +2195,7 @@
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@@ -2429,12 +2229,7 @@
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@@ -4638,12 +4288,7 @@
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@@ -4687,12 +4332,7 @@
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@@ -4744,12 +4384,7 @@
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@@ -4815,12 +4445,7 @@
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@@ -4861,12 +4486,7 @@
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@@ -4886,12 +4506,7 @@
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@@ -4920,12 +4535,7 @@
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@@ -4977,12 +4587,7 @@
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diff --git a/Ch05-resample-lab.ipynb b/Ch05-resample-lab.ipynb
index 85c1f65..8749b41 100644
--- a/Ch05-resample-lab.ipynb
+++ b/Ch05-resample-lab.ipynb
@@ -28,12 +28,7 @@
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@@ -60,12 +55,7 @@
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@@ -162,12 +142,7 @@
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@@ -249,12 +219,7 @@
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@@ -293,12 +258,7 @@
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@@ -652,12 +587,7 @@
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@@ -887,12 +797,7 @@
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@@ -1122,12 +1007,7 @@
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diff --git a/Ch06-varselect-lab.ipynb b/Ch06-varselect-lab.ipynb
index f3342ea..bd20ce2 100644
--- a/Ch06-varselect-lab.ipynb
+++ b/Ch06-varselect-lab.ipynb
@@ -25,12 +25,7 @@
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@@ -60,12 +55,7 @@
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@@ -124,12 +114,7 @@
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@@ -163,12 +148,7 @@
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@@ -204,12 +184,7 @@
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@@ -236,12 +211,7 @@
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@@ -264,12 +234,7 @@
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@@ -302,12 +267,7 @@
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@@ -333,12 +293,7 @@
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@@ -390,12 +345,7 @@
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     {
@@ -456,12 +406,7 @@
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@@ -484,12 +429,7 @@
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@@ -529,12 +469,7 @@
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@@ -598,12 +533,7 @@
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@@ -652,12 +582,7 @@
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@@ -774,12 +689,7 @@
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@@ -827,12 +737,7 @@
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@@ -856,12 +761,7 @@
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@@ -976,12 +871,7 @@
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@@ -1865,12 +1750,7 @@
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@@ -6948,12 +6753,7 @@
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@@ -7040,12 +6835,7 @@
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@@ -9142,12 +8927,7 @@
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@@ -9176,12 +8956,7 @@
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@@ -9219,12 +8994,7 @@
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@@ -9302,12 +9067,7 @@
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@@ -9372,12 +9132,7 @@
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@@ -9416,12 +9171,7 @@
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@@ -9459,12 +9209,7 @@
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     {
diff --git a/Ch07-nonlin-lab.ipynb b/Ch07-nonlin-lab.ipynb
index b56a2db..299d9bc 100644
--- a/Ch07-nonlin-lab.ipynb
+++ b/Ch07-nonlin-lab.ipynb
@@ -20,12 +20,7 @@
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@@ -54,12 +49,7 @@
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@@ -932,12 +872,7 @@
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@@ -959,12 +894,7 @@
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@@ -1322,12 +1237,7 @@
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@@ -1802,12 +1692,7 @@
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@@ -1848,12 +1733,7 @@
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@@ -1991,12 +1861,7 @@
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@@ -2092,12 +1952,7 @@
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@@ -2155,12 +2010,7 @@
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@@ -2216,12 +2066,7 @@
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@@ -2253,12 +2098,7 @@
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diff --git a/Ch08-baggboost-lab.ipynb b/Ch08-baggboost-lab.ipynb
index 0aaa6ac..ac79d45 100644
--- a/Ch08-baggboost-lab.ipynb
+++ b/Ch08-baggboost-lab.ipynb
@@ -25,12 +25,7 @@
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@@ -710,12 +630,7 @@
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@@ -816,12 +731,7 @@
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@@ -846,12 +756,7 @@
