From 5ccd575f18927f6478df9e4df4be032a78ad2116 Mon Sep 17 00:00:00 2001 From: adjavon Date: Fri, 16 Aug 2024 17:43:16 +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 dbcc8ba..879ab3e 100644 --- a/exercise.ipynb +++ b/exercise.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9fad1fb6", + "id": "4b4181d6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "d2eb0ba6", + "id": "1169a031", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "66fd4eb4", + "id": "214ed3cb", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d0c5a17", + "id": "95d01880", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "068a0ab7", + "id": "05f803f1", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a5706cea", + "id": "e746b8f0", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "9ae13dc9", + "id": "8f6d18bf", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "61e909bb", + "id": "cc2209ac", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e06d760c", + "id": "246d5d44", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -155,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "be176cbc", + "id": "baccff88", "metadata": { "lines_to_next_cell": 0 }, @@ -166,7 +166,7 @@ { "cell_type": "code", "execution_count": null, - "id": "778c296c", + "id": "2525561d", "metadata": { "lines_to_next_cell": 2 }, @@ -192,7 +192,7 @@ }, { "cell_type": "markdown", - "id": "58e55138", + "id": "9922897d", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "4ca35577", + "id": "2add0490", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -215,7 +215,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e18a3ae4", + "id": "4a50f07b", "metadata": { "tags": [] }, @@ -231,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "aa4b2cb0", + "id": "db4b8deb", "metadata": { "tags": [] }, @@ -247,7 +247,7 @@ { "cell_type": "code", "execution_count": null, - "id": "33463270", + "id": "cbc65a0f", "metadata": { "tags": [ "task" @@ -268,7 +268,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d0c7872", + "id": "8ef8eeec", "metadata": { "tags": [] }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "f3e9270c", + "id": "9506b18b", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -293,7 +293,7 @@ { "cell_type": "code", "execution_count": null, - "id": "425dbbcc", + "id": "32097d64", "metadata": { "tags": [] }, @@ -321,7 +321,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f17d056", + "id": "0d3b3cc5", "metadata": { "tags": [] }, @@ -333,7 +333,7 @@ }, { "cell_type": "markdown", - "id": "fa8198ad", + "id": "b5de1dee", "metadata": { "lines_to_next_cell": 2 }, @@ -347,7 +347,7 @@ }, { "cell_type": "markdown", - "id": "564385db", + "id": "c4ea44f9", "metadata": { "lines_to_next_cell": 0 }, @@ -360,7 +360,7 @@ { "cell_type": "code", "execution_count": null, - "id": "243d9f78", + "id": "dd2ab31e", "metadata": {}, "outputs": [], "source": [ @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "d74a9e52", + "id": "f996d266", "metadata": { "lines_to_next_cell": 0 }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "a950ace4", + "id": "5c4eb730", "metadata": {}, "source": [ "\n", @@ -424,7 +424,7 @@ }, { "cell_type": "markdown", - "id": "dbe69740", + "id": "a4a819f1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -436,7 +436,7 @@ { "cell_type": "code", "execution_count": null, - "id": "084ff537", + "id": "2de84b61", "metadata": { "tags": [ "task" @@ -456,7 +456,7 @@ }, { "cell_type": "markdown", - "id": "2c0c6205", + "id": "2f5102f5", "metadata": { "tags": [] }, @@ -470,7 +470,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1b06932e", + "id": "2ab73887", "metadata": { "tags": [ "task" @@ -492,7 +492,7 @@ }, { "cell_type": "markdown", - "id": "15b67780", + "id": "9ba8db53", "metadata": { "tags": [] }, @@ -508,7 +508,7 @@ }, { "cell_type": "markdown", - "id": "46b17b7a", + "id": "ad636e18", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -522,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "27e47ae9", + "id": "a2f58ea0", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -542,7 +542,7 @@ }, { "cell_type": "markdown", - "id": "c7755d0d", + "id": "2d8ba19e", "metadata": { "lines_to_next_cell": 0 }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "dd937252", + "id": "4710cc4e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -593,7 +593,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2a3bb62c", + "id": "e53413fc", "metadata": {}, "outputs": [], "source": [ @@ -625,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "fc02905f", + "id": "de51e24c", "metadata": { "lines_to_next_cell": 0 }, @@ -640,7 +640,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d81dccb8", + "id": "640b462d", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -661,7 +661,7 @@ }, { "cell_type": "markdown", - "id": "919cbcdf", + "id": "d8a63d51", "metadata": { "tags": [] }, @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "3515f790", + "id": "842a622b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -693,7 +693,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ef21e313", + "id": "46352b5e", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "825a5b81", + "id": "a254958b", "metadata": { "lines_to_next_cell": 0 }, @@ -718,7 +718,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7117cd7d", + "id": "e708acc0", "metadata": {}, "outputs": [], "source": [ @@ -728,7 +728,7 @@ }, { "cell_type": "markdown", - "id": "52182962", + "id": "507389af", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -746,7 +746,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a084fbe2", + "id": "f0895191", "metadata": { "lines_to_next_cell": 0 }, @@ -758,7 +758,7 @@ }, { "cell_type": "markdown", - "id": "30c300ef", + "id": "93be09da", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -777,7 +777,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c74d359f", + "id": "7be2896e", "metadata": {}, "outputs": [], "source": [ @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "3cb1747c", + "id": "7082aedf", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -802,7 +802,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29b973db", + "id": "121b201a", "metadata": {}, "outputs": [], "source": [ @@ -811,7 +811,7 @@ }, { "cell_type": "markdown", - "id": "f5a2f065", + "id": "d60ff4f5", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -823,7 +823,7 @@ { "cell_type": "code", "execution_count": null, - "id": "353b2412", + "id": "1c41c3d0", "metadata": { "lines_to_next_cell": 1 }, @@ -838,7 +838,7 @@ }, { "cell_type": "markdown", - "id": "ea495852", + "id": "7dc2bc5b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -852,7 +852,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d0caae29", + "id": "83e4433e", "metadata": { "lines_to_next_cell": 1 }, @@ -866,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "a2dc73d5", + "id": "887dcc4e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -886,7 +886,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5731e44c", + "id": "86412c93", "metadata": {}, "outputs": [], "source": [ @@ -910,7 +910,7 @@ { "cell_type": "code", "execution_count": null, - "id": "faf83226", + "id": "67aa5e42", "metadata": {}, "outputs": [], "source": [ @@ -920,7 +920,7 @@ }, { "cell_type": "markdown", - "id": "5ca6cb80", + "id": "7a9574f1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -942,7 +942,7 @@ }, { "cell_type": "markdown", - "id": "f540e9f9", + "id": "e694f3fa", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -954,7 +954,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c4ac820b", + "id": "3166f59c", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1065,7 +1065,7 @@ }, { "cell_type": "markdown", - "id": "6de959c1", + "id": "5688f728", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1077,7 +1077,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ca459374", + "id": "d9ba276a", "metadata": {}, "outputs": [], "source": [ @@ -1090,7 +1090,7 @@ }, { "cell_type": "markdown", - "id": "a04ada72", + "id": "7a617979", "metadata": { "tags": [] }, @@ -1105,7 +1105,7 @@ }, { "cell_type": "markdown", - "id": "18fb6fef", + "id": "83a57e24", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1117,7 +1117,7 @@ { "cell_type": "code", "execution_count": null, - "id": "17119e9f", + "id": "7cfef8b9", "metadata": {}, "outputs": [], "source": [ @@ -1136,7 +1136,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f5c9a2db", + "id": "d8539b97", "metadata": { "lines_to_next_cell": 