From 4921a7695e84baf1f6838bdb2dfb179811dc8657 Mon Sep 17 00:00:00 2001 From: afoix Date: Sat, 17 Aug 2024 11:32:14 +0000 Subject: [PATCH] Commit from GitHub Actions (Build Notebooks) --- exercise.ipynb | 190 +++++++++++++++++++++++------------------------ solution.ipynb | 196 ++++++++++++++++++++++++------------------------- 2 files changed, 193 insertions(+), 193 deletions(-) diff --git a/exercise.ipynb b/exercise.ipynb index 879ab3e..ffb1b32 100644 --- a/exercise.ipynb +++ b/exercise.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4b4181d6", + "id": "3fd3f3cc", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "1169a031", + "id": "ff40e072", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "214ed3cb", + "id": "80b3f5f0", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95d01880", + "id": "d0232b96", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "05f803f1", + "id": "95f75250", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e746b8f0", + "id": "83063a1f", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "8f6d18bf", + "id": "5cf88f03", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "cc2209ac", + "id": "29213ae2", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "246d5d44", + "id": "a85fb713", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -155,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "baccff88", + "id": "eb09c929", "metadata": { "lines_to_next_cell": 0 }, @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2525561d", + "id": "87862a85", "metadata": { "lines_to_next_cell": 2 }, @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "9922897d", + "id": "d16e4c25", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "2add0490", + "id": "5c0adb99", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a50f07b", + "id": "1cb699da", "metadata": { "tags": [] }, @@ -231,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "db4b8deb", + "id": "b79bd6c0", "metadata": { "tags": [] }, @@ -247,7 +247,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cbc65a0f", + "id": "7ad1a754", "metadata": { "tags": [ "task" @@ -268,7 +268,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ef8eeec", + "id": "8408d3ee", "metadata": { "tags": [] }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "9506b18b", + "id": "325ff7e2", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -293,7 +293,7 @@ { "cell_type": "code", "execution_count": null, - "id": "32097d64", + "id": "68d9e107", "metadata": { "tags": [] }, @@ -321,7 +321,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d3b3cc5", + "id": "c96f44f5", "metadata": { "tags": [] }, @@ -333,7 +333,7 @@ }, { "cell_type": "markdown", - "id": "b5de1dee", + "id": "42fec87e", "metadata": { "lines_to_next_cell": 2 }, @@ -347,7 +347,7 @@ }, { "cell_type": "markdown", - "id": "c4ea44f9", + "id": "14223225", "metadata": { "lines_to_next_cell": 0 }, @@ -360,7 +360,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dd2ab31e", + "id": "f666dc63", "metadata": {}, "outputs": [], "source": [ @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "f996d266", + "id": "06dcde16", "metadata": { "lines_to_next_cell": 0 }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "5c4eb730", + "id": "51832dda", "metadata": {}, "source": [ "\n", @@ -424,7 +424,7 @@ }, { "cell_type": "markdown", - "id": "a4a819f1", + "id": "c553eda1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -436,7 +436,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2de84b61", + "id": "1fdafaac", "metadata": { "tags": [ "task" @@ -456,7 +456,7 @@ }, { "cell_type": "markdown", - "id": "2f5102f5", + "id": "3fc419b6", "metadata": { "tags": [] }, @@ -470,7 +470,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2ab73887", + "id": "4e9b9f26", "metadata": { "tags": [ "task" @@ -492,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "9ba8db53", + "id": "daeaa65c", "metadata": { "tags": [] }, @@ -508,7 +508,7 @@ }, { "cell_type": "markdown", - "id": "ad636e18", + "id": "6cfbd572", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -522,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "a2f58ea0", + "id": "2dc92a5c", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -542,7 +542,7 @@ }, { "cell_type": "markdown", - "id": "2d8ba19e", + "id": "c0727f2f", "metadata": { "lines_to_next_cell": 0 }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "4710cc4e", + "id": "147a10f1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -593,7 +593,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e53413fc", + "id": "0b789be2", "metadata": {}, "outputs": [], "source": [ @@ -625,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "de51e24c", + "id": "460878cc", "metadata": { "lines_to_next_cell": 0 }, @@ -640,7 +640,7 @@ { "cell_type": "code", "execution_count": null, - "id": "640b462d", + "id": "40b1944f", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "d8a63d51", + "id": "dc70737d", "metadata": { "tags": [] }, @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "842a622b", + "id": "6bd563e2", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -693,7 +693,7 @@ { "cell_type": "code", "execution_count": null, - "id": "46352b5e", + "id": "02d110f4", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "a254958b", + "id": "955d9981", "metadata": { "lines_to_next_cell": 0 }, @@ -718,7 +718,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e708acc0", + "id": "7f71dbdc", "metadata": {}, "outputs": [], "source": [ @@ -728,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "507389af", + "id": "bd0d99c9", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -746,7 +746,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f0895191", + "id": "cb6bf33f", "metadata": { "lines_to_next_cell": 0 }, @@ -758,7 +758,7 @@ }, { "cell_type": "markdown", - "id": "93be09da", + "id": "803dad9e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -777,7 +777,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7be2896e", + "id": "1ed827ff", "metadata": {}, "outputs": [], "source": [ @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "7082aedf", + "id": "5166c91e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -802,7 +802,7 @@ { "cell_type": "code", "execution_count": null, - "id": "121b201a", + "id": "756f9a51", "metadata": {}, "outputs": [], "source": [ @@ -811,7 +811,7 @@ }, { "cell_type": "markdown", - "id": "d60ff4f5", + "id": "625bb412", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -823,7 +823,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c41c3d0", + "id": "8efeda25", "metadata": { "lines_to_next_cell": 1 }, @@ -838,7 +838,7 @@ }, { "cell_type": "markdown", - "id": "7dc2bc5b", + "id": "613e2c1f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -852,7 +852,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83e4433e", + "id": "971e4622", "metadata": { "lines_to_next_cell": 1 }, @@ -866,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "887dcc4e", + "id": "d86d0ea1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -886,7 +886,7 @@ { "cell_type": "code", "execution_count": null, - "id": "86412c93", + "id": "ee7e26ce", "metadata": {}, "outputs": [], "source": [ @@ -910,7 +910,7 @@ { "cell_type": "code", "execution_count": null, - "id": "67aa5e42", + "id": "6b0e8161", "metadata": {}, "outputs": [], "source": [ @@ -920,7 +920,7 @@ }, { "cell_type": "markdown", - "id": "7a9574f1", + "id": "854f274b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -942,7 +942,7 @@ }, { "cell_type": "markdown", - "id": "e694f3fa", + "id": "7783da15", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -954,7 +954,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3166f59c", + "id": "feb2fe5d", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1065,7 +1065,7 @@ }, { "cell_type": "markdown", - "id": "5688f728", + "id": "5809a842", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1077,7 +1077,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9ba276a", + "id": "59ea06d6", "metadata": {}, "outputs": [], "source": [ @@ -1090,7 +1090,7 @@ }, { "cell_type": "markdown", - "id": "7a617979", + "id": "86c8ae57", "metadata": { "tags": [] }, @@ -1105,7 +1105,7 @@ }, { "cell_type": "markdown", - "id": "83a57e24", + "id": "8316db9c", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1117,7 +1117,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7cfef8b9", + "id": "d9fbc729", "metadata": {}, "outputs": [], "source": [ @@ -1136,7 +1136,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d8539b97", + "id": "e2a81fb3", "metadata": { "lines_to_next_cell": 0 }, @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "9b0e218e", + "id": "e039a039", "metadata": { "tags": [] }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "e4172419", + "id": "7f4210fd", "metadata": { "tags": [] }, @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "dde54fef", + "id": "faf3eac1", "metadata": { "tags": [] }, @@ -1188,7 +1188,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd522c56", + "id": "b56b0ac0", "metadata": { "title": "Loading the test dataset" }, @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "8add0043", + "id": "e0ded76f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1220,7 +1220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9dbf8de3", + "id": "fdcd0b4c", "metadata": {}, "outputs": [], "source": [ @@ -1233,7 +1233,7 @@ }, { "cell_type": "markdown", - "id": "92d62851", + "id": "a0a01596", "metadata": { "lines_to_next_cell": 0 }, @@ -1243,7 +1243,7 @@ }, { "cell_type": "markdown", - "id": "f53dea12", + "id": "5088af03", "metadata": { "lines_to_next_cell": 0 }, @@ -1261,7 +1261,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e0c33dd8", + "id": "efe9174b", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1297,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "00471bff", + "id": "c87c89df", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1309,7 +1309,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72dc24f2", + "id": "7db32745", "metadata": {}, "outputs": [], "source": [ @@ -1319,7 +1319,7 @@ }, { "cell_type": "markdown", - "id": "749aaa82", + "id": "ed5aafe5", "metadata": { "tags": [] }, @@ -1334,7 +1334,7 @@ }, { "cell_type": "markdown", - "id": "b2f7bd72", + "id": "cdba36a8", "metadata": { "tags": [] }, @@ -1345,7 +1345,7 @@ { "cell_type": "code", "execution_count": null, - "id": "873b0840", + "id": "de504515", "metadata": {}, "outputs": [], "source": [ @@ -1359,7 +1359,7 @@ }, { "cell_type": "markdown", - "id": "4553c214", + "id": "d460f4eb", "metadata": { "tags": [] }, @@ -1374,7 +1374,7 @@ }, { "cell_type": "markdown", - "id": "12113757", + "id": "59041d52", "metadata": { "lines_to_next_cell": 0 }, @@ -1389,7 +1389,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2afb5f61", + "id": "752c4ee3", "metadata": { "lines_to_next_cell": 1 }, @@ -1411,7 +1411,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b63644b4", + "id": "1a401326", "metadata": { "lines_to_next_cell": 1, "title": "Another visualization function" @@ -1441,7 +1441,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe366563", + "id": "affc1177", "metadata": { "lines_to_next_cell": 0 }, @@ -1457,7 +1457,7 @@ }, { "cell_type": "markdown", - "id": "dcae89a4", + "id": "194ac43d", "metadata": { "lines_to_next_cell": 0 }, @@ -1473,7 +1473,7 @@ }, { "cell_type": "markdown", - "id": "f2a0dae2", + "id": "f54356bc", "metadata": { "lines_to_next_cell": 0 }, @@ -1488,7 +1488,7 @@ }, { "cell_type": "markdown", - "id": "67ef87b3", + "id": "473e32d8", "metadata": { "lines_to_next_cell": 0 }, @@ -1512,7 +1512,7 @@ { "cell_type": "code", "execution_count": null, - "id": "832a5a11", + "id": "0d29cfae", "metadata": {}, "outputs": [], "source": [ @@ -1525,7 +1525,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3296408d", + "id": "3d2d9a2d", "metadata": {}, "outputs": [], "source": [ @@ -1558,7 +1558,7 @@ }, { "cell_type": "markdown", - "id": "ef3eedbb", + "id": "29cd4445", "metadata": { "lines_to_next_cell": 0 }, @@ -1574,7 +1574,7 @@ { "cell_type": "code", "execution_count": null, - "id": "81df49f2", + "id": "d9a0f9e5", "metadata": { "lines_to_next_cell": 0 }, @@ -1597,7 +1597,7 @@ }, { "cell_type": "markdown", - "id": "9719086f", + "id": "f508f4cc", "metadata": { "lines_to_next_cell": 0 }, @@ -1611,7 +1611,7 @@ }, { "cell_type": "markdown", - "id": "c156966d", + "id": "31527df5", "metadata": { "lines_to_next_cell": 0 }, @@ -1628,7 +1628,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37fc0f75", + "id": "2f77a1be", "metadata": { "lines_to_next_cell": 0 }, @@ -1637,7 +1637,7 @@ }, { "cell_type": "markdown", - "id": "39a664b0", + "id": "06b8ef1a", "metadata": {}, "source": [ "

Questions

\n", @@ -1649,7 +1649,7 @@ }, { "cell_type": "markdown", - "id": "9ea3aa28", + "id": "a3953322", "metadata": {}, "source": [ "

Checkpoint 5