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@@ -877,12 +782,7 @@
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@@ -966,12 +861,7 @@
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@@ -1012,12 +902,7 @@
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@@ -1073,12 +958,7 @@
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@@ -1170,12 +1045,7 @@
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@@ -1219,12 +1089,7 @@
    "execution_count": 27,
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@@ -1262,12 +1127,7 @@
    "execution_count": 28,
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    "metadata": {
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@@ -1420,12 +1280,7 @@
    "execution_count": 29,
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     {
@@ -1468,12 +1323,7 @@
    "execution_count": 30,
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     {
@@ -1518,12 +1368,7 @@
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     {
@@ -1559,12 +1404,7 @@
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@@ -1626,12 +1466,7 @@
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@@ -1667,12 +1502,7 @@
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@@ -1706,12 +1536,7 @@
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diff --git a/Ch09-svm-lab.ipynb b/Ch09-svm-lab.ipynb
index bf1cc7c..7900ed6 100644
--- a/Ch09-svm-lab.ipynb
+++ b/Ch09-svm-lab.ipynb
@@ -27,12 +27,7 @@
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@@ -57,12 +52,7 @@
    "execution_count": 2,
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    "source": [
@@ -85,12 +75,7 @@
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    "source": [
@@ -125,12 +110,7 @@
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@@ -170,12 +150,7 @@
    "execution_count": 5,
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@@ -214,12 +189,7 @@
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     {
@@ -259,12 +229,7 @@
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@@ -305,12 +270,7 @@
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@@ -343,12 +303,7 @@
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@@ -391,12 +346,7 @@
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@@ -432,12 +382,7 @@
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@@ -461,12 +406,7 @@
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@@ -548,12 +488,7 @@
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@@ -639,12 +574,7 @@
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     {
@@ -677,12 +607,7 @@
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     {
@@ -764,12 +689,7 @@
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@@ -809,12 +729,7 @@
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     {
@@ -896,12 +811,7 @@
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@@ -949,12 +859,7 @@
    "execution_count": 19,
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    "source": [
@@ -977,12 +882,7 @@
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@@ -1030,12 +930,7 @@
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     {
@@ -1078,12 +973,7 @@
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@@ -1122,12 +1012,7 @@
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@@ -1166,12 +1051,7 @@
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@@ -1214,12 +1094,7 @@
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     {
@@ -1348,12 +1223,7 @@
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@@ -1393,12 +1263,7 @@
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@@ -1442,12 +1307,7 @@
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@@ -1473,12 +1333,7 @@
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@@ -1528,12 +1383,7 @@
    "execution_count": 30,
    "id": "267e113d",
    "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:01.945725Z",
-     "iopub.status.busy": "2023-08-21T02:30:01.945611Z",
-     "iopub.status.idle": "2023-08-21T02:30:02.034378Z",
-     "shell.execute_reply": "2023-08-21T02:30:02.034069Z"
-    }
+    "execution": {}
    },
    "outputs": [
     {
@@ -1569,12 +1419,7 @@
    "execution_count": 31,
    "id": "64cbebd0",
    "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:02.036083Z",
-     "iopub.status.busy": "2023-08-21T02:30:02.035963Z",
-     "iopub.status.idle": "2023-08-21T02:30:03.015535Z",
-     "shell.execute_reply": "2023-08-21T02:30:03.014798Z"
-    },
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -1633,12 +1478,7 @@
    "execution_count": 32,
    "id": "b6e6f12b",
    "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:03.017430Z",
-     "iopub.status.busy": "2023-08-21T02:30:03.017293Z",
-     "iopub.status.idle": "2023-08-21T02:30:03.099156Z",
-     "shell.execute_reply": "2023-08-21T02:30:03.098760Z"
-    }
+    "execution": {}
    },
    "outputs": [
     {
@@ -1679,12 +1519,7 @@
    "execution_count": 33,
    "id": "273a10b2",
    "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:03.101069Z",
-     "iopub.status.busy": "2023-08-21T02:30:03.100881Z",
-     "iopub.status.idle": "2023-08-21T02:30:03.130224Z",
-     "shell.execute_reply": "2023-08-21T02:30:03.129845Z"
-    }
