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‎code/08-reproducibility/math_research/src/math-research.ipynb‎

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"id": "70e6d603-f320-47ae-abf7-20133cf8e77e",
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"metadata": {},
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"source": [
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"# Organizing Code {reproducability}\n",
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"# Organizing Code {reproducibility}\n",
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"\n",
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"The idea of this notebook is to leverage the complex but not exactly relevant code found in `mathf`, our math utility library."
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]
@@ -15,8 +15,8 @@
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"id": "f7f8b7ff-2950-4c93-b874-2f99d53bb669",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-08-02T01:13:40.632240Z",
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"start_time": "2025-08-02T01:13:40.628063Z"
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"end_time": "2025-08-05T19:44:50.883669Z",
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"start_time": "2025-08-05T19:44:50.879623Z"
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}
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},
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"source": [
@@ -25,7 +25,7 @@
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"from pathlib import Path"
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],
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"outputs": [],
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"execution_count": 2
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"execution_count": 1
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},
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{
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"cell_type": "markdown",
@@ -39,20 +39,18 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "56d7dfe777839c3c",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-23T16:35:43.018357Z",
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"start_time": "2025-07-23T16:35:43.015886Z"
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},
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": []
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"tags": [],
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"ExecuteTime": {
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"end_time": "2025-08-05T19:44:50.898544Z",
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"start_time": "2025-08-05T19:44:50.896444Z"
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}
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},
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"outputs": [],
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"source": [
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"prime = 17\n",
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"all_fibs = mathf.fibonacci_gen()\n",
@@ -63,7 +61,9 @@
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" first_10.append(base_fib)\n",
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" if idx > 10:\n",
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" break"
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]
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "markdown",
@@ -75,14 +75,18 @@
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "a8bba67daa19472",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-23T16:35:27.655427Z",
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"start_time": "2025-07-23T16:33:07.867291Z"
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"end_time": "2025-08-05T19:44:50.907749Z",
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"start_time": "2025-08-05T19:44:50.905978Z"
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}
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},
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"source": [
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"text_numbers = [f'{n:,}' for n in first_10]\n",
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"for tn in text_numbers:\n",
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" print(tn)"
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],
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"outputs": [
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{
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"name": "stdout",
@@ -103,19 +107,15 @@
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]
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}
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],
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"source": [
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"text_numbers = [f'{n:,}' for n in first_10]\n",
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"for tn in text_numbers:\n",
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" print(tn)"
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]
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "5deaf5a6",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-08-02T01:14:53.816909Z",
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"start_time": "2025-08-02T01:14:53.792645Z"
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"end_time": "2025-08-05T19:44:50.918122Z",
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"start_time": "2025-08-05T19:44:50.914518Z"
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}
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},
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"source": [
@@ -140,27 +140,27 @@
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],
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"outputs": [
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{
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"ename": "IsADirectoryError",
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"evalue": "[Errno 21] Is a directory: '../data/run-count.txt'",
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"output_type": "error",
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"traceback": [
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"\u001B[31m---------------------------------------------------------------------------\u001B[39m",
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"\u001B[31mIsADirectoryError\u001B[39m Traceback (most recent call last)",
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"\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[6]\u001B[39m\u001B[32m, line 8\u001B[39m\n\u001B[32m 5\u001B[39m file.parent.mkdir(parents=\u001B[38;5;28;01mTrue\u001B[39;00m, exist_ok=\u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[32m 7\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m file.exists():\n\u001B[32m----> \u001B[39m\u001B[32m8\u001B[39m \u001B[38;5;28;01mwith\u001B[39;00m \u001B[38;5;28;43mopen\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mfile\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[33;43m'\u001B[39;49m\u001B[33;43mr\u001B[39;49m\u001B[33;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mencoding\u001B[49m\u001B[43m=\u001B[49m\u001B[33;43m'\u001B[39;49m\u001B[33;43mutf-8\u001B[39;49m\u001B[33;43m'\u001B[39;49m\u001B[43m)\u001B[49m \u001B[38;5;28;01mas\u001B[39;00m f:\n\u001B[32m 9\u001B[39m run_count = \u001B[38;5;28mint\u001B[39m(f.read())\n\u001B[32m 10\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m:\n",
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"\u001B[36mFile \u001B[39m\u001B[32m~/github/courses/just-enough-python-datasci/just-enough-data-sci-course/venv/lib/python3.13/site-packages/IPython/core/interactiveshell.py:343\u001B[39m, in \u001B[36m_modified_open\u001B[39m\u001B[34m(file, *args, **kwargs)\u001B[39m\n\u001B[32m 336\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m file \u001B[38;5;129;01min\u001B[39;00m {\u001B[32m0\u001B[39m, \u001B[32m1\u001B[39m, \u001B[32m2\u001B[39m}:\n\u001B[32m 337\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\n\u001B[32m 338\u001B[39m \u001B[33mf\u001B[39m\u001B[33m\"\u001B[39m\u001B[33mIPython won\u001B[39m\u001B[33m'\u001B[39m\u001B[33mt let you open fd=\u001B[39m\u001B[38;5;132;01m{\u001B[39;00mfile\u001B[38;5;132;01m}\u001B[39;00m\u001B[33m by default \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 339\u001B[39m \u001B[33m\"\u001B[39m\u001B[33mas it is likely to crash IPython. If you know what you are doing, \u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 340\u001B[39m \u001B[33m\"\u001B[39m\u001B[33myou can use builtins\u001B[39m\u001B[33m'\u001B[39m\u001B[33m open.\u001B[39m\u001B[33m\"\u001B[39m\n\u001B[32m 341\u001B[39m )\n\u001B[32m--> \u001B[39m\u001B[32m343\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mio_open\u001B[49m\u001B[43m(\u001B[49m\u001B[43mfile\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m*\u001B[49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m*\u001B[49m\u001B[43m*\u001B[49m\u001B[43mkwargs\u001B[49m\u001B[43m)\u001B[49m\n",
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"\u001B[31mIsADirectoryError\u001B[39m: [Errno 21] Is a directory: '../data/run-count.txt'"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"This is run 7\n"
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]
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}
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],
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"execution_count": 6
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"execution_count": 4
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},
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{
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"metadata": {},
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-08-05T19:44:50.932804Z",
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"start_time": "2025-08-05T19:44:50.931632Z"
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}
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},
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"cell_type": "code",
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"outputs": [],
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"execution_count": null,
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"source": "",
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"id": "2e12bad509461386"
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"id": "2e12bad509461386",
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"outputs": [],
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"execution_count": null
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}
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],
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"metadata": {

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