From 01a64b53824eb49a4a1c544db58c1f1f8aeb59bf Mon Sep 17 00:00:00 2001
From: Romain Vuillemot <romain.vuillemot@gmail.com>
Date: Mon, 25 Sep 2023 13:44:48 +0200
Subject: [PATCH] Update 02-recursion-exercices.ipynb
---
02-recursion-exercices.ipynb | 488 ++++++++++++++---------------------
1 file changed, 200 insertions(+), 288 deletions(-)
diff --git a/02-recursion-exercices.ipynb b/02-recursion-exercices.ipynb
index 167b8ab..5173c4a 100644
--- a/02-recursion-exercices.ipynb
+++ b/02-recursion-exercices.ipynb
@@ -1,5 +1,44 @@
{
"cells": [
+ {
+ "cell_type": "markdown",
+ "id": "dadeb4a2",
+ "metadata": {},
+ "source": [
+ "# UE5 Fundamentals of Algorithms\n",
+ "## Exercices\n",
+ "### Ecole Centrale de Lyon, Bachelor of Science in Data Science for Responsible Business\n",
+ "#### [Romain Vuillemot](https://romain.vuillemot.net/)\n",
+ "\n",
+ "Before you turn this problem in:\n",
+ "- make sure everything runs as expected. \n",
+ " - first, **restart the kernel** (in the menubar, select Kernel$\\rightarrow$Restart) \n",
+ " - then **run all cells** (in the menubar, select Cell$\\rightarrow$Run All).\n",
+ "- make sure you fill in any place that says `YOUR CODE HERE` or \"YOUR ANSWER HERE\"\n",
+ "- remove `raise NotImplementedError()` to get started with your answer\n",
+ "- bonus points (at the end of this notebook) are optionals\n",
+ "- write your name (and collaborators as a list if any) below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7c45a2a5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ID = \"\"\n",
+ "COLLABORATORS_ID = []"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f14bc602",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
{
"cell_type": "markdown",
"id": "a4e4fad3",
@@ -40,10 +79,13 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": null,
"id": "431fe8c1-91d1-40f3-a7a4-f4a3770a4a01",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "8b23d599da9ca2bdba48b9bcdd6e1165",
"grade": false,
"grade_id": "find_maximum_iterative",
"locked": false,
@@ -56,47 +98,32 @@
"outputs": [],
"source": [
"def find_maximum_iterative(L):\n",
- " ### BEGIN SOLUTION \n",
- " if len(L) == 0:\n",
- " raise ValueError(\"The list is empty.\")\n",
- "\n",
- " max_val = L[0]\n",
- " for num in L:\n",
- " if num > max_val:\n",
- " max_val = num\n",
- " return max_val\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": null,
"id": "f6baae3c-3660-4add-ab4b-48016cba3030",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "9"
- ]
- },
- "execution_count": 63,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"find_maximum_iterative([1, 3, 5, 7, 9])"
]
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": null,
"id": "e68b3e9a-418f-4950-9f27-18bb0fe90794",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "9cb3441fa27dd28ce74e368375de8080",
"grade": true,
"grade_id": "correct_find_maximum_iterative",
"locked": true,
@@ -128,10 +155,13 @@
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": null,
"id": "07668fd8",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "fcd4348ffdf05fa800f15e7dba033d8e",
"grade": false,
"grade_id": "find_maximum_recursive",
"locked": false,
@@ -144,43 +174,32 @@
"outputs": [],
"source": [
"def find_maximum_recursive(L):\n",
- " ### BEGIN SOLUTION\n",
- " if len(L) == 1:\n",
- " return L[0]\n",
- " else:\n",
- " return max(L[0], find_maximum_recursive(L[1:]))\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 135,
+ "execution_count": null,
"id": "f9784710-4b2b-434c-bc47-da46fa410749",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "9"
- ]
- },
- "execution_count": 135,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"find_maximum_recursive([1, 3, 5, 7, 9])"
]
},
{
"cell_type": "code",
- "execution_count": 90,
+ "execution_count": null,
"id": "9b0161f8-0539-4e5e-921c-1886e61c0783",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "1aae7ba6a868f7afd015deedcdf48aa4",
"grade": true,
"grade_id": "correct_find_maximum_recursive",
"locked": true,
@@ -206,10 +225,13 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": null,