+    "execution": {}
    },
    "outputs": [
     {
@@ -1793,12 +1628,7 @@
    "execution_count": 34,
    "id": "bc3079a7",
    "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:03.132111Z",
-     "iopub.status.busy": "2023-08-21T02:30:03.131975Z",
-     "iopub.status.idle": "2023-08-21T02:30:03.143298Z",
-     "shell.execute_reply": "2023-08-21T02:30:03.142948Z"
-    }
+    "execution": {}
    },
    "outputs": [
     {
diff --git a/Ch10-deeplearning-lab.ipynb b/Ch10-deeplearning-lab.ipynb
index 2577eac..977e821 100644
--- a/Ch10-deeplearning-lab.ipynb
+++ b/Ch10-deeplearning-lab.ipynb
@@ -26,6 +26,7 @@
    "execution_count": 1,
    "id": "cf431f3f",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -62,7 +63,9 @@
    "cell_type": "code",
    "execution_count": 2,
    "id": "1db00e03",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "import torch\n",
@@ -88,7 +91,9 @@
    "cell_type": "code",
    "execution_count": 3,
    "id": "3da0a445",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "from torchmetrics import (MeanAbsoluteError,\n",
@@ -112,7 +117,9 @@
    "cell_type": "code",
    "execution_count": 4,
    "id": "bbbf32fe",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "from pytorch_lightning import Trainer\n",
@@ -132,7 +139,9 @@
    "cell_type": "code",
    "execution_count": 5,
    "id": "3810caf4",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "name": "stderr",
@@ -163,6 +172,7 @@
    "execution_count": 6,
    "id": "454dc419",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -198,7 +208,9 @@
    "cell_type": "code",
    "execution_count": 7,
    "id": "cd43a4c6",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "from ISLP.torch import (SimpleDataModule,\n",
@@ -227,7 +239,9 @@
    "cell_type": "code",
    "execution_count": 8,
    "id": "eaf84e9c",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "from ISLP.torch.imdb import (load_lookup,\n",
@@ -257,6 +271,7 @@
    "execution_count": 9,
    "id": "d007a49b",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -279,6 +294,7 @@
    "execution_count": 10,
    "id": "9da64364",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -307,6 +323,7 @@
    "execution_count": 11,
    "id": "a2cfe999",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -342,7 +359,9 @@
    "cell_type": "code",
    "execution_count": 12,
    "id": "5c600069",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "(X_train, \n",
@@ -367,7 +386,9 @@
    "cell_type": "code",
    "execution_count": 13,
    "id": "6ea4f551",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -403,7 +424,9 @@
    "cell_type": "code",
    "execution_count": 14,
    "id": "f1b8b3f5",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "scaler = StandardScaler(with_mean=True, with_std=True)\n",
@@ -427,6 +450,7 @@
    "execution_count": 15,
    "id": "50ce4171",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -451,7 +475,9 @@
    "cell_type": "code",
    "execution_count": 16,
    "id": "94c4ab75",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "cv = KFold(10,\n",
@@ -479,6 +505,7 @@
    "execution_count": 17,
    "id": "86e45999",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -520,7 +547,9 @@
    "cell_type": "code",
    "execution_count": 18,
    "id": "00ac7606",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class HittersModel(nn.Module):\n",
@@ -578,7 +607,9 @@
    "cell_type": "code",
    "execution_count": 19,
    "id": "bb7ff7e9",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "hit_model = HittersModel(X.shape[1])\n"
@@ -614,6 +645,7 @@
    "execution_count": 20,
    "id": "b60d34e1",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -682,6 +714,7 @@
    "execution_count": 21,
    "id": "42f63682",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -703,7 +736,9 @@
    "cell_type": "code",
    "execution_count": 22,
    "id": "57fbf564",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "X_test_t = torch.tensor(X_test.astype(np.float32))\n",
@@ -738,7 +773,9 @@
    "cell_type": "code",
    "execution_count": 23,
    "id": "570bdd73",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "max_num_workers = rec_num_workers()"
@@ -770,7 +807,9 @@
    "cell_type": "code",
    "execution_count": 24,
    "id": "c08a4d6d",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "hit_dm = SimpleDataModule(hit_train,\n",
@@ -798,7 +837,9 @@
    "cell_type": "code",
    "execution_count": 25,
    "id": "aaa1e593",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "hit_module = SimpleModule.regression(hit_model,\n",
@@ -825,7 +866,9 @@
    "cell_type": "code",
    "execution_count": 26,
    "id": "1a4e9b3c",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "hit_logger = CSVLogger('logs', name='hitters')"
@@ -857,6 +900,7 @@
    "execution_count": 27,
    "id": "2f839fde",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -1645,6 +1689,7 @@
    "execution_count": 28,
    "id": "672b4410",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -1721,7 +1766,9 @@
    "cell_type": "code",
    "execution_count": 29,
    "id": "8cf6ef60",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "hit_results = pd.read_csv(hit_logger.experiment.metrics_file_path)"
@@ -1741,6 +1788,7 @@
