diff --git a/lecture1/lecture1.ipynb b/lecture1/lecture1.ipynb
index 1c4b333f..238cc161 100644
--- a/lecture1/lecture1.ipynb
+++ b/lecture1/lecture1.ipynb
@@ -6,10 +6,10 @@
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@@ -125,10 +125,10 @@
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@@ -287,10 +287,10 @@
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@@ -325,10 +325,10 @@
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@@ -1228,10 +1228,10 @@
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@@ -1281,10 +1281,10 @@
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@@ -1345,10 +1345,10 @@
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@@ -1387,10 +1387,10 @@
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@@ -1481,10 +1481,10 @@
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@@ -1507,10 +1507,10 @@
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@@ -1529,10 +1529,10 @@
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@@ -1551,10 +1551,10 @@
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@@ -1586,10 +1586,10 @@
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@@ -1624,10 +1624,10 @@
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@@ -1648,10 +1648,10 @@
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@@ -1672,10 +1672,10 @@
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@@ -1738,10 +1738,10 @@
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@@ -1765,10 +1765,10 @@
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@@ -1790,10 +1790,10 @@
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@@ -1861,10 +1861,10 @@
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@@ -1893,10 +1893,10 @@
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@@ -1917,10 +1917,10 @@
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@@ -1989,10 +1989,10 @@
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@@ -2032,10 +2032,10 @@
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@@ -2071,10 +2071,10 @@
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@@ -2147,10 +2147,10 @@
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@@ -2184,10 +2184,10 @@
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@@ -2282,10 +2282,10 @@
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@@ -2357,10 +2357,10 @@
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@@ -2398,10 +2398,10 @@
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@@ -2422,10 +2422,10 @@
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@@ -2446,10 +2446,10 @@
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@@ -2507,10 +2507,10 @@
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@@ -2531,10 +2531,10 @@
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@@ -2555,10 +2555,10 @@
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@@ -2601,10 +2601,10 @@
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@@ -2639,10 +2639,10 @@
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@@ -2673,10 +2673,10 @@
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@@ -2710,10 +2710,10 @@
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@@ -2733,10 +2733,10 @@
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@@ -2755,10 +2755,10 @@
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@@ -2777,10 +2777,10 @@
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@@ -2799,10 +2799,10 @@
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@@ -2821,10 +2821,10 @@
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@@ -2842,10 +2842,10 @@
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@@ -2863,10 +2863,10 @@
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@@ -2884,10 +2884,10 @@
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@@ -2905,10 +2905,10 @@
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@@ -2939,10 +2939,10 @@
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@@ -2960,10 +2960,10 @@
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@@ -2981,10 +2981,10 @@
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@@ -3002,10 +3002,10 @@
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@@ -3036,10 +3036,10 @@
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@@ -3074,10 +3074,10 @@
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@@ -3098,10 +3098,10 @@
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@@ -3122,10 +3122,10 @@
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@@ -3170,10 +3170,10 @@
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@@ -3207,10 +3207,10 @@
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@@ -3244,10 +3244,10 @@
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@@ -3307,10 +3307,10 @@
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@@ -3347,10 +3347,10 @@
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@@ -3412,10 +3412,10 @@
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@@ -3434,10 +3434,10 @@
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@@ -3470,10 +3470,10 @@
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@@ -3515,10 +3515,10 @@
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@@ -3573,10 +3573,10 @@
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@@ -3597,10 +3597,10 @@
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@@ -3621,10 +3621,10 @@
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@@ -3675,10 +3675,10 @@
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@@ -3699,10 +3699,10 @@
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@@ -3723,10 +3723,10 @@
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@@ -3776,10 +3776,10 @@
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@@ -3800,10 +3800,10 @@
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@@ -3824,10 +3824,10 @@
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@@ -3875,10 +3875,10 @@
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@@ -3899,10 +3899,10 @@
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@@ -3923,10 +3923,10 @@
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@@ -3975,10 +3975,10 @@
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@@ -3999,10 +3999,10 @@
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@@ -4023,10 +4023,10 @@