0 }, @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "8f1af03d", + "id": "9b0e218e", "metadata": { "tags": [] }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "605bf68c", + "id": "e4172419", "metadata": { "tags": [] }, @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "784f0d5d", + "id": "dde54fef", "metadata": { "tags": [] }, @@ -1188,7 +1188,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9307cba8", + "id": "bd522c56", "metadata": { "title": "Loading the test dataset" }, @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "74473b00", + "id": "8add0043", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1220,7 +1220,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a9510356", + "id": "9dbf8de3", "metadata": {}, "outputs": [], "source": [ @@ -1233,7 +1233,7 @@ }, { "cell_type": "markdown", - "id": "249c45fb", + "id": "92d62851", "metadata": { "lines_to_next_cell": 0 }, @@ -1243,7 +1243,7 @@ }, { "cell_type": "markdown", - "id": "dd0fb05f", + "id": "f53dea12", "metadata": { "lines_to_next_cell": 0 }, @@ -1261,7 +1261,7 @@ { "cell_type": "code", "execution_count": null, - "id": "64894033", + "id": "e0c33dd8", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1297,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "716001cf", + "id": "00471bff", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1309,7 +1309,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cc1239de", + "id": "72dc24f2", "metadata": {}, "outputs": [], "source": [ @@ -1319,7 +1319,7 @@ }, { "cell_type": "markdown", - "id": "9347c10b", + "id": "749aaa82", "metadata": { "tags": [] }, @@ -1334,7 +1334,7 @@ }, { "cell_type": "markdown", - "id": "f2233521", + "id": "b2f7bd72", "metadata": { "tags": [] }, @@ -1345,7 +1345,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7cdfd5f", + "id": "873b0840", "metadata": {}, "outputs": [], "source": [ @@ -1359,7 +1359,7 @@ }, { "cell_type": "markdown", - "id": "a488e258", + "id": "4553c214", "metadata": { "tags": [] }, @@ -1374,7 +1374,7 @@ }, { "cell_type": "markdown", - "id": "dec8dfbc", + "id": "12113757", "metadata": { "lines_to_next_cell": 0 }, @@ -1389,7 +1389,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9558f7b0", + "id": "2afb5f61", "metadata": { "lines_to_next_cell": 1 }, @@ -1411,7 +1411,7 @@ { "cell_type": "code", "execution_count": null, - "id": "24103754", + "id": "b63644b4", "metadata": { "lines_to_next_cell": 1, "title": "Another visualization function" @@ -1441,7 +1441,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5b543a3c", + "id": "fe366563", "metadata": { "lines_to_next_cell": 0 }, @@ -1457,7 +1457,7 @@ }, { "cell_type": "markdown", - "id": "42ffe1c6", + "id": "dcae89a4", "metadata": { "lines_to_next_cell": 0 }, @@ -1473,7 +1473,7 @@ }, { "cell_type": "markdown", - "id": "8133616c", + "id": "f2a0dae2", "metadata": { "lines_to_next_cell": 0 }, @@ -1488,7 +1488,7 @@ }, { "cell_type": "markdown", - "id": "6477c0a4", + "id": "67ef87b3", "metadata": { "lines_to_next_cell": 0 }, @@ -1512,7 +1512,7 @@ { "cell_type": "code", "execution_count": null, - "id": "391c356d", + "id": "832a5a11", "metadata": {}, "outputs": [], "source": [ @@ -1525,7 +1525,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5c2761a6", + "id": "3296408d", "metadata": {}, "outputs": [], "source": [ @@ -1558,7 +1558,7 @@ }, { "cell_type": "markdown", - "id": "1a72be14", + "id": "ef3eedbb", "metadata": { "lines_to_next_cell": 0 }, @@ -1574,7 +1574,7 @@ { "cell_type": "code", "execution_count": null, - "id": "624d7e7e", + "id": "81df49f2", "metadata": { "lines_to_next_cell": 0 }, @@ -1597,7 +1597,7 @@ }, { "cell_type": "markdown", - "id": "4168872c", + "id": "9719086f", "metadata": { "lines_to_next_cell": 0 }, @@ -1611,7 +1611,7 @@ }, { "cell_type": "markdown", - "id": "f0e8ce5e", + "id": "c156966d", "metadata": { "lines_to_next_cell": 0 }, @@ -1628,7 +1628,7 @@ { "cell_type": "code", "execution_count": null, - "id": "98d61014", + "id": "37fc0f75", "metadata": { "lines_to_next_cell": 0 }, @@ -1637,7 +1637,7 @@ }, { "cell_type": "markdown", - "id": "9baf1cbb", + "id": "39a664b0", "metadata": {}, "source": [ "