    "execution_count": 30,
    "id": "67ce1e26",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -1784,6 +1832,7 @@
    "execution_count": 31,
    "id": "deb684d2",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -1831,6 +1880,7 @@
    "execution_count": 32,
    "id": "454033dd",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -1877,6 +1927,7 @@
    "execution_count": 33,
    "id": "71b3d0d0",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -1909,7 +1960,9 @@
    "cell_type": "code",
    "execution_count": 34,
    "id": "def8605c",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -1964,7 +2017,9 @@
    "cell_type": "code",
    "execution_count": 35,
    "id": "8b9e2b8c",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "mnist_dm = SimpleDataModule(mnist_train,\n",
@@ -1988,6 +2043,7 @@
    "execution_count": 36,
    "id": "a4b95dc6",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -2026,7 +2082,9 @@
    "cell_type": "code",
    "execution_count": 37,
    "id": "17714c25",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class MNISTModel(nn.Module):\n",
@@ -2066,7 +2124,9 @@
    "cell_type": "code",
    "execution_count": 38,
    "id": "88a4bf46",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "mnist_model = MNISTModel()\n"
@@ -2085,7 +2145,9 @@
    "cell_type": "code",
    "execution_count": 39,
    "id": "ea0d9387",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -2116,7 +2178,9 @@
    "cell_type": "code",
    "execution_count": 40,
    "id": "17c34a29",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -2178,7 +2242,9 @@
    "cell_type": "code",
    "execution_count": 41,
    "id": "a0608bd1",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "mnist_module = SimpleModule.classification(mnist_model,\n",
@@ -2199,6 +2265,7 @@
    "execution_count": 42,
    "id": "cf8e3d9d",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -2722,6 +2789,7 @@
    "execution_count": 43,
    "id": "45e03385",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -2761,7 +2829,9 @@
    "cell_type": "code",
    "execution_count": 44,
    "id": "3a875b78",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -2835,7 +2905,9 @@
    "cell_type": "code",
    "execution_count": 45,
    "id": "2f035d83",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class MNIST_MLR(nn.Module):\n",
@@ -2857,6 +2929,7 @@
    "execution_count": 46,
    "id": "2cd67ad8",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -3358,6 +3431,7 @@
    "execution_count": 47,
    "id": "3900d16e",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -3432,6 +3506,7 @@
    "execution_count": 48,
    "id": "679f2ea5",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -3462,7 +3537,9 @@
    "cell_type": "code",
    "execution_count": 49,
    "id": "e4af6604",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -3485,7 +3562,9 @@
    "cell_type": "code",
    "execution_count": 50,
    "id": "2b613ecc",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "transform = ToTensor()\n",
@@ -3517,6 +3596,7 @@
    "execution_count": 51,
    "id": "4b325cb4",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -3541,6 +3621,7 @@
    "execution_count": 52,
    "id": "cb3d00cb",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -3580,6 +3661,7 @@
    "execution_count": 53,
    "id": "60d09656",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -3629,7 +3711,9 @@
    "cell_type": "code",
    "execution_count": 54,
    "id": "f823da11",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class BuildingBlock(nn.Module):\n",
@@ -3674,7 +3758,9 @@
    "cell_type": "code",
    "execution_count": 55,
    "id": "1a172f7e",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class CIFARModel(nn.Module):\n",
@@ -3711,6 +3797,7 @@
    "execution_count": 56,
    "id": "651e62b4",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -3807,7 +3894,9 @@
    "cell_type": "code",
    "execution_count": 57,
    "id": "63f2650e",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "cifar_optimizer = RMSprop(cifar_model.parameters(), lr=0.001)\n",
@@ -3821,7 +3910,9 @@
    "cell_type": "code",
    "execution_count": 58,
    "id": "a3e4bc28",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "name": "stderr",
@@ -4328,6 +4419,7 @@
    "execution_count": 59,
    "id": "6b161d93",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -4368,6 +4460,7 @@
    "execution_count": 60,
    "id": "ab8a91dc",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -4451,6 +4544,7 @@
    "execution_count": 61,
    "id": "6d9962ae",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -5003,6 +5097,7 @@
    "execution_count": 62,
    "id": "a71c9acb",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -5042,6 +5137,7 @@
    "execution_count": 63,
    "id": "4f890244",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -5266,6 +5362,7 @@
    "execution_count": 64,
    "id": "c4be9922",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -5475,7 +5572,9 @@
    "cell_type": "code",
    "execution_count": 65,
    "id": "2dc63d85",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "img_preds = resnet_model(imgs)\n"
@@ -5496,7 +5595,9 @@
    "cell_type": "code",
    "execution_count": 66,