"id": "de424156-0b9b-41d0-8e38-ce335f35cec0",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "3872f4f922847e273bc5a45cd425c458",
"grade": false,
"grade_id": "sum_of_digits",
"locked": false,
@@ -222,43 +244,32 @@
"outputs": [],
"source": [
"def sum_of_digits(n):\n",
- " ### BEGIN SOLUTION\n",
- " if n < 10:\n",
- " return n\n",
- " else:\n",
- " return n % 10 + sum_of_digits(n // 10)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": null,
"id": "cec0caca-cb2c-4e4d-b004-27b3cf2ff611",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1"
- ]
- },
- "execution_count": 66,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"sum_of_digits(10)"
]
},
{
"cell_type": "code",
- "execution_count": 67,
+ "execution_count": null,
"id": "bf276ca2-48ed-4e87-80f2-776f54b7062b",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "57a72fe3b7f20a42f9306fdde4b142f6",
"grade": true,
"grade_id": "correct_sum_of_digits",
"locked": true,
@@ -286,10 +297,13 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"id": "abca03a0-7bcd-4ee6-b109-ff2f2da52bb6",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "c8c385784b4dd53e96c693511e7a2e80",
"grade": false,
"grade_id": "power",
"locked": false,
@@ -302,43 +316,32 @@
"outputs": [],
"source": [
"def power(base, exponent):\n",
- " ### BEGIN SOLUTION\n",
- " if exponent == 0:\n",
- " return 1\n",
- " else:\n",
- " return base * power(base, exponent - 1)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"id": "abddd3b1-f75f-4cb6-a09e-54eed489c5b0",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1024"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"power(2, 10)"
]
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": null,
"id": "8a6605fe-4f6f-45de-84a3-7601e2e2e6f6",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "c08d387ba43f0468538bfde5b39407d6",
"grade": true,
"grade_id": "correct_power",
"locked": true,
@@ -366,10 +369,13 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"id": "ddc9826a-0863-4777-a08d-81b66652b5a5",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "762d91a747e5399677a26e44c5d8a041",
"grade": false,
"grade_id": "reverse_string",
"locked": false,
@@ -382,43 +388,32 @@
"outputs": [],
"source": [
"def reverse_string(s):\n",
- " ### BEGIN SOLUTION\n",
- " if len(s) == 0:\n",
- " return s\n",
- " else:\n",
- " return reverse_string(s[1:]) + s[0]\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"id": "13acad7e-d03c-4ea6-ad86-baf02e0910eb",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'niamoR'"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"reverse_string(\"Romain\")"
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"id": "453c8e04-6cd9-4581-a206-dd479b6115cd",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "d42cbfb82df47fb4eb82e1530fa8f3cb",
"grade": true,
"grade_id": "correct_reverse_string",
"locked": true,
@@ -466,7 +461,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "219add7f",
"metadata": {
"slideshow": {
@@ -486,30 +481,25 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"id": "0787df24-8234-4286-b910-5f9e456dd279",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The result is 15\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(\"The result is {}\".format(sequence(3)))"
]
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"id": "9c17cf1b-6d05-4589-af2b-c05cfcc33202",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "2137e4ccdef7bccaa7b7ed6b52f305a8",
"grade": false,
"grade_id": "sequence_recursive_tail",
"locked": false,
@@ -522,39 +512,31 @@
"outputs": [],
"source": [
"def sequence_recursive_tail(n):\n",
- " ### BEGIN SOLUTION\n",
- " if n == 0:\n",
- " return 1\n",
- " return 2 * sequence_recursive_tail(n - 1) + 1\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"id": "43507c43-de61-414d-b389-c0a771ad9e0c",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The result is still 15\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(\"The result is still {}\".format(sequence_recursive_tail(3)))"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"id": "921939d8",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "0a1a74cd37dac7bf2b7e0090f1a418d1",
"grade": false,