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@@ -4094,10 +4094,10 @@
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@@ -4118,10 +4118,10 @@
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@@ -4142,10 +4142,10 @@
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@@ -4188,7 +4188,7 @@
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diff --git a/lecture2/lecture2.ipynb b/lecture2/lecture2.ipynb
index 4f353002..98401cb3 100644
--- a/lecture2/lecture2.ipynb
+++ b/lecture2/lecture2.ipynb
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@@ -1319,10 +1319,10 @@
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@@ -1343,10 +1343,10 @@
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@@ -1400,10 +1400,10 @@
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@@ -1424,10 +1424,10 @@
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@@ -1448,10 +1448,10 @@
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@@ -1501,10 +1501,10 @@
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@@ -1525,10 +1525,10 @@
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@@ -1549,10 +1549,10 @@
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@@ -1604,10 +1604,10 @@
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@@ -1628,10 +1628,10 @@
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@@ -1652,10 +1652,10 @@
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@@ -1701,10 +1701,10 @@
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@@ -1725,10 +1725,10 @@
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@@ -1749,10 +1749,10 @@
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@@ -1844,10 +1844,10 @@
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@@ -1895,10 +1895,10 @@
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@@ -1933,10 +1933,10 @@
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@@ -1967,10 +1967,10 @@
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@@ -2019,10 +2019,10 @@
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@@ -2056,10 +2056,10 @@
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@@ -2103,10 +2103,10 @@
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@@ -2140,10 +2140,10 @@
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@@ -2193,10 +2193,10 @@
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@@ -2228,10 +2228,10 @@
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@@ -2285,10 +2285,10 @@
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@@ -2321,10 +2321,10 @@
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@@ -2376,10 +2376,10 @@
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@@ -2400,10 +2400,10 @@
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@@ -2424,10 +2424,10 @@
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@@ -2477,10 +2477,10 @@
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@@ -2499,10 +2499,10 @@
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@@ -2521,10 +2521,10 @@
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@@ -2556,10 +2556,10 @@
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@@ -2577,10 +2577,10 @@
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@@ -2615,10 +2615,10 @@
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@@ -2639,10 +2639,10 @@
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@@ -2663,10 +2663,10 @@
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@@ -2731,10 +2731,10 @@
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@@ -2785,10 +2785,10 @@
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@@ -2809,10 +2809,10 @@
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@@ -2845,10 +2845,10 @@
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@@ -2881,10 +2881,10 @@
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@@ -2917,10 +2917,10 @@
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@@ -2952,10 +2952,10 @@
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@@ -2986,10 +2986,10 @@
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@@ -3008,10 +3008,10 @@
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@@ -3067,10 +3067,10 @@
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@@ -3095,10 +3095,10 @@
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@@ -3119,10 +3119,10 @@
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@@ -3176,10 +3176,10 @@
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@@ -3232,10 +3232,10 @@
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@@ -3258,10 +3258,10 @@
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@@ -3282,10 +3282,10 @@
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@@ -3358,10 +3358,10 @@
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@@ -3388,10 +3388,10 @@
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@@ -3412,10 +3412,10 @@
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@@ -3474,10 +3474,10 @@
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@@ -3499,10 +3499,10 @@
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@@ -3523,10 +3523,10 @@
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@@ -3572,7 +3572,7 @@
    "name": "python",
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-   "version": "3.10.12"
+   "version": "3.10.13"
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diff --git a/lecture2/pybryt-references/exercise-2_11.pkl b/lecture2/pybryt-references/exercise-2_11.pkl
index b5074230..aef60dc4 100644
Binary files a/lecture2/pybryt-references/exercise-2_11.pkl and b/lecture2/pybryt-references/exercise-2_11.pkl differ
diff --git a/lecture2/pybryt-references/exercise-2_2.pkl b/lecture2/pybryt-references/exercise-2_2.pkl
index f0a22324..bfdd4850 100644
Binary files a/lecture2/pybryt-references/exercise-2_2.pkl and b/lecture2/pybryt-references/exercise-2_2.pkl differ
diff --git a/lecture2/pybryt-references/exercise-2_8.pkl b/lecture2/pybryt-references/exercise-2_8.pkl
index c9329608..224fd097 100644
Binary files a/lecture2/pybryt-references/exercise-2_8.pkl and b/lecture2/pybryt-references/exercise-2_8.pkl differ
diff --git a/lecture3/lecture3.ipynb b/lecture3/lecture3.ipynb
index c4fda1df..f2f1c72d 100644
--- a/lecture3/lecture3.ipynb
+++ b/lecture3/lecture3.ipynb
@@ -6,10 +6,10 @@