\n", diff --git a/solution.ipynb b/solution.ipynb index f99e1fe..bd07394 100644 --- a/solution.ipynb +++ b/solution.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4b4181d6", + "id": "3fd3f3cc", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "1169a031", + "id": "ff40e072", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "214ed3cb", + "id": "80b3f5f0", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "95d01880", + "id": "d0232b96", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "05f803f1", + "id": "95f75250", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e746b8f0", + "id": "83063a1f", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "8f6d18bf", + "id": "5cf88f03", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "cc2209ac", + "id": "29213ae2", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3a359874", + "id": "b1f1bf12", "metadata": { "tags": [ "solution" @@ -154,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "baccff88", + "id": "eb09c929", "metadata": { "lines_to_next_cell": 0 }, @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2525561d", + "id": "87862a85", "metadata": { "lines_to_next_cell": 2 }, @@ -191,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "9922897d", + "id": "d16e4c25", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "2add0490", + "id": "5c0adb99", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -214,7 +214,7 @@ { "cell_type": "code", "execution_count": null, - "id": "4a50f07b", + "id": "1cb699da", "metadata": { "tags": [] }, @@ -230,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "db4b8deb", + "id": "b79bd6c0", "metadata": { "tags": [] }, @@ -246,7 +246,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a06d514b", + "id": "af7be190", "metadata": { "tags": [ "solution" @@ -270,7 +270,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8ef8eeec", + "id": "8408d3ee", "metadata": { "tags": [] }, @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "9506b18b", + "id": "325ff7e2", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -295,7 +295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "32097d64", + "id": "68d9e107", "metadata": { "tags": [] }, @@ -323,7 +323,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0d3b3cc5", + "id": "c96f44f5", "metadata": { "tags": [] }, @@ -335,7 +335,7 @@ }, { "cell_type": "markdown", - "id": "b5de1dee", + "id": "42fec87e", "metadata": { "lines_to_next_cell": 2 }, @@ -349,7 +349,7 @@ }, { "cell_type": "markdown", - "id": "c4ea44f9", + "id": "14223225", "metadata": { "lines_to_next_cell": 0 }, @@ -362,7 +362,7 @@ { "cell_type": "code", "execution_count": null, - "id": "dd2ab31e", + "id": "f666dc63", "metadata": {}, "outputs": [], "source": [ @@ -386,7 +386,7 @@ }, { "cell_type": "markdown", - "id": "f996d266", + "id": "06dcde16", "metadata": { "lines_to_next_cell": 0 }, @@ -400,7 +400,7 @@ }, { "cell_type": "markdown", - "id": "5c4eb730", + "id": "51832dda", "metadata": {}, "source": [ "\n", @@ -426,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "a4a819f1", + "id": "c553eda1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -438,7 +438,7 @@ { "cell_type": "code", "execution_count": null, - "id": "73549bdd", + "id": "788a207c", "metadata": { "tags": [ "solution" @@ -463,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "2f5102f5", + "id": "3fc419b6", "metadata": { "tags": [] }, @@ -477,7 +477,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6569d29f", + "id": "5e86267c", "metadata": { "tags": [ "solution" @@ -504,7 +504,7 @@ }, { "cell_type": "markdown", - "id": "9ba8db53", + "id": "daeaa65c", "metadata": { "tags": [] }, @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "ad636e18", + "id": "6cfbd572", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -534,7 +534,7 @@ }, { "cell_type": "markdown", - "id": "a2f58ea0", + "id": "2dc92a5c", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -554,7 +554,7 @@ }, { "cell_type": "markdown", - "id": "2d8ba19e", + "id": "c0727f2f", "metadata": { "lines_to_next_cell": 0 }, @@ -582,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "4710cc4e", + "id": "147a10f1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -605,7 +605,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e53413fc", + "id": "0b789be2", "metadata": {}, "outputs": [], "source": [ @@ -637,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "de51e24c", + "id": "460878cc", "metadata": { "lines_to_next_cell": 0 }, @@ -652,7 +652,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b443096c", + "id": "5cf75884", "metadata": { "tags": [ "solution" @@ -669,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "d8a63d51", + "id": "dc70737d", "metadata": { "tags": [] }, @@ -684,7 +684,7 @@ }, { "cell_type": "markdown", - "id": "842a622b", + "id": "6bd563e2", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -701,7 +701,7 @@ { "cell_type": "code", "execution_count": null, - "id": "009ba6a8", + "id": "6fa80433", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -715,7 +715,7 @@ }, { "cell_type": "markdown", - "id": "a254958b", + "id": "955d9981", "metadata": { "lines_to_next_cell": 0 }, @@ -726,7 +726,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e708acc0", + "id": "7f71dbdc", "metadata": {}, "outputs": [], "source": [ @@ -736,7 +736,7 @@ }, { "cell_type": "markdown", - "id": "507389af", + "id": "bd0d99c9", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -754,7 +754,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f0895191", + "id": "cb6bf33f", "metadata": { "lines_to_next_cell": 0 }, @@ -766,7 +766,7 @@ }, { "cell_type": "markdown", - "id": "93be09da", + "id": "803dad9e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -785,7 +785,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7be2896e", + "id": "1ed827ff", "metadata": {}, "outputs": [], "source": [ @@ -794,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "7082aedf", + "id": "5166c91e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -810,7 +810,7 @@ { "cell_type": "code", "execution_count": null, - "id": "121b201a", + "id": "756f9a51", "metadata": {}, "outputs": [], "source": [ @@ -819,7 +819,7 @@ }, { "cell_type": "markdown", - "id": "d60ff4f5", + "id": "625bb412", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -831,7 +831,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1c41c3d0", + "id": "8efeda25", "metadata": { "lines_to_next_cell": 1 }, @@ -846,7 +846,7 @@ }, { "cell_type": "markdown", - "id": "7dc2bc5b", + "id": "613e2c1f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -860,7 +860,7 @@ { "cell_type": "code", "execution_count": null, - "id": "83e4433e", + "id": "971e4622", "metadata": { "lines_to_next_cell": 1 }, @@ -874,7 +874,7 @@ }, { "cell_type": "markdown", - "id": "887dcc4e", + "id": "d86d0ea1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -894,7 +894,7 @@ { "cell_type": "code", "execution_count": null, - "id": "86412c93", + "id": "ee7e26ce", "metadata": {}, "outputs": [], "source": [ @@ -918,7 +918,7 @@ { "cell_type": "code", "execution_count": null, - "id": "67aa5e42", + "id": "6b0e8161", "metadata": {}, "outputs": [], "source": [ @@ -928,7 +928,7 @@ }, { "cell_type": "markdown", - "id": "7a9574f1", + "id": "854f274b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -950,7 +950,7 @@ }, { "cell_type": "markdown", - "id": "e694f3fa", + "id": "7783da15", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -962,7 +962,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f7d8ecce", + "id": "14812a7c", "metadata": { "lines_to_next_cell": 2, "tags": [ @@ -1032,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "5688f728", + "id": "5809a842", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1044,7 +1044,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d9ba276a", + "id": "59ea06d6", "metadata": {}, "outputs": [], "source": [ @@ -1057,7 +1057,7 @@ }, { "cell_type": "markdown", - "id": "7a617979", + "id": "86c8ae57", "metadata": { "tags": [] }, @@ -1072,7 +1072,7 @@ }, { "cell_type": "markdown", - "id": "83a57e24", + "id": "8316db9c", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1084,7 +1084,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7cfef8b9", + "id": "d9fbc729", "metadata": {}, "outputs": [], "source": [ @@ -1103,7 +1103,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d8539b97", + "id": "e2a81fb3", "metadata": { "lines_to_next_cell": 0 }, @@ -1112,7 +1112,7 @@ }, { "cell_type": "markdown", - "id": "9b0e218e", + "id": "e039a039", "metadata": { "tags": [] }, @@ -1128,7 +1128,7 @@ }, { "cell_type": "markdown", - "id": "e4172419", + "id": "7f4210fd", "metadata": { "tags": [] }, @@ -1138,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "dde54fef", + "id": "faf3eac1", "metadata": { "tags": [] }, @@ -1155,7 +1155,7 @@ { "cell_type": "code", "execution_count": null, - "id": "bd522c56", + "id": "b56b0ac0", "metadata": { "title": "Loading the test dataset" }, @@ -1175,7 +1175,7 @@ }, { "cell_type": "markdown", - "id": "8add0043", + "id": "e0ded76f", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1187,7 +1187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9dbf8de3", + "id": "fdcd0b4c", "metadata": {}, "outputs": [], "source": [ @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "92d62851", + "id": "a0a01596", "metadata": { "lines_to_next_cell": 0 }, @@ -1210,7 +1210,7 @@ }, { "cell_type": "markdown", - "id": "f53dea12", + "id": "5088af03", "metadata": { "lines_to_next_cell": 0 }, @@ -1228,7 +1228,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1226f193", + "id": "b4cb730b", "metadata": { "tags": [ "solution" @@ -1265,7 +1265,7 @@ }, { "cell_type": "markdown", - "id": "00471bff", + "id": "c87c89df", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1277,7 +1277,7 @@ { "cell_type": "code", "execution_count": null, - "id": "72dc24f2", + "id": "7db32745", "metadata": {}, "outputs": [], "source": [ @@ -1287,7 +1287,7 @@ }, { "cell_type": "markdown", - "id": "749aaa82", + "id": "ed5aafe5", "metadata": { "tags": [] }, @@ -1302,7 +1302,7 @@ }, { "cell_type": "markdown", - "id": "b2f7bd72", + "id": "cdba36a8", "metadata": { "tags": [] }, @@ -1313,7 +1313,7 @@ { "cell_type": "code", "execution_count": null, - "id": "873b0840", + "id": "de504515", "metadata": {}, "outputs": [], "source": [ @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "4553c214", + "id": "d460f4eb", "metadata": { "tags": [] }, @@ -1342,7 +1342,7 @@ }, { "cell_type": "markdown", - "id": "12113757", + "id": "59041d52", "metadata": { "lines_to_next_cell": 0 }, @@ -1357,7 +1357,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2afb5f61", + "id": "752c4ee3", "metadata": { "lines_to_next_cell": 1 }, @@ -1379,7 +1379,7 @@ { "cell_type": "code", "execution_count": null, - "id": "b63644b4", + "id": "1a401326", "metadata": { "lines_to_next_cell": 1, "title": "Another visualization function" @@ -1409,7 +1409,7 @@ { "cell_type": "code", "execution_count": null, - "id": "fe366563", + "id": "affc1177", "metadata": { "lines_to_next_cell": 0 }, @@ -1425,7 +1425,7 @@ }, { "cell_type": "markdown", - "id": "dcae89a4", + "id": "194ac43d", "metadata": { "lines_to_next_cell": 0 }, @@ -1441,7 +1441,7 @@ }, { "cell_type": "markdown", - "id": "f2a0dae2", + "id": "f54356bc", "metadata": { "lines_to_next_cell": 0 }, @@ -1456,7 +1456,7 @@ }, { "cell_type": "markdown", - "id": "67ef87b3", + "id": "473e32d8", "metadata": { "lines_to_next_cell": 0 }, @@ -1480,7 +1480,7 @@ { "cell_type": "code", "execution_count": null, - "id": "832a5a11", + "id": "0d29cfae", "metadata": {}, "outputs": [], "source": [ @@ -1493,7 +1493,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3296408d", + "id": "3d2d9a2d", "metadata": {}, "outputs": [], "source": [ @@ -1526,7 +1526,7 @@ }, { "cell_type": "markdown", - "id": "ef3eedbb", + "id": "29cd4445", "metadata": { "lines_to_next_cell": 0 }, @@ -1542,7 +1542,7 @@ { "cell_type": "code", "execution_count": null, - "id": "81df49f2", + "id": "d9a0f9e5", "metadata": { "lines_to_next_cell": 0 }, @@ -1565,7 +1565,7 @@ }, { "cell_type": "markdown", - "id": "9719086f", + "id": "f508f4cc", "metadata": { "lines_to_next_cell": 0 }, @@ -1579,7 +1579,7 @@ }, { "cell_type": "markdown", - "id": "c156966d", + "id": "31527df5", "metadata": { "lines_to_next_cell": 0 }, @@ -1596,7 +1596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "0089c05a", + "id": "94b216f2", "metadata": { "tags": [ "solution" @@ -1619,7 +1619,7 @@ { "cell_type": "code", "execution_count": null, - "id": "37fc0f75", + "id": "2f77a1be", "metadata": { "lines_to_next_cell": 0 }, @@ -1628,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "39a664b0", + "id": "06b8ef1a", "metadata": {}, "source": [ "

Questions

\n", @@ -1640,7 +1640,7 @@ }, { "cell_type": "markdown", - "id": "9ea3aa28", + "id": "a3953322", "metadata": {}, "source": [ "

Checkpoint 5

\n", @@ -1658,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "bbfc39f2", + "id": "4c2eb6f3", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1673,7 +1673,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3dea95db", + "id": "b972033b", "metadata": { "tags": [ "solution"