Create dump.ipynb

dump.ipynb

@@ -0,0 +1,1100 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "138769da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import requests\n",
+    "import itertools\n",
+    "import pandas as pd\n",
+    "from bs4 import BeautifulSoup\n",
+    "from tqdm import trange\n",
+    "import datasets as dst # to create a huggingface dataset\n",
+    "\n",
+    "from chainfury.utils import threaded_map, to_json, from_json, get_files_in_folder"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f51b009f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def _get_page_html(script, chapter_n, sutra_n, get_trans: bool = True, v: bool = False):\n",
+    "    translations = {\n",
+    "        \"htrskd\": 1, # Hindi Translation By Swami Ramsukhdas\n",
+    "        \"httyn\": 1, # Hindi Translation By Swami Tejomayananda\n",
+    "        \"htshg\": 1, # Hindi Translation Of Sri Shankaracharya's Sanskrit Commentary By Sri Harikrishnadas Goenka\n",
+    "        \"scsh\": 1, # Sanskrit Commentary By Sri Shankaracharya\n",
+    "        \"hcchi\": 1, # Hindi Commentary By Swami Chinmayananda\n",
+    "        \"hcrskd\": 1, # Hindi Commentary By Swami Ramsukhdas\n",
+    "        \"scang\": 1, # Sanskrit Commentary By Sri Abhinavgupta\n",
+    "        \"scram\": 1, # Sanskrit Commentary By Sri Ramanujacharya\n",
+    "        \"scanand\": 1, # Sanskrit Commentary By Sri Anandgiri\n",
+    "        \"scjaya\": 1, # Sanskrit Commentary By Sri Jayatirtha\n",
+    "        \"scmad\": 1, # Sanskrit Commentary By Sri Madhvacharya\n",
+    "        \"scval\": 1, # Sanskrit Commentary By Sri Vallabhacharya\n",
+    "        \"scms\": 1, # Sanskrit Commentary By Sri Madhusudan Saraswati\n",
+    "        \"scsri\": 1, # Sanskrit Commentary By Sri Sridhara Swami\n",
+    "        \"scvv\": 1, # Sanskrit Commentary By Sri Vedantadeshikacharya Venkatanatha\n",
+    "        \"scpur\": 1, # Sanskrit Commentary By Sri Purushottamji\n",
+    "        \"scneel\": 1, # Sanskrit Commentary By Sri Neelkanth\n",
+    "        \"scdhan\": 1, # Sanskrit Commentary By Sri Dhanpati\n",
+    "        \"ecsiva\": 1, # English Commentary By Swami Sivananda\n",
+    "        \"etsiva\": 1, # English Translation By Swami Sivananda\n",
+    "        \"etpurohit\": 1, # English Translation By Purohit Swami\n",
+    "        \"etgb\": 1, # English Translation By Swami Gambirananda\n",
+    "        \"setgb\": 1, # English Translation Of Sri Shankaracharya By Swami Gambirananda\n",
+    "        \"etssa\": 1, # English Translation By Dr. S. Sankaranarayan\n",
+    "        \"etassa\": 1, # English Translation of Abhinavgupta's Sanskrit Commentary By Dr. S. Sankaranarayan\n",
+    "        \"etradi\": 1, # English Translation of Ramanujacharya's Sanskrit Commentary By Swami Adidevananda\n",
+    "        \"etadi\": 1, # English Translation By Swami Adidevananda\n",
+    "    }\n",
+    "    params = {\n",
+    "        \"language\": script,\n",
+    "        \"field_chapter_value\": chapter_n,\n",
+    "        \"field_nsutra_value\": sutra_n,\n",
+    "        \"show_mool\": 1,\n",
+    "    }\n",
+    "    if get_trans:\n",
+    "        params.update(translations)\n",
+    "    r = requests.get(\n",
+    "        \"https://www.gitasupersite.iitk.ac.in/srimad\",\n",
+    "        params = params\n",
+    "    )\n",
+    "    if v:\n",
+    "        print(r.url)\n",
+    "    r.raise_for_status()\n",
+    "    soup = BeautifulSoup(r.text)\n",
+    "\n",
+    "    # get the main shloka text first\n",
+    "    shloka_div = BeautifulSoup(\n",
