From fa27d62008dae4dd341beb77f4fa18ea11802988 Mon Sep 17 00:00:00 2001
From: Iuri Rocha <i.rocha@tudelft.nl>
Date: Thu, 19 Dec 2024 21:06:42 +0100
Subject: [PATCH 1/2] updated README file
---
content/GA_2_6/README.md | 25 +++++++++----------------
1 file changed, 9 insertions(+), 16 deletions(-)
diff --git a/content/GA_2_6/README.md b/content/GA_2_6/README.md
index 02a3210f..f1c1e3da 100644
--- a/content/GA_2_6/README.md
+++ b/content/GA_2_6/README.md
@@ -1,23 +1,17 @@
-# Project 10 Report: Machine Learning
+# README for Group Assignment 2.6
-*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/).*
+*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/).: Week 2.6, Friday, Dec 20, 2024.*
-The focus of this assignment is to use a neural network to create a surrogate model of a pipe network that predicts pressures as a function of pipe diameter. The context is that the model that is used to compute pressures in the system is time-consuming to run, so we would like to train a neural network to make calculations faster (i.e., use the surrogate model).
-
-## Working Remotely
-
-For this week, we recognize that many may be working remotely. As such, we've made the project files available in advance to allow you all the ability to work on it beforehand and make arrangements with your group-mates to work effectively and cooperatively. Teachers will still be present, in-person, on Friday and it is still expected that the project report be submitted at the end of the session Friday. If there are any announcements to be made, we will add them to presentation, which you can view remotely at [this link](https://tud365.sharepoint.com/:p:/s/MUDE/EcZ-L1gD2ABEhlOb0p83OGIBl4N-Jr4OqP2TRNRL9CEYiQ?e=3Uuueo).
+The focus of this assignment is to use a neural network to create a model able to detect cracks on bridges by looking at indirect displacement measurements.
## Overview of material
- `README.md` (this file)
- `Report.md`, primary file in which you write your answers to questions.
-- `P10.ipynb`, the notebook in which you will build and evaluate the neural network.
+- `Analysis.ipynb`, the notebook in which you will build and evaluate the neural network.
- a subdirectory `./figs` containing some figures included in the notebooks (which you don't need to open).
-- a `.gitignore` file preventing your data being pushed to Gitlab.
-
-**You need to download the data for this project!** Two data files are needed: `features_BAK.pk` and `targets_BAK.pk`, which should added to your repository in a subdirectory `./data`, which is located in the same directory as `P10.ipynb`. **Download the data [using this link](https://surfdrive.surf.nl/files/index.php/s/UmjdZCAAlbvaKRO/download).**
+**You need to download the data for this project!** A single file `bridges.csv` is needed, which should be added to your repository in a subdirectory `./data`, which is located in the same directory as `Analysis.ipynb`. **Download the data [using this link](https://surfdrive.surf.nl/files/index.php/s/3g1FiVVWPLCTRIi/download).**
### Python Environments
@@ -26,8 +20,7 @@ The environment you used earlier in the week will be sufficient, as long as it h
## Submission and deadline
- Submit your answers, together with any relevant plots, in the Markdown file `Report.md`. This is the primary document that will be used to determine your grade; however, the auxiliary files (e.g., `*.ipynb` or `*.py` files) may be checked in case something is not clear.
-- The deadline is to submit your work by making commits to your Group's GitLab repository by Friday at 12:30h.
-- This project will be graded on interpretation, application, documentation and programming.
+- The deadline is to submit your work by Friday at 12:30h.
## Repository, Formatting and Static Check
@@ -38,10 +31,10 @@ You are always expected to provide well-formatted figures and Markdown text in y
## Backup data links
Sometimes the download links reach a maximum limit. If the link above no longer works, try one of these:
-- [Backup link 1](https://surfdrive.surf.nl/files/index.php/s/E2FOutaHes7gm6Z/download)
-- [Backup link 2](https://surfdrive.surf.nl/files/index.php/s/OQb1kpbrND3NPqg/download)
+- [Backup link 1](https://surfdrive.surf.nl/files/index.php/s/CkjpzSgkvPpfPrx/download)
+- [Backup link 2](https://surfdrive.surf.nl/files/index.php/s/kpvuUd0PMUrefKP/download)
**End of file.**
<span style="font-size: 75%">
-© Copyright 2023 <a rel="MUDE Team" href="https://studiegids.tudelft.nl/a101_displayCourse.do?course_id=65595">MUDE Teaching Team</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">CC BY-NC-SA 4.0 License</a>.
