notebook preparing data from scraped files

parsing-sermon-jsons-to-df-csv.ipynb

@@ -0,0 +1,305 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8a13cfae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "5837401d683f4cda99521aaad9baa6f6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "sermons:   0%|          | 0/46 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Volumes/MM/autoThread_old/churches/._all-souls_org.json 'utf-8' codec can't decode byte 0xb0 in position 37: invalid start byte\n",
+      "45 files\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm.notebook import tqdm\n",
+    "from pathlib import Path\n",
+    "import json\n",
+    "import pandas as pd\n",
+    "\n",
+    "\n",
+    "source = Path('/Volumes/MM/autoThread_old/churches/')\n",
+    "data = []\n",
+    "folder = Path(source).glob('*.json')\n",
+    "for _file in tqdm(folder, total=len(list(Path(source).glob('*.json'))), desc='sermons'):\n",
+    "    try:\n",
+    "        with open(_file, 'r') as f:\n",
+    "            docs = json.load(f) # {MP3file : {\"text\" ... }}\n",
+    "    except Exception as e:\n",
+    "        print(_file, e)\n",
+    "        continue\n",
+    "    church = _file.stem\n",
+    "    updocs = {}\n",
+    "    for k,v in docs.items():\n",
+    "        v['church'] = church\n",
+    "        updocs[k] = v\n",
+    "    data.append( updocs )\n",
+    "print(len(data), 'files')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "705968c8",
+   "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>church</th>\n",
+       "      <th>source</th>\n",
+       "      <th>text</th>\n",
+       "      <th>sentences</th>\n",
+       "      <th>processing_time</th>\n",
+       "      <th>transcription_errors</th>\n",
+       "      <th>duration(s)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1.1</th>\n",
+       "      <td>all-souls_org</td>\n",
+       "      <td>04.02.22ILeftMyHeartInSF.mp3</td>\n",
+       "      <td>Our reading this morning. Is from the same scr...</td>\n",
+       "      <td>177</td>\n",
+       "      <td>327.6</td>\n",
+       "      <td>26</td>\n",
+       "      <td>1528.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.2</th>\n",
+       "      <td>all-souls_org</td>\n",
+       "      <td>04.02.15AfraidOfTheDark.mp3</td>\n",
+       "      <td>Mornings readings are. 2 and brief. The first ...</td>\n",
+       "      <td>123</td>\n",
+       "      <td>139.6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>697.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.3</th>\n",
+       "      <td>all-souls_org</td>\n",
+       "      <td>03.01.26AwesomeMeetsTheFamiliar.mp3</td>\n",
+       "      <td>It is a great joy and privilege for me to be h...</td>\n",
+       "      <td>269</td>\n",
+       "      <td>323.8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1443.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.4</th>\n",
+       "      <td>all-souls_org</td>\n",
+       "      <td>04.02.11WhatGoodIsGod.mp3</td>\n",
+       "      <td>I've told many of you how excited i am to have...</td>\n",
+       "      <td>125</td>\n",
+       "      <td>367.6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1387.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.5</th>\n",
+       "      <td>all-souls_org</td>\n",
+       "      <td>04.02.29ConspiracyAgainstVu.mp3</td>\n",
+       "      <td>Some of you may have thought that. Service wou...</td>\n",
+       "      <td>198</td>\n",
+       "      <td>280.8</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1248.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45.470</th>\n",
+       "      <td>uufvb_org</td>\n",
+       "      <td>2012Mar18Sermon32.mp3</td>\n",
+       "      <td>30 years old. Person. Usefulness. By the time ...</td>\n",
+       "      <td>302</td>\n",
+       "      <td>209.8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>913.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45.471</th>\n",
+       "      <td>uufvb_org</td>\n",
+       "      <td>2015Feb22Sermon128.mp3</td>\n",
+       "      <td>Good morning everyone is glad to be 80° today ...</td>\n",
+       "      <td>632</td>\n",
+       "      <td>450.8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>1885.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45.472</th>\n",
+       "      <td>uufvb_org</td>\n",
+       "      <td>2011Jul24Sermon32.mp3</td>\n",
+       "      <td>4 years ago. As my partner charlie and i were ...</td>\n",
+       "      <td>405</td>\n",