Questions

\n", @@ -1649,7 +1649,7 @@ }, { "cell_type": "markdown", - "id": "9e9b79ba", + "id": "9ea3aa28", "metadata": {}, "source": [ "

Checkpoint 5

\n", diff --git a/solution.ipynb b/solution.ipynb index 2087e90..f99e1fe 100644 --- a/solution.ipynb +++ b/solution.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9fad1fb6", + "id": "4b4181d6", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "d2eb0ba6", + "id": "1169a031", "metadata": { "lines_to_next_cell": 0 }, @@ -41,7 +41,7 @@ }, { "cell_type": "markdown", - "id": "66fd4eb4", + "id": "214ed3cb", "metadata": {}, "source": [ "\n", @@ -54,7 +54,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d0c5a17", + "id": "95d01880", "metadata": { "lines_to_next_cell": 0 }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "068a0ab7", + "id": "05f803f1", "metadata": { "lines_to_next_cell": 0 }, @@ -84,7 +84,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a5706cea", + "id": "e746b8f0", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "9ae13dc9", + "id": "8f6d18bf", "metadata": { "lines_to_next_cell": 0 }, @@ -113,7 +113,7 @@ }, { "cell_type": "markdown", - "id": "61e909bb", + "id": "cc2209ac", "metadata": { "lines_to_next_cell": 0 }, @@ -130,7 +130,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9f351427", + "id": "3a359874", "metadata": { "tags": [ "solution" @@ -154,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "be176cbc", + "id": "baccff88", "metadata": { "lines_to_next_cell": 0 }, @@ -165,7 +165,7 @@ { "cell_type": "code", "execution_count": null, - "id": "778c296c", + "id": "2525561d", "metadata": { "lines_to_next_cell": 2 }, @@ -191,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "58e55138", + "id": "9922897d", "metadata": {}, "source": [ "# Part 2: Using Integrated Gradients to find what the classifier knows\n", @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "4ca35577", + "id": "2add0490", "metadata": {}, "source": [ "## Attributions through integrated gradients\n", @@ -214,7 +214,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e18a3ae4", + "id": "4a50f07b", "metadata": { "tags": [] }, @@ -230,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "aa4b2cb0", + "id": "db4b8deb", "metadata": { "tags": [] }, @@ -246,7 +246,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cdcbfa60", + "id": "a06d514b", "metadata": { "tags": [ "solution" @@ -270,7 +270,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d0c7872", + "id": "8ef8eeec", "metadata": { "tags": [] }, @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "f3e9270c", + "id": "9506b18b", "metadata": { "lines_to_next_cell": 2, "tags": [] @@ -295,7 +295,7 @@ { "cell_type": "code", "execution_count": null, - "id": "425dbbcc", + "id": "32097d64", "metadata": { "tags": [] }, @@ -323,7 +323,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5f17d056", + "id": "0d3b3cc5", "metadata": { "tags": [] }, @@ -335,7 +335,7 @@ }, { "cell_type": "markdown", - "id": "fa8198ad", + "id": "b5de1dee", "metadata": { "lines_to_next_cell": 2 }, @@ -349,7 +349,7 @@ }, { "cell_type": "markdown", - "id": "564385db", + "id": "c4ea44f9", "metadata": { "lines_to_next_cell": 0 }, @@ -362,7 +362,7 @@ { "cell_type": "code", "execution_count": null, - "id": "243d9f78", + "id": "dd2ab31e", "metadata": {}, "outputs": [], "source": [ @@ -386,7 +386,7 @@ }, { "cell_type": "markdown", - "id": "d74a9e52", + "id": "f996d266", "metadata": { "lines_to_next_cell": 0 }, @@ -400,7 +400,7 @@ }, { "cell_type": "markdown", - "id": "a950ace4", + "id": "5c4eb730", "metadata": {}, "source": [ "\n", @@ -426,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "dbe69740", + "id": "a4a819f1", "metadata": {}, "source": [ "