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@@ -79,10 +79,10 @@
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@@ -119,10 +119,10 @@
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@@ -178,10 +178,10 @@
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@@ -218,10 +218,10 @@
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@@ -254,10 +254,10 @@
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@@ -307,10 +307,10 @@
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@@ -359,10 +359,10 @@
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@@ -450,10 +450,10 @@
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@@ -583,10 +583,10 @@
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@@ -617,10 +617,10 @@
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@@ -711,10 +711,10 @@
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@@ -735,10 +735,10 @@
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@@ -759,10 +759,10 @@
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@@ -827,10 +827,10 @@
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@@ -851,10 +851,10 @@
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@@ -875,10 +875,10 @@
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@@ -943,10 +943,10 @@
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@@ -968,10 +968,10 @@
    "metadata": {
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-     "iopub.status.idle": "2023-07-20T16:46:20.727941Z",
-     "shell.execute_reply": "2023-07-20T16:46:20.727317Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.407917Z",
+     "iopub.status.busy": "2023-10-10T15:00:28.407614Z",
+     "iopub.status.idle": "2023-10-10T15:00:28.417074Z",
+     "shell.execute_reply": "2023-10-10T15:00:28.416408Z"
     },
     "slideshow": {
      "slide_type": ""
@@ -992,10 +992,10 @@
    "metadata": {
     "editable": true,
     "execution": {
-     "iopub.execute_input": "2023-07-20T16:46:20.730650Z",
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-     "iopub.status.idle": "2023-07-20T16:46:20.735775Z",
-     "shell.execute_reply": "2023-07-20T16:46:20.735157Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.419819Z",
+     "iopub.status.busy": "2023-10-10T15:00:28.419568Z",
+     "iopub.status.idle": "2023-10-10T15:00:28.425769Z",
+     "shell.execute_reply": "2023-10-10T15:00:28.424895Z"
     },
     "slideshow": {
      "slide_type": ""
@@ -1091,10 +1091,10 @@
    "metadata": {
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     "execution": {
-     "iopub.execute_input": "2023-07-20T16:46:20.738772Z",
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-     "shell.execute_reply": "2023-07-20T16:46:20.741931Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.429217Z",
+     "iopub.status.busy": "2023-10-10T15:00:28.428935Z",
+     "iopub.status.idle": "2023-10-10T15:00:28.434284Z",
+     "shell.execute_reply": "2023-10-10T15:00:28.433514Z"
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@@ -1165,10 +1165,10 @@
    "metadata": {
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-     "iopub.execute_input": "2023-07-20T16:46:20.745410Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.012192Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.437958Z",
+     "iopub.status.busy": "2023-10-10T15:00:28.437570Z",
+     "iopub.status.idle": "2023-10-10T15:00:28.767568Z",
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@@ -1279,10 +1279,10 @@
    "metadata": {
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-     "iopub.execute_input": "2023-07-20T16:46:21.015437Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.018535Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.770871Z",
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@@ -1300,10 +1300,10 @@
    "metadata": {
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-     "iopub.status.busy": "2023-07-20T16:46:21.027876Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.045804Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.785842Z",
+     "iopub.status.busy": "2023-10-10T15:00:28.785448Z",
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@@ -1324,10 +1324,10 @@
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-     "iopub.execute_input": "2023-07-20T16:46:21.048698Z",
-     "iopub.status.busy": "2023-07-20T16:46:21.048490Z",
-     "iopub.status.idle": "2023-07-20T16:46:21.054535Z",
-     "shell.execute_reply": "2023-07-20T16:46:21.053944Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.811155Z",
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@@ -1387,10 +1387,10 @@
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-     "iopub.status.idle": "2023-07-20T16:46:21.059409Z",
-     "shell.execute_reply": "2023-07-20T16:46:21.058820Z"
+     "iopub.execute_input": "2023-10-10T15:00:28.823150Z",
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@@ -1414,10 +1414,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:21.351635Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.126565Z",
+     "iopub.status.busy": "2023-10-10T15:00:29.126254Z",
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     },
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      "slide_type": ""
@@ -1438,10 +1438,10 @@
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-     "iopub.execute_input": "2023-07-20T16:46:21.355590Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.363686Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.187984Z",
+     "iopub.status.busy": "2023-10-10T15:00:29.187722Z",
+     "iopub.status.idle": "2023-10-10T15:00:29.197827Z",
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@@ -1523,10 +1523,10 @@
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-     "iopub.status.busy": "2023-07-20T16:46:21.366789Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.369850Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.201612Z",
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+     "shell.execute_reply": "2023-10-10T15:00:29.204361Z"
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     "slideshow": {
      "slide_type": ""
@@ -1550,10 +1550,10 @@
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-     "iopub.execute_input": "2023-07-20T16:46:21.504117Z",