+    "        str(soup.find_all(\"div\", {\"class\": \"views-field views-field-body\"})[0].find_all(\"p\")[0])\n",
+    "        .replace(\"<br/>\", \"\\n\")\n",
+    "    )\n",
+    "    shloka = shloka_div.getText().strip()\n",
+    "\n",
+    "    # now find all the translations and store them\n",
+    "    data = {\n",
+    "        \"id\": f\"{chapter_n}.{sutra_n}\",\n",
+    "        \"script\": script,\n",
+    "        \"body\": shloka,\n",
+    "        \"translations\": []\n",
+    "    }\n",
+    "    for t in translations:\n",
+    "        trans_div = soup.find_all(\"div\", {\"class\": f\"views-field views-field-field-{t}\"})\n",
+    "        if trans_div:\n",
+    "            all_p = trans_div[0].find_all(\"p\")\n",
+    "            if all_p:\n",
+    "                trans_div = all_p[0]\n",
+    "                trans = trans_div.getText().strip()\n",
+    "                data[\"translations\"].append({\n",
+    "                    \"trans\": t,\n",
+    "                    \"content\": trans\n",
+    "                })\n",
+    "    return data\n",
+    "\n",
+    "def get_page_html(script, chapter_n, sutra_n, get_trans = True, pbar = None):\n",
+    "    try:\n",
+    "        out = _get_page_html(script, chapter_n, sutra_n, get_trans)\n",
+    "        pbar.update(1)\n",
+    "        return out, None\n",
+    "    except Exception as e:\n",
+    "        return (script, chapter_n, sutra_n), e"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "954f795a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(701, [('dv', 1, 1, True)])"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scripts = {\n",
+    "    \"dv\": \"Devanagari\",\n",
+    "    \"as\": \"Assamese\",\n",
+    "    \"bn\": \"Bengali\",\n",
+    "    \"gu\": \"Gujarati\",\n",
+    "    \"pa\": \"Gurmukhi\",\n",
+    "    \"kn\": \"Kannada\",\n",
+    "    \"ml\": \"Malayalam\",\n",
+    "    \"or\": \"Odia\",\n",
+    "    \"ro\": \"Roman\",\n",
+    "    \"ta\": \"Tamil\",\n",
+    "    \"te\": \"Telugu\",\n",
+    "}\n",
+    "chapter_to_max_sutra = {\n",
+    "  \"1\": 47,\n",
+    "  \"2\": 72,\n",
+    "  \"3\": 43,\n",
+    "  \"4\": 42,\n",
+    "  \"5\": 29,\n",
+    "  \"6\": 47,\n",
+    "  \"7\": 30,\n",
+    "  \"8\": 28,\n",
+    "  \"9\": 34,\n",
+    "  \"10\": 42,\n",
+    "  \"11\": 55,\n",
+    "  \"12\": 20,\n",
+    "  \"13\": 35,\n",
+    "  \"14\": 27,\n",
+    "  \"15\": 20,\n",
+    "  \"16\": 24,\n",
+    "  \"17\": 28,\n",
+    "  \"18\": 78,\n",
+    "}\n",
+    "\n",
+    "items = []\n",
+    "for sc in list(scripts.keys())[:1]:\n",
+    "    for c in chapter_to_max_sutra:\n",
+    "        items.extend([(sc, int(c), i, True) for i in range(1,chapter_to_max_sutra[c]+1)])\n",
+    "len(items), items[:1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "f03fa731",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': '1.1',\n",
+       " 'script': 'dv',\n",
+       " 'body': 'धृतराष्ट्र उवाच\\n\\n\\n\\nधर्मक्षेत्रे कुरुक्षेत्रे समवेता युयुत्सवः।\\n\\n\\n\\nमामकाः पाण्डवाश्चैव किमकुर्वत सञ्जय।।1.1।।',\n",
+       " 'translations': []}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = _get_page_html(*items[0])\n",
+    "data = _get_page_html(*items[0][:3], False)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4eed8567",
+   "metadata": {},
+   "source": [
+    "## Create Gita singular dump"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f297d9a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 7711/7711 [07:53<00:00, 16.29it/s]\n",
