From 8cba7580defa9473b748f9149d6f084c494f8467 Mon Sep 17 00:00:00 2001
From: Geoffrey Woollard <geoffwoollard@gmail.com>
Date: Tue, 25 Jun 2024 14:54:47 -0400
Subject: [PATCH] remove 3.1 nb

---
 tutorials/3.1_dev_resolution_metric.ipynb | 323 ----------------------
 1 file changed, 323 deletions(-)
 delete mode 100644 tutorials/3.1_dev_resolution_metric.ipynb

diff --git a/tutorials/3.1_dev_resolution_metric.ipynb b/tutorials/3.1_dev_resolution_metric.ipynb
deleted file mode 100644
index 3e16d01..0000000
--- a/tutorials/3.1_dev_resolution_metric.ipynb
+++ /dev/null
@@ -1,323 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pickle\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import pandas as pd\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# open pickle\n",
-    "\n",
-    "fname = '/mnt/home/gwoollard/ceph/repos/cryomethods_comparison_pipeline/results/analysis_results_20240415-npix224_submission_5.pkl'\n",
-    "\n",
-    "with open(fname, 'rb') as f:\n",
-    "    data = pickle.load(f)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: >"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "i,j = 0,0\n",
-    "fsc = data['fsc']['computed_assets']['fsc_matrix'][i,j]\n",
-    "pd.Series(fsc).plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>volumes</th>\n",
-       "      <th>populations_count</th>\n",
-       "      <th>pc1</th>\n",
-       "      <th>populations</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>3238</th>\n",
-       "      <td>13396.mrc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-231.621006</td>\n",
-       "      <td>0.000030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3837</th>\n",
-       "      <td>32412.mrc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-230.330399</td>\n",
-       "      <td>0.000030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3361</th>\n",
-       "      <td>16057.mrc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-230.129599</td>\n",
-       "      <td>0.000030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3541</th>\n",
-       "      <td>20321.mrc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-229.605355</td>\n",
-       "      <td>0.000030</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3665</th>\n",
-       "      <td>24907.mrc</td>\n",
-       "      <td>2</td>\n",
-       "      <td>-228.763719</td>\n",
-       "      <td>0.000059</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        volumes  populations_count         pc1  populations\n",
-       "3238  13396.mrc                  1 -231.621006     0.000030\n",
-       "3837  32412.mrc                  1 -230.330399     0.000030\n",
-       "3361  16057.mrc                  1 -230.129599     0.000030\n",
-       "3541  20321.mrc                  1 -229.605355     0.000030\n",
-       "3665  24907.mrc                  2 -228.763719     0.000059"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "metadata = pd.read_csv('/mnt/home/gwoollard/ceph/repos/cryomethods_comparison_pipeline/osf/metadata.csv')\n",
-    "metadata.sort_values('pc1', inplace=True)\n",
-    "metadata.head()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fscs_sorted = data['fsc']['computed_assets']['fsc_matrix'][metadata.index.tolist()]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "units_Angstroms = 2 * 2.146 / (np.arange(1,112+1) / 112)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "([<matplotlib.axis.XTick at 0x155518c6fdf0>,\n",
-       "  <matplotlib.axis.XTick at 0x155518c6fdc0>,\n",
-       "  <matplotlib.axis.XTick at 0x155518c9a760>,\n",
-       "  <matplotlib.axis.XTick at 0x155518b8a3d0>,\n",
-       "  <matplotlib.axis.XTick at 0x155518b8ae80>,\n",
-       "  <matplotlib.axis.XTick at 0x155518b8f3d0>],\n",
-       " [Text(0, 0, '480.7'),\n",
-       "  Text(20, 0, '22.89'),\n",
-       "  Text(40, 0, '11.72'),\n",
-       "  Text(60, 0, '7.88'),\n",
-       "  Text(80, 0, '5.93'),\n",
-       "  Text(100, 0, '4.76')])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "i=0\n",
-    "sr = pd.DataFrame(fscs_sorted[i].T)\n",
-    "sr.plot(legend=False, alpha=0.1, color='k')\n",
-    "plt.title(f'FSCs against one ground truth map: {i}')\n",
-    "plt.xlabel('Resolution (Ã…)')\n",
-    "res_bins_plot = range(0,112+1,20)\n",
-    "plt.xticks(res_bins_plot, units_Angstroms[res_bins_plot].round(2).astype(str))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def res_at_fsc_threshold(fscs, threshold=0.5):\n",
-    "    res_fsc_half = np.argmin(fscs > threshold, axis=-1)\n",
-    "    fraction_nyquist = 0.5*res_fsc_half / fscs.shape[-1]\n",
-    "    return res_fsc_half, fraction_nyquist\n",
-    "res_fsc_half, fraction_nyquist = res_at_fsc_threshold(fscs_sorted)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x155519d30df0>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(fraction_nyquist, aspect='auto')\n",
-    "plt.colorbar()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Resolution at which FSC crosses 0.5')"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(units_Angstroms[res_fsc_half], aspect='auto')\n",
-    "plt.colorbar()\n",
-    "plt.title('Resolution at which FSC crosses 0.5')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "gpucryonerf",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.-1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}