+© Copyright 2024 <a rel="MUDE Team" href="https://studiegids.tudelft.nl/a101_displayCourse.do?course_id=65595">MUDE Teaching Team</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by-nc-sa/4.0/">CC BY-NC-SA 4.0 License</a>.
--
GitLab
From 441ef5597790719f1df4c63a534bf9b968c319f3 Mon Sep 17 00:00:00 2001
From: GitLab CI <gitlab-ci@example.com>
Date: Thu, 19 Dec 2024 20:13:23 +0000
Subject: [PATCH 2/2] Update synced files [skip ci]
---
.../Analysis_discharge_solution.ipynb | 2 +-
.../Analysis_emissions_solution.ipynb | 18 +++++++++---------
.../Force/Analysis_force_solution.ipynb | 18 +++++++++---------
.../Student/Discharge/Analysis_discharge.ipynb | 6 +++---
.../Student/Emissions/Analysis_emissions.ipynb | 6 +++---
.../GA_1_7/Student/Force/Analysis_force.ipynb | 6 +++---
.../Unused/Temp/Distribution_Fitting_T.ipynb | 14 +++++++-------
.../Week_2_2/old/PA_2_1_solution_sympy.ipynb | 18 +++++++++---------
.../Week_2_2/old/old_PA10_solution_sympy.ipynb | 18 +++++++++---------
synced_files/Week_2_7/WS_2_7_solution.ipynb | 14 +++++++-------
synced_files/Week_2_7/WS_2_7_student.ipynb | 6 +++---
11 files changed, 63 insertions(+), 63 deletions(-)
diff --git a/synced_files/GA_1_7/Solution/Discharge/Analysis_discharge_solution.ipynb b/synced_files/GA_1_7/Solution/Discharge/Analysis_discharge_solution.ipynb
index 685c2d19..0223da2b 100644
--- a/synced_files/GA_1_7/Solution/Discharge/Analysis_discharge_solution.ipynb
+++ b/synced_files/GA_1_7/Solution/Discharge/Analysis_discharge_solution.ipynb
@@ -604,7 +604,7 @@
},
{
"cell_type": "markdown",
- "id": "1b89dc80",
+ "id": "09ed49fd",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
diff --git a/synced_files/GA_1_7/Solution/Emissions/Analysis_emissions_solution.ipynb b/synced_files/GA_1_7/Solution/Emissions/Analysis_emissions_solution.ipynb
index 93bdc3fb..85d061f4 100644
--- a/synced_files/GA_1_7/Solution/Emissions/Analysis_emissions_solution.ipynb
+++ b/synced_files/GA_1_7/Solution/Emissions/Analysis_emissions_solution.ipynb
@@ -157,7 +157,7 @@
},
{
"cell_type": "markdown",
- "id": "fecf2b8d",
+ "id": "dabea0c7",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -260,7 +260,7 @@
},
{
"cell_type": "markdown",
- "id": "6db9d9d9",
+ "id": "fbad1fd5",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -372,7 +372,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "008eb973",
+ "id": "5c971a7f",
"metadata": {},
"outputs": [],
"source": [
@@ -435,7 +435,7 @@
},
{
"cell_type": "markdown",
- "id": "3ed9d4ca",
+ "id": "10807463",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -536,7 +536,7 @@
},
{
"cell_type": "markdown",
- "id": "76f7cc34",
+ "id": "a57002a6",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -550,7 +550,7 @@
},
{
"cell_type": "markdown",
- "id": "b409e339",
+ "id": "05ef2c7e",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -571,7 +571,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "b9a83b39",
+ "id": "9287c4ac",
"metadata": {},
"outputs": [],
"source": [
@@ -587,7 +587,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "dc134ded",
+ "id": "b0aac25b",
"metadata": {},
"outputs": [],
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@@ -600,7 +600,7 @@
},
{
"cell_type": "markdown",
- "id": "8ead6d21",
+ "id": "3833f71b",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
diff --git a/synced_files/GA_1_7/Solution/Force/Analysis_force_solution.ipynb b/synced_files/GA_1_7/Solution/Force/Analysis_force_solution.ipynb
index ae32d931..dbfa7404 100644
--- a/synced_files/GA_1_7/Solution/Force/Analysis_force_solution.ipynb
+++ b/synced_files/GA_1_7/Solution/Force/Analysis_force_solution.ipynb
@@ -162,7 +162,7 @@
},
{
"cell_type": "markdown",
- "id": "979c12d3",
+ "id": "5818ecd1",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -267,7 +267,7 @@
},
{
"cell_type": "markdown",
- "id": "2a50669e",
+ "id": "515f907a",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -380,7 +380,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "4605e296",
+ "id": "ddf29d6c",
"metadata": {},
"outputs": [],
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@@ -443,7 +443,7 @@
},
{
"cell_type": "markdown",
- "id": "a1bf7ccc",
+ "id": "75c152c4",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -544,7 +544,7 @@
},
{
"cell_type": "markdown",
- "id": "e5c2189f",
+ "id": "e9b3f971",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -559,7 +559,7 @@
},
{
"cell_type": "markdown",
- "id": "4f1ff703",
+ "id": "07e9b933",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -580,7 +580,7 @@
{
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"execution_count": null,
- "id": "e96c6bae",
+ "id": "7539b79a",
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@@ -596,7 +596,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "df7e5e57",