"grade_id": "sequence_recursive_non_tail",
"locked": false,
@@ -567,39 +549,32 @@
"outputs": [],
"source": [
"def sequence_recursive_non_tail(n, acc=1):\n",
- " ### BEGIN SOLUTION\n",
- " if n == 0:\n",
- " return acc\n",
- " return sequence_recursive_non_tail(n - 1, 2 * acc + 1)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
"id": "b754bf67-3d8d-42d9-a7ca-c43e2995837d",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The result is still 15\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"print(\"The result is still {}\".format(sequence_recursive_non_tail(3)))"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"id": "dd923b7c-0cab-4678-8dc3-aad2ab9b25f9",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "357a18b503c50448c4d736ab9159a64c",
"grade": true,
"grade_id": "correct_sequence_recursive_non_tail",
"locked": true,
@@ -634,10 +609,13 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": null,
"id": "51bb3d08",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "c25b0fb5ce11b015f40949352274cfdf",
"grade": false,
"grade_id": "annagram_rec",
"locked": false,
@@ -650,42 +628,32 @@
"outputs": [],
"source": [
"def annagram_rec(mot):\n",
- " ### BEGIN SOLUTION\n",
- " if len(mot) < 2: \n",
- " return True\n",
- " return mot[0] == mot [len(mot) - 1] and palindrome_rec(mot[1:len(mot)-1])\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": null,
"id": "0c279628-9b96-4687-8e20-a954ab646e0f",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"annagram_rec(\"laval\")"
]
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": null,
"id": "cf6fa61a-7c6f-4a32-96c2-b9fd50deacc6",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "94bbbbee3a4c7c005e8f9552a29ed556",
"grade": true,
"grade_id": "correct_annagram_rec",
"locked": true,
@@ -714,7 +682,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": null,
"id": "48c65c83-be0c-41c4-8c04-1d29ac4415cb",
"metadata": {
"tags": []
@@ -729,10 +697,13 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": null,
"id": "bf6e1a76",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "45353cb0fdd92b57e6f6f1739ed430b3",
"grade": false,
"grade_id": "recursive_gcd",
"locked": false,
@@ -745,41 +716,30 @@
"outputs": [],
"source": [
"def recursive_gcd(a, b):\n",
- " ### BEGIN SOLUTION\n",
- " if b == 0:\n",
- " return a\n",
- " else:\n",
- " return recursive_gcd(b, a % b)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": null,
"id": "4f1feace",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"recursive_gcd(10, 2)"
]
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": null,
"id": "e6ff1765-ff4b-49a5-80d3-684d2627e961",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "ed3ae90c2a4be5ff93a5d68b688f0f96",
"grade": true,
"grade_id": "correct_recursive_gcd",
"locked": true,
@@ -805,10 +765,13 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": null,
"id": "1661dfb5-88f2-411f-8fe2-63bbaa29ce72",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "ccdab0e0b54c6ff4e1835b4a57a4ac72",
"grade": false,
"grade_id": "calculate_average_recursive",
"locked": false,
@@ -821,46 +784,30 @@
"outputs": [],
"source": [
"def calculate_average_recursive(lst, index=0):\n",
- " ### BEGIN SOLUTION\n",
- " if not lst:\n",
- " return None\n",
- "\n",
- " if index == len(lst):\n",
- " return 0\n",
- "\n",
- " sum_rest = calculate_average_recursive(lst, index + 1)\n",
- "\n",
- " return (lst[index] + sum_rest) / (index + 1)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()\n"
]
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": null,
"id": "0c5c72c6-3237-4f98-ab96-50a1838b833f",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2.5"
- ]
- },
- "execution_count": 55,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"calculate_average_recursive([1, 2, 3])"
]
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": null,
"id": "9f18b6b7-d980-4a72-a2a8-3aa201003d21",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "27294a77eaee1e794183e6a31f145be1",
"grade": true,
"grade_id": "correct_calculate_average_recursive",
"locked": true,
@@ -886,10 +833,13 @@
},
{
"cell_type": "code",
- "execution_count": 57,