+      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊| 700/701 [00:49<00:00, 14.38it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 34.9 s, sys: 2.38 s, total: 37.3 s\n",
+      "Wall time: 49.8 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "pbar = trange(len(items))\n",
+    "inputs = [(*x, pbar) for x in items]\n",
+    "translation_data = threaded_map(get_page_html, inputs, max_threads=10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "80b8278b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(701, 0, 701)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 701/701 [01:02<00:00, 14.38it/s]"
+     ]
+    }
+   ],
+   "source": [
+    "failed_args = []\n",
+    "for (out, err) in translation_data:\n",
+    "    if err:\n",
+    "        failed_args.append(out)\n",
+    "len(translation_data), len(failed_args), len(inputs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "acd03e14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "translation_data[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7956f645",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7711, [('dv', 1, 1, False)])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# now download all the translations\n",
+    "script_items = []\n",
+    "for sc in list(scripts.keys()):\n",
+    "    for c in chapter_to_max_sutra:\n",
+    "        script_items.extend([(sc, int(c), i, False) for i in range(1,chapter_to_max_sutra[c]+1)])\n",
+    "len(script_items), script_items[:1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a5f3781c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': '1.1',\n",
+       " 'script': 'dv',\n",
+       " 'body': 'धृतराष्ट्र उवाच\\n\\n\\n\\nधर्मक्षेत्रे कुरुक्षेत्रे समवेता युयुत्सवः।\\n\\n\\n\\nमामकाः पाण्डवाश्चैव किमकुर्वत सञ्जय।।1.1।।',\n",
+       " 'translations': []}"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = _get_page_html(*script_items[0])\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3ca21550",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "pbar = trange(len(script_items))\n",
+    "inputs = [(*x, pbar) for x in script_items]\n",
+    "translit_data = threaded_map(get_page_html, inputs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "87f03939",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7711, 0, 7711)"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "failed_args = []\n",
+    "for (out, err) in translit_data:\n",
+    "    if err:\n",
+    "        failed_args.append(out)\n",
+    "len(translit_data), len(failed_args), len(translit_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "dc8bead5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'id': '1.1',\n",
+       "  'script': 'dv',\n",
+       "  'body': 'धृतराष्ट्र उवाच\\n\\n\\n\\nधर्मक्षेत्रे कुरुक्षेत्रे समवेता युयुत्सवः।\\n\\n\\n\\nमामकाः पाण्डवाश्चैव किमकुर्वत सञ्जय।।1.1।।',\n",
+       "  'translations': []},\n",
+       " None)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 7711/7711 [04:48<00:00,  8.77it/s]\u001b[A"
+     ]
+    }
+   ],
+   "source": [
+    "translit_data[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "12908809",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# combine the translation and transliteration data\n",
+    "all_rows = []\n",
+    "for x, _ in translation_data:\n",
+    "    data = {\n",
+    "        \"shloka_id\": x[\"id\"],\n",
+    "        \"chapter\": x[\"id\"].split(\".\")[0],\n",
+    "        \"sutra\": x[\"id\"].split(\".\")[1],\n",
+    "    }\n",
+    "    for t in x[\"translations\"]:\n",
+    "        if (\"did not comment on this sloka.\" in t[\"content\"] or\n",