+ "id": "079bd7e6",
"metadata": {},
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@@ -609,7 +609,7 @@
},
{
"cell_type": "markdown",
- "id": "e82478f6",
+ "id": "65ef973a",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
diff --git a/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb b/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb
index de9fbf20..c9d3ad61 100644
--- a/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb
+++ b/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb
@@ -382,7 +382,7 @@
},
{
"cell_type": "markdown",
- "id": "a08e1a25",
+ "id": "5b3397a8",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -403,7 +403,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "92268357",
+ "id": "76e0d082",
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@@ -419,7 +419,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "55a8afc9",
+ "id": "f81e1be6",
"metadata": {},
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"source": [
diff --git a/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb b/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb
index 39eb3b5a..01fc790e 100644
--- a/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb
+++ b/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb
@@ -376,7 +376,7 @@
},
{
"cell_type": "markdown",
- "id": "2bdb90f4",
+ "id": "4e78fd67",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -397,7 +397,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "85bd3f69",
+ "id": "ab03cc47",
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@@ -413,7 +413,7 @@
{
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"execution_count": null,
- "id": "f75dea8d",
+ "id": "ce4b64f4",
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diff --git a/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb b/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb
index fe88f543..086bfb68 100644
--- a/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb
+++ b/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb
@@ -382,7 +382,7 @@
},
{
"cell_type": "markdown",
- "id": "1fbbfe63",
+ "id": "c372d8ec",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -403,7 +403,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "3b5ccfd8",
+ "id": "a5f3e4ea",
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@@ -419,7 +419,7 @@
{
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- "id": "8c2d4369",
+ "id": "a4dc5150",
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diff --git a/synced_files/GA_1_7/Unused/Temp/Distribution_Fitting_T.ipynb b/synced_files/GA_1_7/Unused/Temp/Distribution_Fitting_T.ipynb
index 4b20b547..9a816b12 100644
--- a/synced_files/GA_1_7/Unused/Temp/Distribution_Fitting_T.ipynb
+++ b/synced_files/GA_1_7/Unused/Temp/Distribution_Fitting_T.ipynb
@@ -161,7 +161,7 @@
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{
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- "id": "891b6569",
+ "id": "796c321d",
"metadata": {},
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"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -261,7 +261,7 @@
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{
"cell_type": "markdown",
- "id": "076ce4fa",
+ "id": "0a098876",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -370,7 +370,7 @@
{
"cell_type": "code",
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- "id": "f10504dc",
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@@ -432,7 +432,7 @@
},
{
"cell_type": "markdown",
- "id": "c9f477f8",
+ "id": "d1c41c5d",
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"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -531,7 +531,7 @@
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{
"cell_type": "markdown",
- "id": "394c140d",
+ "id": "d6f87c79",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -544,7 +544,7 @@
},
{
"cell_type": "markdown",
- "id": "a3313f35",
+ "id": "11aa1e89",
"metadata": {},
"source": [
"If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
@@ -565,7 +565,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "0a4b5e4b",
+ "id": "6b7b3f9d",
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diff --git a/synced_files/Week_2_2/old/PA_2_1_solution_sympy.ipynb b/synced_files/Week_2_2/old/PA_2_1_solution_sympy.ipynb
index 35f434aa..246bc655 100644
--- a/synced_files/Week_2_2/old/PA_2_1_solution_sympy.ipynb
+++ b/synced_files/Week_2_2/old/PA_2_1_solution_sympy.ipynb
@@ -386,7 +386,7 @@
},
{
"cell_type": "markdown",
- "id": "8f10195f",
+ "id": "43b27e91",
"metadata": {},
"source": [
"You could also solve this problem using sympy! What would be the benefit of doing this? Check below how long it will take! You won't need timeit for this one..."
