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-<h1 id="pa-25">PA 2.5</h1>
-<p><em><a href="http://mude.citg.tudelft.nl/">CEGM1000 MUDE</a>, Optimization, Week 2.5.</em></p>
-<p><em>You can access this assignment with the following link: <a href="https://classroom.github.com/a/Us3VyxD9">classroom.github.com/a/Us3VyxD9</a>.</em></p>
-<p>This week the programming assignment introduces the Pandas library. There are three files:</p>
-<ul>
-<li><code>README.md</code></li>
-<li><code>PA_2_5_data_framework.ipynb</code></li>
-<li><code>dams.csv</code></li>
-</ul>
-<h2 id="instructions">Instructions</h2>
-<p>Complete the notebook.</p>
-<h2 id="grading-criteria">Grading Criteria</h2>
-<p>You will pass this PA if:</p>
-<ol>
-<li>Your notebook <code>PA_2_5_data_framework.ipynb</code> runs without errors.</li>
-<li>Your notebook creates a file <code>earth_dams.csv</code> in the root of the repository</li>
-</ol>
-<p><strong>End of file.</strong></p>
-<span style="font-size: 75%">
-&copy; Copyright 2024 <a rel="MUDE" href="http://mude.citg.tudelft.nl/">MUDE</a>, TU Delft. This work is licensed under a <a rel="license" href="http://creativecommons.org/licenses/by/4.0/">CC BY 4.0 License</a>.
-</body>
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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 f45a35da3a9436db1850e484781001c3d5b4aa70..5d36b70536f8c1f2b0c0640039231b79a80addef 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
@@ -606,7 +606,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2aba5273",
+   "id": "ff0514aa",
    "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 9b48d70d47b2384953fc01e38f5ea0c28d7e1a7a..c13d02247ffebf61619f7fd49dbd0f131e6baa79 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
@@ -159,7 +159,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86061aa8",
+   "id": "017d862d",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -262,7 +262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1bb7c655",
+   "id": "6832b090",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -374,7 +374,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a93719e4",
+   "id": "614ab2ea",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -437,7 +437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "424cf35a",
+   "id": "63f2d1d7",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -538,7 +538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4cc75538",
+   "id": "f78600e9",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -552,7 +552,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7552937",
+   "id": "6ae1e63d",
    "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",
@@ -573,7 +573,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "00efa69d",
+   "id": "92c1d117",
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@@ -589,7 +589,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8c9e2eeb",
+   "id": "2e8466db",
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    "outputs": [],
    "source": [
@@ -602,7 +602,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c57e8e7c",
+   "id": "3a5e7c3d",
    "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 ea2403e27960fed8bdfc90e31ae645c996c34da3..e8f93be97533bfe5104b055a99e3c9486b770eff 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
@@ -164,7 +164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "096ccdb1",
+   "id": "95f4424d",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -269,7 +269,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "048967da",
+   "id": "d556d43a",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -382,7 +382,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "49ec3949",
+   "id": "92e0488e",
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@@ -445,7 +445,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "500948cb",
+   "id": "cea5d210",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -546,7 +546,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e100f74b",
+   "id": "4f28f867",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; width:95%; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -561,7 +561,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb0c2545",
+   "id": "a4cb272d",
    "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",
@@ -582,7 +582,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13722902",
+   "id": "814a5374",
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@@ -598,7 +598,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e8d2a14",
+   "id": "614d39df",
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    "outputs": [],
    "source": [
@@ -611,7 +611,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db232608",
+   "id": "31d9809b",
    "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 31aa299cc07f34c515b79dbcfd599ca9f2b6d7ea..f96a86b531b9dfa6a52da62b2900d7bf2dc42f61 100644
--- a/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb
+++ b/synced_files/GA_1_7/Student/Discharge/Analysis_discharge.ipynb
@@ -384,7 +384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09d3bdef",
+   "id": "54765355",
    "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",
@@ -405,7 +405,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5ffa38b1",
+   "id": "c5e64ef5",
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    "outputs": [],
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@@ -421,7 +421,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b6ac7c8a",
+   "id": "e27de158",
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    "outputs": [],
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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 332f3f700d5b74c117de84620c38be1ebe960ebf..66eebde74f88af1530a0dfa1fa087f7e006f5d3f 100644
--- a/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb
+++ b/synced_files/GA_1_7/Student/Emissions/Analysis_emissions.ipynb
@@ -378,7 +378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "efdf2897",
+   "id": "ed98b341",