-     "iopub.status.busy": "2023-07-20T16:46:21.503698Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.513229Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.372197Z",
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@@ -1574,10 +1574,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:21.520664Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.387568Z",
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@@ -1673,10 +1673,10 @@
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-     "iopub.execute_input": "2023-07-20T16:46:21.524171Z",
-     "iopub.status.busy": "2023-07-20T16:46:21.523692Z",
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-     "shell.execute_reply": "2023-07-20T16:46:21.527376Z"
+     "iopub.execute_input": "2023-10-10T15:00:29.397211Z",
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+     "iopub.status.idle": "2023-10-10T15:00:29.401905Z",
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     },
     "slideshow": {
      "slide_type": ""
@@ -1717,7 +1717,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,
diff --git a/lecture4/lecture4.ipynb b/lecture4/lecture4.ipynb
index cee12a9c..5e4c7fdb 100644
--- a/lecture4/lecture4.ipynb
+++ b/lecture4/lecture4.ipynb
@@ -6,10 +6,10 @@
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-     "iopub.status.busy": "2023-07-20T16:46:23.064408Z",
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-     "shell.execute_reply": "2023-07-20T16:46:23.604735Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.054282Z",
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     },
     "slideshow": {
      "slide_type": ""
@@ -79,10 +79,10 @@
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-     "iopub.status.idle": "2023-07-20T16:46:23.612278Z",
-     "shell.execute_reply": "2023-07-20T16:46:23.611714Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.637863Z",
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     },
     "slideshow": {
      "slide_type": ""
@@ -118,10 +118,10 @@
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-     "iopub.status.idle": "2023-07-20T16:46:23.619345Z",
-     "shell.execute_reply": "2023-07-20T16:46:23.618813Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.647325Z",
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     },
     "slideshow": {
      "slide_type": ""
@@ -153,10 +153,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.624227Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.656054Z",
+     "iopub.status.busy": "2023-10-10T15:00:31.655643Z",
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     },
     "slideshow": {
      "slide_type": ""
@@ -188,10 +188,10 @@
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-     "iopub.status.idle": "2023-07-20T16:46:23.631434Z",
-     "shell.execute_reply": "2023-07-20T16:46:23.630893Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.663989Z",
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     "slideshow": {
      "slide_type": ""
@@ -241,10 +241,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.636627Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.670436Z",
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     "slideshow": {
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@@ -265,10 +265,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.643157Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.677946Z",
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@@ -299,10 +299,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.648626Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.684461Z",
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@@ -334,10 +334,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.654147Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.691595Z",
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@@ -370,10 +370,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.659454Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.699058Z",
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@@ -406,10 +406,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.664619Z"
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@@ -455,10 +455,10 @@
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-     "shell.execute_reply": "2023-07-20T16:46:23.672244Z"
+     "iopub.execute_input": "2023-10-10T15:00:31.711897Z",
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@@ -498,10 +498,10 @@
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@@ -554,10 +554,10 @@
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@@ -578,10 +578,10 @@
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@@ -602,10 +602,10 @@
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@@ -658,10 +658,10 @@
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@@ -682,10 +682,10 @@
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@@ -706,10 +706,10 @@
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@@ -759,10 +759,10 @@
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@@ -783,10 +783,10 @@
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@@ -807,10 +807,10 @@
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@@ -855,10 +855,10 @@
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@@ -889,10 +889,10 @@
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@@ -924,10 +924,10 @@
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@@ -946,10 +946,10 @@
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@@ -969,10 +969,10 @@
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@@ -1004,10 +1004,10 @@
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@@ -1026,10 +1026,10 @@
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@@ -1047,10 +1047,10 @@
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@@ -1094,10 +1094,10 @@
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@@ -1115,10 +1115,10 @@
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@@ -1136,10 +1136,10 @@
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@@ -1174,10 +1174,10 @@
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@@ -1196,10 +1196,10 @@
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@@ -1218,10 +1218,10 @@
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@@ -1272,10 +1272,10 @@