    "id": "711d5ba7",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "img_probs = np.exp(np.asarray(img_preds.detach()))\n",
@@ -5515,7 +5616,9 @@
    "cell_type": "code",
    "execution_count": 67,
    "id": "b22f70d8",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "labs = json.load(open('imagenet_class_index.json'))\n",
@@ -5541,6 +5644,7 @@
    "execution_count": 68,
    "id": "b19c6bd1",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -5607,6 +5711,7 @@
    "execution_count": 69,
    "id": "ba80b615",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -5651,6 +5756,7 @@
    "execution_count": 70,
    "id": "ba6d2d2c",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -5695,7 +5801,9 @@
    "cell_type": "code",
    "execution_count": 71,
    "id": "93bda908",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -5730,6 +5838,7 @@
    "execution_count": 72,
    "id": "40943b7d",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -5757,6 +5866,7 @@
    "execution_count": 73,
    "id": "2117fd9f",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -5793,7 +5903,9 @@
    "cell_type": "code",
    "execution_count": 74,
    "id": "66d0b710",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -5855,7 +5967,9 @@
    "cell_type": "code",
    "execution_count": 75,
    "id": "9df8b4cf",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "imdb_optimizer = RMSprop(imdb_model.parameters(), lr=0.001)\n",
@@ -5878,7 +5992,9 @@
    "cell_type": "code",
    "execution_count": 76,
    "id": "73684c66",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "name": "stderr",
@@ -6387,6 +6503,7 @@
    "execution_count": 77,
    "id": "01c6e5ff",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -6461,7 +6578,9 @@
    "cell_type": "code",
    "execution_count": 78,
    "id": "4d5b9d1d",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "((X_train, Y_train),\n",
@@ -6486,6 +6605,7 @@
    "execution_count": 79,
    "id": "e2a88e57",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -6511,6 +6631,7 @@
    "execution_count": 80,
    "id": "9a3cf7a3",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -6534,7 +6655,9 @@
    "cell_type": "code",
    "execution_count": 81,
    "id": "b46f02c2",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "coefs = []\n",
@@ -6561,6 +6684,7 @@
    "execution_count": 82,
    "id": "e5fb6afa",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -6583,6 +6707,7 @@
    "execution_count": 83,
    "id": "cad28f1a",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -6626,6 +6751,7 @@
    "execution_count": 84,
    "id": "a66ecdd8",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -6673,6 +6799,7 @@
    "execution_count": 85,
    "id": "62440c1c",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -6718,7 +6845,9 @@
    "cell_type": "code",
    "execution_count": 86,
    "id": "c73d6e28",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "imdb_seq_dm = SimpleDataModule(imdb_seq_train,\n",
@@ -6762,6 +6891,7 @@
    "execution_count": 87,
    "id": "cc9bbd00",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -6792,7 +6922,9 @@
    "cell_type": "code",
    "execution_count": 88,
    "id": "5c9ffb46",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -6844,7 +6976,9 @@
    "cell_type": "code",
    "execution_count": 89,
    "id": "a2d6ddfd",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "lstm_module = SimpleModule.binary_classification(lstm_model)\n",
@@ -6856,6 +6990,7 @@
    "execution_count": 90,
    "id": "1d76f970",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -7217,7 +7352,9 @@
    "cell_type": "code",
    "execution_count": 91,
    "id": "d8a60d35",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -7286,6 +7423,7 @@
    "execution_count": 92,
    "id": "65d7276c",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -7327,6 +7465,7 @@
    "execution_count": 93,
    "id": "c6f2d6c4",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [],
@@ -7354,7 +7493,9 @@
    "cell_type": "code",
    "execution_count": 94,
    "id": "f3e17682",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "NYSE = load_data('NYSE')\n",
@@ -7379,7 +7520,9 @@
    "cell_type": "code",
    "execution_count": 95,
    "id": "78707eda",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "for lag in range(1, 6):\n",
@@ -7405,6 +7548,7 @@
    "execution_count": 96,
    "id": "4d894824",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -7442,7 +7586,9 @@
    "cell_type": "code",
    "execution_count": 97,
    "id": "4d7f5ce0",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "data": {
@@ -7476,6 +7622,7 @@
    "execution_count": 98,
    "id": "a6b371bb",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -7500,6 +7647,7 @@
    "execution_count": 99,
    "id": "a2a8cc85",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -7552,6 +7700,7 @@
    "execution_count": 100,
    "id": "8ee6e6a3",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -7592,6 +7741,7 @@
    "execution_count": 101,
    "id": "d35ceb54",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -7629,7 +7779,9 @@
    "cell_type": "code",
    "execution_count": 102,
    "id": "9e3dc6d5",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class NYSEModel(nn.Module):\n",