+ "execution_count": null,
"id": "ac374a08-11c9-47e6-ba11-419549911266",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "58fec5e697f40d4e1934bdce3ae87647",
"grade": false,
"grade_id": "is_prime_recursive",
"locked": false,
@@ -902,54 +852,30 @@
"outputs": [],
"source": [
"def is_prime_recursive(n, divisor=2):\n",
- " ### BEGIN SOLUTION\n",
- " if n < 2:\n",
- " return False\n",
- " \n",
- " # Base case: If n is 2, it's a prime number\n",
- " if n == 2:\n",
- " return True\n",
- " \n",
- " # Base case: If n is divisible by the current divisor, it's not prime\n",
- " if n % divisor == 0:\n",
- " return False\n",
- " \n",
- " # Base case: If the divisor squared is greater than n, it's prime\n",
- " if divisor * divisor > n:\n",
- " return True\n",
- " \n",
- " # Recursive case: Check with the next divisor\n",
- " return is_prime_recursive(n, divisor + 1)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": null,
"id": "996fc91f",
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "True"
- ]
- },
- "execution_count": 42,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"is_prime_recursive(3)"
]
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": null,
"id": "5be1051c-3b60-4810-b855-6f8575ad6380",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "f571ff3e3a5bc53ffbc828b255bfb6cb",
"grade": true,
"grade_id": "correct_is_prime_recursive",
"locked": true,
@@ -975,10 +901,13 @@
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": null,
"id": "cfeb0ad0-ed82-499e-9af3-64923291a0e7",
"metadata": {
+ "deletable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "01c4970fffe483944b93049b5d8404a0",
"grade": false,
"grade_id": "count_occurrences",
"locked": false,
@@ -991,48 +920,32 @@
"outputs": [],
"source": [
"def count_occurrences(arr, target, index=0):\n",
- " ### BEGIN SOLUTION\n",
- " if index == len(arr):\n",
- " return 0\n",
- " \n",
- " # Check if the current element is equal to the target element.\n",
- " # If it is, increment the count by 1.\n",
- " count = (1 if arr[index] == target else 0)\n",
- " \n",
- " # Recursively call the function on the rest of the list (from the next index).\n",
- " return count + count_occurrences(arr, target, index + 1)\n",
- " ### END SOLUTION"
+ " # YOUR CODE HERE\n",
+ " raise NotImplementedError()"
]
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": null,
"id": "49daec07-00b3-412e-ad44-5bafadbd9f36",
"metadata": {
"tags": []
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "execution_count": 59,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"count_occurrences([1, 2, 3, 4, 2, 2, 5, 6, 2], 2)"
]
},
{
"cell_type": "code",
- "execution_count": 60,
+ "execution_count": null,
"id": "14a2eb85-1126-4506-93bb-4bf624d046b6",
"metadata": {
+ "deletable": false,
+ "editable": false,
"nbgrader": {
+ "cell_type": "code",
+ "checksum": "5df4afd6ed2f7dfd102b8c21f8ced2e7",
"grade": true,
"grade_id": "correct_count_occurrences",
"locked": true,
@@ -1068,7 +981,7 @@
},
{
"cell_type": "code",
- "execution_count": 68,
+ "execution_count": null,
"id": "f9334f32-f760-46c0-a649-c82f267aba5b",
"metadata": {
"tags": []
@@ -1094,7 +1007,7 @@
},
{
"cell_type": "code",
- "execution_count": 69,
+ "execution_count": null,
"id": "775b7e32-a5ae-431b-9987-fcd3671fd022",
"metadata": {
"tags": []
@@ -1117,7 +1030,7 @@
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": null,
"id": "f76ed657-3288-4b36-9175-21168d2eb761",
"metadata": {
"tags": []
@@ -1137,7 +1050,7 @@
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": null,
"id": "b8bc657e-d491-4851-aa8c-ac2f2eac0841",
"metadata": {
"tags": []
@@ -1158,7 +1071,7 @@
},
{
"cell_type": "code",
- "execution_count": 66,
+ "execution_count": null,
"id": "1c73ad0e-ddc9-483d-85a1-f2a65d04f30b",
"metadata": {
"tags": []
@@ -1171,7 +1084,7 @@
},
{
"cell_type": "code",
- "execution_count": 72,
+ "execution_count": null,
"id": "8ce960f5-08da-449e-9e6f-dae215bc1b6a",
"metadata": {
"tags": []
@@ -1209,7 +1122,6 @@
}
],
"metadata": {
- "celltoolbar": "Slideshow",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
--
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