@@ -395,7 +395,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "197b4e0e",
+ "id": "9c29c5ee",
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{
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{
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- "id": "2d5194b5",
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{
"cell_type": "code",
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- "id": "162743df",
+ "id": "5c765367",
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{
"cell_type": "code",
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- "id": "14653f60",
+ "id": "4f9cbf98",
"metadata": {},
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@@ -447,7 +447,7 @@
},
{
"cell_type": "markdown",
- "id": "505cfc4b",
+ "id": "fbaa6fc8",
"metadata": {},
"source": [
"What is the result for the 501th value using float values?"
@@ -456,7 +456,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "cf51c992",
+ "id": "05e374aa",
"metadata": {},
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@@ -496,7 +496,7 @@
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{
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- "id": "38c64fa5",
+ "id": "83ccd26b",
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diff --git a/synced_files/Week_2_2/old/old_PA10_solution_sympy.ipynb b/synced_files/Week_2_2/old/old_PA10_solution_sympy.ipynb
index 135919ca..5a8006ff 100644
--- a/synced_files/Week_2_2/old/old_PA10_solution_sympy.ipynb
+++ b/synced_files/Week_2_2/old/old_PA10_solution_sympy.ipynb
@@ -386,7 +386,7 @@
},
{
"cell_type": "markdown",
- "id": "f272809b",
+ "id": "ca132e20",
"metadata": {},
"source": [
"You could also solve this problem using sympy! What would be the benefit of doing this? Check below how long it will take! You won't need timeit for this one..."
@@ -395,7 +395,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "609bc8f2",
+ "id": "d7a4682d",
"metadata": {},
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{
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- "id": "3c1bc422",
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{
"cell_type": "code",
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- "id": "fb690fd3",
+ "id": "08432776",
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@@ -427,7 +427,7 @@
{
"cell_type": "code",
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- "id": "e39ad448",
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@@ -438,7 +438,7 @@
{
"cell_type": "code",
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- "id": "2804541c",
+ "id": "c1d997fb",
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"outputs": [],
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@@ -447,7 +447,7 @@
},
{
"cell_type": "markdown",
- "id": "12a51529",
+ "id": "9258f021",
"metadata": {},
"source": [
"What is the result for the 501th value using float values?"
@@ -456,7 +456,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "3e0909c0",
+ "id": "ee562b1e",
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{
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+ "id": "d211ad34",
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}
diff --git a/synced_files/Week_2_7/WS_2_7_solution.ipynb b/synced_files/Week_2_7/WS_2_7_solution.ipynb
index f5e401e7..cb732d66 100644
--- a/synced_files/Week_2_7/WS_2_7_solution.ipynb
+++ b/synced_files/Week_2_7/WS_2_7_solution.ipynb
@@ -130,7 +130,7 @@
},
{
"cell_type": "markdown",
- "id": "dc22a26a",
+ "id": "378c30f9",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -143,7 +143,7 @@
},
{
"cell_type": "markdown",
- "id": "2eb9f7bb",
+ "id": "2aeb3e75",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -166,7 +166,7 @@
},
{
"cell_type": "markdown",
- "id": "cac86783",
+ "id": "7090aa0a",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -196,7 +196,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "f412d2dc",
+ "id": "6db6695b",
"metadata": {},
"outputs": [],
"source": [
@@ -223,7 +223,7 @@
},
{
"cell_type": "markdown",
- "id": "cff95550",
+ "id": "97d75207",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -236,7 +236,7 @@
},
{
"cell_type": "markdown",
- "id": "c414b6e3",
+ "id": "1bdb4d36",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -309,7 +309,7 @@
},
{
"cell_type": "markdown",
- "id": "a1fd08e4",
+ "id": "e3f4b419",
"metadata": {},
"source": [
"<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
diff --git a/synced_files/Week_2_7/WS_2_7_student.ipynb b/synced_files/Week_2_7/WS_2_7_student.ipynb
index 1171f8d0..196b3686 100644
--- a/synced_files/Week_2_7/WS_2_7_student.ipynb
+++ b/synced_files/Week_2_7/WS_2_7_student.ipynb
@@ -130,7 +130,7 @@
},
{
"cell_type": "markdown",
- "id": "d3bd9d09",
+ "id": "8d7f2b1c",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -151,7 +151,7 @@
},
{
"cell_type": "markdown",
- "id": "889ce8fa",
+ "id": "5d4a5520",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
@@ -180,7 +180,7 @@
},
{
"cell_type": "markdown",
- "id": "a4345aaa",
+ "id": "c1ebef51",
"metadata": {},
"source": [
"<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px; width: 95%\">\n",
--
GitLab