@@ -7666,7 +7818,9 @@
    "cell_type": "code",
    "execution_count": 103,
    "id": "df5e5ab6",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "datasets = []\n",
@@ -7690,6 +7844,7 @@
    "execution_count": 104,
    "id": "d7f49bec",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
@@ -7743,6 +7898,7 @@
    "execution_count": 105,
    "id": "ea7ce0f4",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [],
@@ -7766,7 +7922,9 @@
    "cell_type": "code",
    "execution_count": 106,
    "id": "ccd77738",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -7800,7 +7958,9 @@
    "cell_type": "code",
    "execution_count": 107,
    "id": "96e04e3f",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "nyse_optimizer = RMSprop(nyse_model.parameters(),\n",
@@ -7824,6 +7984,7 @@
    "execution_count": 108,
    "id": "fc6ba2ca",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 2
    },
    "outputs": [
@@ -10762,7 +10923,9 @@
    "cell_type": "code",
    "execution_count": 109,
    "id": "c60876d7",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "datasets = []\n",
@@ -10786,7 +10949,9 @@
    "cell_type": "code",
    "execution_count": 110,
    "id": "282f7e1c",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "day_dm = SimpleDataModule(day_train,\n",
@@ -10808,7 +10973,9 @@
    "cell_type": "code",
    "execution_count": 111,
    "id": "038fea74",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "class NonLinearARModel(nn.Module):\n",
@@ -10827,7 +10994,9 @@
    "cell_type": "code",
    "execution_count": 112,
    "id": "68d309b2",
-   "metadata": {},
+   "metadata": {
+    "execution": {}
+   },
    "outputs": [],
    "source": [
     "nl_model = NonLinearARModel()\n",
@@ -10852,6 +11021,7 @@
    "execution_count": 113,
    "id": "9fc113a1",
    "metadata": {
+    "execution": {},
     "lines_to_next_cell": 0
    },
    "outputs": [
diff --git a/Ch11-surv-lab.ipynb b/Ch11-surv-lab.ipynb
index d4c812c..d2d13c8 100644
--- a/Ch11-surv-lab.ipynb
+++ b/Ch11-surv-lab.ipynb
@@ -33,12 +33,7 @@
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    "id": "d2d71add",
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-     "shell.execute_reply": "2023-08-21T02:30:05.528065Z"
-    }
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    "source": [
@@ -63,12 +58,7 @@
    "execution_count": 2,
    "id": "994efc94",
    "metadata": {
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@@ -96,12 +86,7 @@
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     {
@@ -134,12 +119,7 @@
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-     "shell.execute_reply": "2023-08-21T02:30:05.606729Z"
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     "lines_to_next_cell": 2
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@@ -165,12 +145,7 @@
    "execution_count": 5,
    "id": "9ca465e5",
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     "lines_to_next_cell": 2
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@@ -198,12 +173,7 @@
    "execution_count": 6,
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-     "shell.execute_reply": "2023-08-21T02:30:05.614915Z"
-    },
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     "lines_to_next_cell": 2
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@@ -254,12 +224,7 @@
    "execution_count": 7,
    "id": "0b6dba70",
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-     "shell.execute_reply": "2023-08-21T02:30:05.727903Z"
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+    "execution": {}
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    "outputs": [
     {
@@ -320,12 +285,7 @@
    "execution_count": 8,
    "id": "9e6f2e70",
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-     "shell.execute_reply": "2023-08-21T02:30:05.845506Z"
-    }
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    },
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     {
@@ -365,12 +325,7 @@
    "execution_count": 9,
    "id": "c135f7aa",
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-    "execution": {
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-     "shell.execute_reply": "2023-08-21T02:30:05.900935Z"
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     "lines_to_next_cell": 2
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@@ -478,12 +433,7 @@
    "execution_count": 10,
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     {
@@ -571,12 +521,7 @@
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    "id": "bcc8470c",
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     {
@@ -677,12 +622,7 @@
    "execution_count": 12,
    "id": "c26a3499",
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-     "shell.execute_reply": "2023-08-21T02:30:05.979250Z"
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     {
@@ -825,12 +765,7 @@
    "execution_count": 13,
    "id": "8d999f26",
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    "outputs": [],
    "source": [
@@ -858,12 +793,7 @@
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    "id": "a1f6b355",
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     {
@@ -986,12 +916,7 @@
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    "id": "a1a9d5b3",