+       "      <td>295.8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1386.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45.473</th>\n",
+       "      <td>uufvb_org</td>\n",
+       "      <td>2015Feb15Sermon32.mp3</td>\n",
+       "      <td>Good morning. Welcome to the unitarian univers...</td>\n",
+       "      <td>472</td>\n",
+       "      <td>345.6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1592.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45.474</th>\n",
+       "      <td>uufvb_org</td>\n",
+       "      <td>2010Dec12Sermon128.mp3</td>\n",
+       "      <td>I shared the words of bill mckibben with joyce...</td>\n",
+       "      <td>463</td>\n",
+       "      <td>225.5</td>\n",
+       "      <td>411</td>\n",
+       "      <td>1339.5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>6900 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               church                               source  \\\n",
+       "1.1     all-souls_org         04.02.22ILeftMyHeartInSF.mp3   \n",
+       "1.2     all-souls_org          04.02.15AfraidOfTheDark.mp3   \n",
+       "1.3     all-souls_org  03.01.26AwesomeMeetsTheFamiliar.mp3   \n",
+       "1.4     all-souls_org            04.02.11WhatGoodIsGod.mp3   \n",
+       "1.5     all-souls_org      04.02.29ConspiracyAgainstVu.mp3   \n",
+       "...               ...                                  ...   \n",
+       "45.470      uufvb_org                2012Mar18Sermon32.mp3   \n",
+       "45.471      uufvb_org               2015Feb22Sermon128.mp3   \n",
+       "45.472      uufvb_org                2011Jul24Sermon32.mp3   \n",
+       "45.473      uufvb_org                2015Feb15Sermon32.mp3   \n",
+       "45.474      uufvb_org               2010Dec12Sermon128.mp3   \n",
+       "\n",
+       "                                                     text  sentences  \\\n",
+       "1.1     Our reading this morning. Is from the same scr...        177   \n",
+       "1.2     Mornings readings are. 2 and brief. The first ...        123   \n",
+       "1.3     It is a great joy and privilege for me to be h...        269   \n",
+       "1.4     I've told many of you how excited i am to have...        125   \n",
+       "1.5     Some of you may have thought that. Service wou...        198   \n",
+       "...                                                   ...        ...   \n",
+       "45.470  30 years old. Person. Usefulness. By the time ...        302   \n",
+       "45.471  Good morning everyone is glad to be 80° today ...        632   \n",
+       "45.472  4 years ago. As my partner charlie and i were ...        405   \n",
+       "45.473  Good morning. Welcome to the unitarian univers...        472   \n",
+       "45.474  I shared the words of bill mckibben with joyce...        463   \n",
+       "\n",
+       "        processing_time  transcription_errors  duration(s)  \n",
+       "1.1               327.6                    26       1528.2  \n",
+       "1.2               139.6                     6        697.2  \n",
+       "1.3               323.8                     5       1443.6  \n",
+       "1.4               367.6                     3       1387.1  \n",
+       "1.5               280.8                     7       1248.1  \n",
+       "...                 ...                   ...          ...  \n",
+       "45.470            209.8                     4        913.2  \n",
+       "45.471            450.8                    20       1885.9  \n",
+       "45.472            295.8                     5       1386.5  \n",
+       "45.473            345.6                    18       1592.7  \n",
+       "45.474            225.5                   411       1339.5  \n",
+       "\n",
+       "[6900 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# rows are (church, MP3): cols are text, etc.\n",
+    "vals = []\n",
+    "ids = []\n",
+    "for idx,item in enumerate(data):\n",
+    "    _id = 1\n",
+    "    for mp3,val in item.items():\n",
+    "        vals.append(val) # dict with text, time, sent, errors, dur, file(name)\n",
+    "        ids.append(f\"{idx+1}.{_id}\")\n",
+    "        _id += 1\n",
+    "df = pd.DataFrame(data=vals, columns=['church', 'file', 'text', 'sentences', 'processing_time', 'errors', 'duration'], index=ids)\n",
+    "df.duration = df.duration.round(1)\n",
+    "df = df.rename(columns={'duration': 'duration(s)', 'file':'source', 'errors':'transcription_errors'})\n",
+    "df.to_csv(\"unitarian-universalist-church-sermons-n=6900b.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fd50088f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}