Task 2.3: Use random noise as a baseline

\n", @@ -438,7 +438,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e5710918", + "id": "73549bdd", "metadata": { "tags": [ "solution" @@ -463,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "2c0c6205", + "id": "2f5102f5", "metadata": { "tags": [] }, @@ -477,7 +477,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1281007a", + "id": "6569d29f", "metadata": { "tags": [ "solution" @@ -504,7 +504,7 @@ }, { "cell_type": "markdown", - "id": "15b67780", + "id": "9ba8db53", "metadata": { "tags": [] }, @@ -520,7 +520,7 @@ }, { "cell_type": "markdown", - "id": "46b17b7a", + "id": "ad636e18", "metadata": {}, "source": [ "

BONUS Task: Using different attributions.

\n", @@ -534,7 +534,7 @@ }, { "cell_type": "markdown", - "id": "27e47ae9", + "id": "a2f58ea0", "metadata": {}, "source": [ "

Checkpoint 2

\n", @@ -554,7 +554,7 @@ }, { "cell_type": "markdown", - "id": "c7755d0d", + "id": "2d8ba19e", "metadata": { "lines_to_next_cell": 0 }, @@ -582,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "dd937252", + "id": "4710cc4e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -605,7 +605,7 @@ { "cell_type": "code", "execution_count": null, - "id": "2a3bb62c", + "id": "e53413fc", "metadata": {}, "outputs": [], "source": [ @@ -637,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "fc02905f", + "id": "de51e24c", "metadata": { "lines_to_next_cell": 0 }, @@ -652,7 +652,7 @@ { "cell_type": "code", "execution_count": null, - "id": "6196dc49", + "id": "b443096c", "metadata": { "tags": [ "solution" @@ -669,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "919cbcdf", + "id": "d8a63d51", "metadata": { "tags": [] }, @@ -684,7 +684,7 @@ }, { "cell_type": "markdown", - "id": "3515f790", + "id": "842a622b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -701,7 +701,7 @@ { "cell_type": "code", "execution_count": null, - "id": "28c68855", + "id": "009ba6a8", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -715,7 +715,7 @@ }, { "cell_type": "markdown", - "id": "825a5b81", + "id": "a254958b", "metadata": { "lines_to_next_cell": 0 }, @@ -726,7 +726,7 @@ { "cell_type": "code", "execution_count": null, - "id": "7117cd7d", + "id": "e708acc0", "metadata": {}, "outputs": [], "source": [ @@ -736,7 +736,7 @@ }, { "cell_type": "markdown", - "id": "52182962", + "id": "507389af", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -754,7 +754,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a084fbe2", + "id": "f0895191", "metadata": { "lines_to_next_cell": 0 }, @@ -766,7 +766,7 @@ }, { "cell_type": "markdown", - "id": "30c300ef", + "id": "93be09da", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -785,7 +785,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c74d359f", + "id": "7be2896e", "metadata": {}, "outputs": [], "source": [ @@ -794,7 +794,7 @@ }, { "cell_type": "markdown", - "id": "3cb1747c", + "id": "7082aedf", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -810,7 +810,7 @@ { "cell_type": "code", "execution_count": null, - "id": "29b973db", + "id": "121b201a", "metadata": {}, "outputs": [], "source": [ @@ -819,7 +819,7 @@ }, { "cell_type": "markdown", - "id": "f5a2f065", + "id": "d60ff4f5", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -831,7 +831,7 @@ { "cell_type": "code", "execution_count": null, - "id": "353b2412", + "id": "1c41c3d0", "metadata": { "lines_to_next_cell": 