+    "            \"No commentary\" in t[\"content\"]\n",
+    "        ):\n",
+    "            continue\n",
+    "        data[\"trans-\" + t[\"trans\"]] = t[\"content\"]\n",
+    "    shloka_lits = list(filter(\n",
+    "        lambda y: y[0][\"id\"] == x[\"id\"],\n",
+    "        translit_data\n",
+    "    ))\n",
+    "    for td, _ in shloka_lits:\n",
+    "        data[f\"script-\" + td[\"script\"]] = td[\"body\"]\n",
+    "    all_rows.append(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "b5e054fd",
+   "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>shloka_id</th>\n",
+       "      <th>chapter</th>\n",
+       "      <th>sutra</th>\n",
+       "      <th>trans-htrskd</th>\n",
+       "      <th>trans-httyn</th>\n",
+       "      <th>trans-hcchi</th>\n",
+       "      <th>trans-hcrskd</th>\n",
+       "      <th>trans-scang</th>\n",
+       "      <th>trans-scram</th>\n",
+       "      <th>trans-scanand</th>\n",
+       "      <th>...</th>\n",
+       "      <th>script-ml</th>\n",
+       "      <th>script-or</th>\n",
+       "      <th>script-ro</th>\n",
+       "      <th>script-ta</th>\n",
+       "      <th>script-te</th>\n",
+       "      <th>trans-htshg</th>\n",
+       "      <th>trans-scsh</th>\n",
+       "      <th>trans-setgb</th>\n",
+       "      <th>trans-scjaya</th>\n",
+       "      <th>trans-scmad</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>।।1.1।। धृतराष्ट्र बोले (टिप्पणी प0 1.2) - हे ...</td>\n",
+       "      <td>।।1.1।।धृतराष्ट्र ने कहा -- हे संजय ! धर्मभूमि...</td>\n",
+       "      <td>।।1.1।। सम्पूर्ण गीता में यही एक मात्र श्लोक अ...</td>\n",
+       "      <td>1।।व्याख्या-- 'धर्मक्षेत्रे' 'कुरुक्षेत्रे'-- ...</td>\n",
+       "      <td>।।1.1।।धर्मक्षेत्र इति।  अत्र केचित् व्याख्याव...</td>\n",
+       "      <td>।।1.1।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...</td>\n",
+       "      <td>।।1.1।।एवं गीताशास्त्रस्य साध्यसाधनभूतनिष्ठाद्...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>ധൃതരാഷ്ട്ര ഉവാച\\n\\nധര്മക്ഷേത്രേ കുരുക്ഷേത്രേ സ...</td>\n",
+       "      <td>ଧୃତରାଷ୍ଟ୍ର ଉବାଚ\\n\\nଧର୍ମକ୍ଷେତ୍ରେ କୁରୁକ୍ଷେତ୍ରେ ସ...</td>\n",
+       "      <td>dhṛtarāṣṭra uvāca\\n\\ndharmakṣētrē kurukṣētrē s...</td>\n",
+       "      <td>தரிதராஷ்ட்ர உவாச\\n\\nதர்மக்ஷேத்ரே குருக்ஷேத்ரே ...</td>\n",
+       "      <td>ధృతరాష్ట్ర ఉవాచ\\n\\nధర్మక్షేత్రే కురుక్షేత్రే స...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>।।1.2।। संजय बोले - उस समय वज्रव्यूह-से खड़ी ह...</td>\n",
+       "      <td>।।1.2।।संजय ने कहा -- पाण्डव-सैन्य की व्यूह रच...</td>\n",
+       "      <td>।।1.2।। इस श्लोक से आगे संजय ने कुरुक्षेत्र मे...</td>\n",
+       "      <td>।।1.2।। व्याख्या-- 'तदा'-- जिस समय दोनों सेनाए...</td>\n",
+       "      <td>।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...</td>\n",
+       "      <td>।।1.2।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...</td>\n",
+       "      <td>।।1.2।।किमस्मदीयं प्रबलं बलं प्रतिलभ्य धीरपुरु...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>��ഞ്ജയ ഉവാച\\n\\nദൃഷ്ട്വാ തു പാണ്ഡവാനീകം വ്യൂഢം ദ...</td>\n",
+       "      <td>ସଞ୍ଜଯ ଉବାଚ\\n\\nଦୃଷ୍ଟ୍ବା ତୁ ପାଣ୍ଡବାନୀକଂ ବ୍ଯୂଢଂ ଦ...</td>\n",
+       "      <td>sañjaya uvāca\\n\\ndṛṣṭvā tu pāṇḍavānīkaṅ vyūḍha...</td>\n",
+       "      <td>ஸஞ்ஜய உவாச\\n\\nதரிஷ்ட்வா து பாண்டவாநீகஂ வ்யூடஂ ...</td>\n",
+       "      <td>సఞ్జయ ఉవాచ\\n\\nదృష్ట్వా తు పాణ్డవానీకం వ్యూఢం ద...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>।।1.3।। हे आचार्य! आपके बुद्धिमान् शिष्य द्रुप...</td>\n",
+       "      <td>।।1.3।।हे आचार्य ! आपके बुद्धिमान शिष्य द्रुपद...</td>\n",