    "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",
@@ -399,7 +399,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3ea28524",
+   "id": "2cb19b34",
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@@ -415,7 +415,7 @@
   {
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-   "id": "812ff8af",
+   "id": "667629ef",
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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 c3474d97eb4c149c355228afd49b11d8614ed01d..e51b0c45ac7b3c36e77b6d4c0e27494cc7328bad 100644
--- a/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb
+++ b/synced_files/GA_1_7/Student/Force/Analysis_force.ipynb
@@ -384,7 +384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14f0731a",
+   "id": "8f144eac",
    "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",
@@ -405,7 +405,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2547841f",
+   "id": "14d4f318",
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@@ -421,7 +421,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "211edbaf",
+   "id": "558ec231",
    "metadata": {},
    "outputs": [],
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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 21d918cbb31cb4a3d016a2eee579563b3c933693..b1df7e528d33b144ef1a5ff914e5f5dc13b06fcc 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
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "005b7091",
+   "id": "9238bce1",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -263,7 +263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6337c5ab",
+   "id": "c0a31115",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -372,7 +372,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "10b1c5a2",
+   "id": "ae32cdb1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -434,7 +434,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "454cbbae",
+   "id": "8058b11f",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -533,7 +533,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97f0b74d",
+   "id": "69f35c60",
    "metadata": {},
    "source": [
     "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
@@ -546,7 +546,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "847abf2d",
+   "id": "680b68fb",
    "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",
@@ -567,7 +567,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5cc3cedc",
+   "id": "c180ecec",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/synced_files/GA_2_4/GA_2_4_solution.ipynb b/synced_files/GA_2_4/GA_2_4_solution.ipynb
index 67643bcbb64614dbb2cef34f62886ca001f84d81..3248701a002bf4c15388314619e80eac78d1dd8a 100644
--- a/synced_files/GA_2_4/GA_2_4_solution.ipynb
+++ b/synced_files/GA_2_4/GA_2_4_solution.ipynb
@@ -1320,7 +1320,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.5"
   }
  },
  "nbformat": 4,
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 149cd64f2202d05f4ecffc747e4c512ad30599bd..30fbdd041cfb566d897402287e193956ecd807fc 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
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "373e8503",
+   "id": "36d9a7c0",
    "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..."
@@ -413,7 +413,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0e6b5a13",
+   "id": "6f97db4f",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -423,7 +423,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8308b7f9",
+   "id": "bafb34c9",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -433,7 +433,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6bfc7a47",
+   "id": "5acc936b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -445,7 +445,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1b562e5b",
+   "id": "35fa2b0a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -456,7 +456,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0db38f94",
+   "id": "ba7311c0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -465,7 +465,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f250b6ef",
+   "id": "fa2b7d01",
    "metadata": {},
    "source": [
     "What is the result for the 501th value using float values?"
@@ -474,7 +474,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "03e6e369",
+   "id": "35928bf5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -514,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aa2d4fd3",
+   "id": "c1477779",
    "metadata": {},
    "source": []
   }
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 bfd1003805f0435cc0d202143475e32413196d21..e900f2ba3089cfc92aa6e8fbd7c0bcc866656665 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
@@ -404,7 +404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d7b98994",
+   "id": "e716dc11",
    "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..."
@@ -413,7 +413,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7631b1aa",
+   "id": "7c0d44d8",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -423,7 +423,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "74bfd6f5",
+   "id": "4c918e26",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -433,7 +433,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b1283a67",
+   "id": "8c710380",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -445,7 +445,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f33e4806",
+   "id": "bc2acf6a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -456,7 +456,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8389b3dc",
+   "id": "6e7eae04",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -465,7 +465,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4126904f",
+   "id": "159a38dd",
    "metadata": {},
    "source": [
     "What is the result for the 501th value using float values?"
@@ -474,7 +474,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3eb834dd",
+   "id": "66870129",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -514,7 +514,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d6b16644",
+   "id": "78140798",
    "metadata": {},
    "source": []
   }