1 }, @@ -846,7 +846,7 @@ }, { "cell_type": "markdown", - "id": "ea495852", + "id": "7dc2bc5b", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -860,7 +860,7 @@ { "cell_type": "code", "execution_count": null, - "id": "d0caae29", + "id": "83e4433e", "metadata": { "lines_to_next_cell": 1 }, @@ -874,7 +874,7 @@ }, { "cell_type": "markdown", - "id": "a2dc73d5", + "id": "887dcc4e", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -894,7 +894,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5731e44c", + "id": "86412c93", "metadata": {}, "outputs": [], "source": [ @@ -918,7 +918,7 @@ { "cell_type": "code", "execution_count": null, - "id": "faf83226", + "id": "67aa5e42", "metadata": {}, "outputs": [], "source": [ @@ -928,7 +928,7 @@ }, { "cell_type": "markdown", - "id": "5ca6cb80", + "id": "7a9574f1", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -950,7 +950,7 @@ }, { "cell_type": "markdown", - "id": "f540e9f9", + "id": "e694f3fa", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -962,7 +962,7 @@ { "cell_type": "code", "execution_count": null, - "id": "abb9371f", + "id": "f7d8ecce", "metadata": { "lines_to_next_cell": 2, "tags": [ @@ -1032,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "6de959c1", + "id": "5688f728", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1044,7 +1044,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ca459374", + "id": "d9ba276a", "metadata": {}, "outputs": [], "source": [ @@ -1057,7 +1057,7 @@ }, { "cell_type": "markdown", - "id": "a04ada72", + "id": "7a617979", "metadata": { "tags": [] }, @@ -1072,7 +1072,7 @@ }, { "cell_type": "markdown", - "id": "18fb6fef", + "id": "83a57e24", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1084,7 +1084,7 @@ { "cell_type": "code", "execution_count": null, - "id": "17119e9f", + "id": "7cfef8b9", "metadata": {}, "outputs": [], "source": [ @@ -1103,7 +1103,7 @@ { "cell_type": "code", "execution_count": null, - "id": "f5c9a2db", + "id": "d8539b97", "metadata": { "lines_to_next_cell": 0 }, @@ -1112,7 +1112,7 @@ }, { "cell_type": "markdown", - "id": "8f1af03d", + "id": "9b0e218e", "metadata": { "tags": [] }, @@ -1128,7 +1128,7 @@ }, { "cell_type": "markdown", - "id": "605bf68c", + "id": "e4172419", "metadata": { "tags": [] }, @@ -1138,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "784f0d5d", + "id": "dde54fef", "metadata": { "tags": [] }, @@ -1155,7 +1155,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9307cba8", + "id": "bd522c56", "metadata": { "title": "Loading the test dataset" }, @@ -1175,7 +1175,7 @@ }, { "cell_type": "markdown", - "id": "74473b00", + "id": "8add0043", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1187,7 +1187,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a9510356", + "id": "9dbf8de3", "metadata": {}, "outputs": [], "source": [ @@ -1200,7 +1200,7 @@ }, { "cell_type": "markdown", - "id": "249c45fb", + "id": "92d62851", "metadata": { "lines_to_next_cell": 0 }, @@ -1210,7 +1210,7 @@ }, { "cell_type": "markdown", - "id": "dd0fb05f", + "id": "f53dea12", "metadata": { "lines_to_next_cell": 0 }, @@ -1228,7 +1228,7 @@ { "cell_type": "code", "execution_count": null, - "id": "99ecfc15", + "id": "1226f193", "metadata": { "tags": [ "solution" @@ -1265,7 +1265,7 @@ }, { "cell_type": "markdown", - "id": "716001cf", + "id": "00471bff", "metadata": { "lines_to_next_cell": 0, "tags": [] @@ -1277,7 +1277,7 @@ { "cell_type": "code", "execution_count": null, - "id": "cc1239de", + "id": "72dc24f2", "metadata": {}, "outputs": [], "source": [ @@ -1287,7 +1287,7 @@ }, { "cell_type": "markdown", - "id": "9347c10b", + "id": "749aaa82", "metadata": { "tags": [] }, @@ -1302,7 +1302,7 @@ }, { "cell_type": "markdown", - "id": "f2233521", + "id": "b2f7bd72", "metadata": { "tags": [] }, @@ -1313,7 +1313,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c7cdfd5f", + "id": "873b0840", "metadata": {}, "outputs": [], "source": [ @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "a488e258", + "id": "4553c214", "metadata": { "tags": [] }, @@ -1342,7 +1342,7 @@ }, { "cell_type": "markdown", - "id": "dec8dfbc", + "id": "12113757", "metadata": { "lines_to_next_cell": 0 }, @@ -1357,7 +1357,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9558f7b0", + "id": "2afb5f61", "metadata": { "lines_to_next_cell": 1 }, @@ -1379,7 +1379,7 @@ { "cell_type": "code", "execution_count": null, - "id": "24103754", + "id": "b63644b4", "metadata": { "lines_to_next_cell": 1, "title": "Another visualization function" @@ -1409,7 +1409,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5b543a3c", + "id": "fe366563", "metadata": { "lines_to_next_cell": 0 }, @@ -1425,7 +1425,7 @@ }, { "cell_type": "markdown", - "id": "42ffe1c6", + "id": "dcae89a4", "metadata": { "lines_to_next_cell": 0 }, @@ -1441,7 +1441,7 @@ }, { "cell_type": "markdown", - "id": "8133616c", + "id": "f2a0dae2", "metadata": { "lines_to_next_cell": 0 }, @@ -1456,7 +1456,7 @@ }, { "cell_type": "markdown", - "id": "6477c0a4", + "id": "67ef87b3", "metadata": { "lines_to_next_cell": 0 }, @@ -1480,7 +1480,7 @@ { "cell_type": "code", "execution_count": null, - "id": "391c356d", + "id": "832a5a11", "metadata": {}, "outputs": [], "source": [ @@ -1493,7 +1493,7 @@ { "cell_type": "code", "execution_count": null, - "id": "5c2761a6", + "id": "3296408d", "metadata": {}, "outputs": [], "source": [ @@ -1526,7 +1526,7 @@ }, { "cell_type": "markdown", - "id": "1a72be14", + "id": "ef3eedbb", "metadata": { "lines_to_next_cell": 0 }, @@ -1542,7 +1542,7 @@ { "cell_type": "code", "execution_count": null, - "id": "624d7e7e", + "id": "81df49f2", "metadata": { "lines_to_next_cell": 0 }, @@ -1565,7 +1565,7 @@ }, { "cell_type": "markdown", - "id": "4168872c", + "id": "9719086f", "metadata": { "lines_to_next_cell": 0 }, @@ -1579,7 +1579,7 @@ }, { "cell_type": "markdown", - "id": "f0e8ce5e", + "id": "c156966d", "metadata": { "lines_to_next_cell": 0 }, @@ -1596,7 +1596,7 @@ { "cell_type": "code", "execution_count": null, - "id": "75f470fb", + "id": "0089c05a", "metadata": { "tags": [ "solution" @@ -1619,7 +1619,7 @@ { "cell_type": "code", "execution_count": null, - "id": "98d61014", + "id": "37fc0f75", "metadata": { "lines_to_next_cell": 0 }, @@ -1628,7 +1628,7 @@ }, { "cell_type": "markdown", - "id": "9baf1cbb", + "id": "39a664b0", "metadata": {}, "source": [ "

Questions

\n", @@ -1640,7 +1640,7 @@ }, { "cell_type": "markdown", - "id": "9e9b79ba", + "id": "9ea3aa28", "metadata": {}, "source": [ "

Checkpoint 5

\n", @@ -1658,7 +1658,7 @@ }, { "cell_type": "markdown", - "id": "ba5fab31", + "id": "bbfc39f2", "metadata": { "lines_to_next_cell": 0, "tags": [ @@ -1673,7 +1673,7 @@ { "cell_type": "code", "execution_count": null, - "id": "00729fac", + "id": "3dea95db", "metadata": { "tags": [ "solution"