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    "outputs": [
     {
@@ -1128,12 +1053,7 @@
    "execution_count": 16,
    "id": "1a18b56a",
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@@ -1289,12 +1209,7 @@
    "execution_count": 17,
    "id": "ff3de29c",
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-     "shell.execute_reply": "2023-08-21T02:30:06.123732Z"
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     "lines_to_next_cell": 2
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    "outputs": [
@@ -1332,12 +1247,7 @@
    "execution_count": 18,
    "id": "cd9060c1",
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-     "shell.execute_reply": "2023-08-21T02:30:06.243300Z"
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    "outputs": [
     {
@@ -1377,12 +1287,7 @@
    "execution_count": 19,
    "id": "6af7106e",
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@@ -1466,12 +1371,7 @@
    "execution_count": 20,
    "id": "b6ebefa7",
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-    "execution": {
-     "iopub.execute_input": "2023-08-21T02:30:06.283282Z",
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-     "shell.execute_reply": "2023-08-21T02:30:06.326646Z"
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    "outputs": [
     {
@@ -1610,12 +1510,7 @@
    "execution_count": 21,
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@@ -1648,12 +1543,7 @@
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@@ -1680,12 +1570,7 @@
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@@ -1792,12 +1677,7 @@
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@@ -1839,12 +1719,7 @@
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@@ -1899,12 +1769,7 @@
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@@ -2007,12 +1872,7 @@
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@@ -2258,12 +2103,7 @@
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@@ -2368,12 +2208,7 @@
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@@ -2473,12 +2308,7 @@
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@@ -2581,12 +2411,7 @@
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diff --git a/Ch12-unsup-lab.ipynb b/Ch12-unsup-lab.ipynb
index 54b3379..c67392a 100644
--- a/Ch12-unsup-lab.ipynb
+++ b/Ch12-unsup-lab.ipynb
@@ -21,12 +21,7 @@
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@@ -54,12 +49,7 @@
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    "source": [
@@ -91,12 +81,7 @@
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     {
@@ -558,12 +543,7 @@
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@@ -594,12 +574,7 @@
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@@ -637,12 +612,7 @@
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@@ -691,12 +661,7 @@
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@@ -721,12 +686,7 @@
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@@ -750,12 +710,7 @@
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@@ -791,12 +746,7 @@
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@@ -828,12 +778,7 @@
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@@ -857,12 +802,7 @@
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@@ -900,12 +840,7 @@
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@@ -950,12 +885,7 @@
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@@ -997,12 +927,7 @@
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@@ -1035,12 +960,7 @@
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@@ -1073,12 +993,7 @@
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@@ -1114,12 +1029,7 @@
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@@ -1150,12 +1060,7 @@
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@@ -1198,12 +1103,7 @@
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@@ -1247,12 +1147,7 @@
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@@ -1288,12 +1183,7 @@
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     {
@@ -1319,12 +1209,7 @@
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@@ -1359,12 +1244,7 @@
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@@ -1389,12 +1269,7 @@
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@@ -1434,12 +1309,7 @@
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@@ -1474,12 +1344,7 @@
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@@ -1507,12 +1372,7 @@
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@@ -1535,12 +1395,7 @@
    "execution_count": 29,
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@@ -1575,12 +1430,7 @@
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@@ -1688,12 +1533,7 @@
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@@ -1717,12 +1557,7 @@
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@@ -1745,12 +1580,7 @@
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@@ -1787,12 +1617,7 @@
    "execution_count": 35,
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@@ -1883,12 +1703,7 @@
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@@ -1956,12 +1771,7 @@
    "execution_count": 38,
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     {
@@ -2003,12 +1813,7 @@
    "execution_count": 39,
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@@ -2036,12 +1841,7 @@