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@@ -1295,10 +1295,10 @@
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@@ -1318,10 +1318,10 @@
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@@ -1354,10 +1354,10 @@
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@@ -1376,10 +1376,10 @@
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@@ -1398,10 +1398,10 @@
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@@ -1447,10 +1447,10 @@
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@@ -1499,10 +1499,10 @@
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@@ -1539,10 +1539,10 @@
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@@ -1593,10 +1593,10 @@
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@@ -1620,10 +1620,10 @@
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@@ -1644,10 +1644,10 @@
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@@ -1668,10 +1668,10 @@
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@@ -1798,10 +1798,10 @@
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@@ -1838,10 +1838,10 @@
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@@ -1902,10 +1902,10 @@
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@@ -1955,10 +1955,10 @@
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@@ -2021,10 +2021,10 @@
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@@ -2048,10 +2048,10 @@
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@@ -2073,10 +2073,10 @@
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@@ -2113,10 +2113,10 @@
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@@ -2141,10 +2141,10 @@
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@@ -2166,10 +2166,10 @@
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@@ -2237,10 +2237,10 @@
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@@ -2265,10 +2265,10 @@
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@@ -2293,10 +2293,10 @@
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@@ -2351,10 +2351,10 @@
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@@ -2385,10 +2385,10 @@
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@@ -2411,10 +2411,10 @@
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@@ -2432,10 +2432,10 @@
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@@ -2468,10 +2468,10 @@
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@@ -2504,10 +2504,10 @@
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@@ -2535,10 +2535,10 @@
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@@ -2604,10 +2604,10 @@
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@@ -2648,10 +2648,10 @@
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@@ -2686,10 +2686,10 @@
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@@ -2708,10 +2708,10 @@
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@@ -2729,10 +2729,10 @@
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@@ -2750,10 +2750,10 @@
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@@ -2793,10 +2793,10 @@
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@@ -2844,10 +2844,10 @@
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@@ -2887,10 +2887,10 @@
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@@ -2916,10 +2916,10 @@
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@@ -2972,10 +2972,10 @@
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@@ -3000,10 +3000,10 @@
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@@ -3025,10 +3025,10 @@
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@@ -3092,10 +3092,10 @@
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@@ -3126,10 +3126,10 @@
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@@ -3151,10 +3151,10 @@
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@@ -3234,10 +3234,10 @@
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@@ -3274,10 +3274,10 @@
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@@ -3324,10 +3324,10 @@
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@@ -3354,10 +3354,10 @@
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@@ -3434,10 +3434,10 @@
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@@ -3470,10 +3470,10 @@
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@@ -3504,10 +3504,10 @@
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@@ -3545,10 +3545,10 @@
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@@ -3579,10 +3579,10 @@
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@@ -3613,10 +3613,10 @@
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@@ -3649,10 +3649,10 @@
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@@ -3684,10 +3684,10 @@
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@@ -3722,10 +3722,10 @@
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@@ -3758,10 +3758,10 @@
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@@ -3795,10 +3795,10 @@
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@@ -3830,10 +3830,10 @@
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@@ -3895,10 +3895,10 @@
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@@ -3933,10 +3933,10 @@
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@@ -3984,10 +3984,10 @@
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@@ -4022,10 +4022,10 @@
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@@ -4049,10 +4049,10 @@
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@@ -4102,10 +4102,10 @@
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@@ -4140,10 +4140,10 @@
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@@ -4180,10 +4180,10 @@
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@@ -4219,10 +4219,10 @@
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@@ -4256,10 +4256,10 @@
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@@ -4290,10 +4290,10 @@
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@@ -4324,10 +4324,10 @@
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@@ -4361,10 +4361,10 @@
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@@ -4395,10 +4395,10 @@
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@@ -4436,10 +4436,10 @@
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@@ -4487,7 +4487,7 @@
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