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     {
@@ -2096,12 +1896,7 @@
    "execution_count": 41,
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     {
@@ -2141,12 +1936,7 @@
    "execution_count": 42,
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     {
@@ -2183,12 +1973,7 @@
    "execution_count": 43,
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     {
@@ -2225,12 +2010,7 @@
    "execution_count": 44,
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     {
@@ -2311,12 +2091,7 @@
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     {
@@ -2366,12 +2141,7 @@
    "execution_count": 46,
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@@ -2418,12 +2188,7 @@
    "execution_count": 47,
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@@ -2451,12 +2216,7 @@
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@@ -2488,12 +2248,7 @@
    "execution_count": 49,
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@@ -2544,12 +2299,7 @@
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@@ -2576,12 +2326,7 @@
    "execution_count": 51,
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@@ -2646,12 +2391,7 @@
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@@ -2719,12 +2459,7 @@
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@@ -2757,12 +2492,7 @@
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@@ -2810,12 +2540,7 @@
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    "outputs": [
@@ -3004,12 +2729,7 @@
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     {
@@ -3053,12 +2773,7 @@
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@@ -3178,12 +2893,7 @@
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    "outputs": [
diff --git a/Ch13-multiple-lab.ipynb b/Ch13-multiple-lab.ipynb
index bb9684d..f5c9390 100644
--- a/Ch13-multiple-lab.ipynb
+++ b/Ch13-multiple-lab.ipynb
@@ -25,12 +25,7 @@
    "execution_count": 1,
    "id": "7cc4fbeb",
    "metadata": {
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+    "execution": {}
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    "outputs": [],
    "source": [
@@ -55,12 +50,7 @@
    "execution_count": 2,
    "id": "595efc18",
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     "lines_to_next_cell": 2
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    "outputs": [],
@@ -94,12 +84,7 @@
    "execution_count": 3,
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+    "execution": {}
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    "outputs": [],
    "source": [
@@ -124,12 +109,7 @@
    "execution_count": 4,
    "id": "753d612a",
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+    "execution": {}
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    "outputs": [
     {
@@ -171,12 +151,7 @@
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    "id": "facd6569",
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@@ -207,12 +182,7 @@
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     "lines_to_next_cell": 0
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    "outputs": [
@@ -308,12 +278,7 @@
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    "id": "ae184aaf",
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     "lines_to_next_cell": 0
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    "outputs": [
@@ -420,12 +385,7 @@
    "execution_count": 8,
    "id": "0295fe68",
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-    }
+    "execution": {}
    },
    "outputs": [
     {
@@ -476,12 +436,7 @@
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@@ -544,12 +499,7 @@
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@@ -583,12 +533,7 @@
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@@ -625,12 +570,7 @@
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@@ -665,12 +605,7 @@
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@@ -709,12 +644,7 @@
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@@ -761,12 +691,7 @@
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@@ -821,12 +746,7 @@
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@@ -862,12 +782,7 @@
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@@ -891,12 +806,7 @@
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@@ -936,12 +846,7 @@
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@@ -980,12 +885,7 @@
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@@ -1030,12 +930,7 @@
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@@ -1064,12 +959,7 @@
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@@ -1114,12 +1004,7 @@
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@@ -1165,12 +1050,7 @@
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@@ -1218,12 +1098,7 @@
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@@ -1269,12 +1144,7 @@
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@@ -1329,12 +1199,7 @@
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@@ -1375,12 +1240,7 @@
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@@ -1416,12 +1276,7 @@
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     {
@@ -1471,12 +1326,7 @@
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@@ -1539,12 +1389,7 @@
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