+       "      <td>।।1.3।। वास्तव में दुर्योधन की यह मूर्खता है क...</td>\n",
+       "      <td>1.3।। व्याख्या--'आचार्य' द्रोणके लिये 'आचार्य'...</td>\n",
+       "      <td>।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...</td>\n",
+       "      <td>।।1.3।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...</td>\n",
+       "      <td>।।1.3।।तदेव वचनमुदाहरति   पश्येति।  एतामस्मदभ्...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>പശ്യൈതാം പാണ്ഡുപുത്രാണാമാചാര്യ മഹതീം ചമൂമ്.\\n\\...</td>\n",
+       "      <td>ପଶ୍ଯୈତାଂ ପାଣ୍ଡୁପୁତ୍ରାଣାମାଚାର୍ଯ ମହତୀଂ ଚମୂମ୍|\\n\\...</td>\n",
+       "      <td>paśyaitāṅ pāṇḍuputrāṇāmācārya mahatīṅ camūm.\\n...</td>\n",
+       "      <td>பஷ்யைதாஂ பாண்டுபுத்ராணாமாசார்ய மஹதீஂ சமூம்.\\n\\...</td>\n",
+       "      <td>పశ్యైతాం పాణ్డుపుత్రాణామాచార్య మహతీం చమూమ్.\\n\\...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>।।1.4 -- 1.6।। यहाँ (पाण्डवों की सेना में) बड़...</td>\n",
+       "      <td>।।1.4।।इस सेना में महान् धनुर्धारी शूर योद्धा ...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>।।1.4 --1.6।। व्याख्या--'अत्र शूरा महेष्वासा भ...</td>\n",
+       "      <td>।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...</td>\n",
+       "      <td>।।1.4।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...</td>\n",
+       "      <td>।।1.4।।अन्येऽपि प्रतिपक्षे पराक्रमभाजो बहवः सन...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>അത്ര ശൂരാ മഹേഷ്വാസാ ഭീമാര്ജുനസമാ യുധി.\\n\\nയുയു...</td>\n",
+       "      <td>ଅତ୍ର ଶୂରା ମହେଷ୍ବାସା ଭୀମାର୍ଜୁନସମା ଯୁଧି|\\n\\nଯୁଯୁ...</td>\n",
+       "      <td>atra śūrā mahēṣvāsā bhīmārjunasamā yudhi.\\n\\ny...</td>\n",
+       "      <td>அத்ர ஷூரா மஹேஷ்வாஸா பீமார்ஜுநஸமா யுதி.\\n\\nயுயு...</td>\n",
+       "      <td>అత్ర శూరా మహేష్వాసా భీమార్జునసమా యుధి.\\n\\nయుయు...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4 rows × 41 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  shloka_id chapter sutra                                       trans-htrskd  \\\n",
+       "0       1.1       1     1  ।।1.1।। धृतराष्ट्र बोले (टिप्पणी प0 1.2) - हे ...   \n",
+       "1       1.2       1     2  ।।1.2।। संजय बोले - उस समय वज्रव्यूह-से खड़ी ह...   \n",
+       "2       1.3       1     3  ।।1.3।। हे आचार्य! आपके बुद्धिमान् शिष्य द्रुप...   \n",
+       "3       1.4       1     4  ।।1.4 -- 1.6।। यहाँ (पाण्डवों की सेना में) बड़...   \n",
+       "\n",
+       "                                         trans-httyn  \\\n",
+       "0  ।।1.1।।धृतराष्ट्र ने कहा -- हे संजय ! धर्मभूमि...   \n",
+       "1  ।।1.2।।संजय ने कहा -- पाण्डव-सैन्य की व्यूह रच...   \n",
+       "2  ।।1.3।।हे आचार्य ! आपके बुद्धिमान शिष्य द्रुपद...   \n",
+       "3  ।।1.4।।इस सेना में महान् धनुर्धारी शूर योद्धा ...   \n",
+       "\n",
+       "                                         trans-hcchi  \\\n",
+       "0  ।।1.1।। सम्पूर्ण गीता में यही एक मात्र श्लोक अ...   \n",
+       "1  ।।1.2।। इस श्लोक से आगे संजय ने कुरुक्षेत्र मे...   \n",
+       "2  ।।1.3।। वास्तव में दुर्योधन की यह मूर्खता है क...   \n",
+       "3                                                NaN   \n",
+       "\n",
+       "                                        trans-hcrskd  \\\n",
+       "0  1।।व्याख्या-- 'धर्मक्षेत्रे' 'कुरुक्षेत्रे'-- ...   \n",
+       "1  ।।1.2।। व्याख्या-- 'तदा'-- जिस समय दोनों सेनाए...   \n",
+       "2  1.3।। व्याख्या--'आचार्य' द्रोणके लिये 'आचार्य'...   \n",
+       "3  ।।1.4 --1.6।। व्याख्या--'अत्र शूरा महेष्वासा भ...   \n",
+       "\n",
+       "                                         trans-scang  \\\n",
+       "0  ।।1.1।।धर्मक्षेत्र इति।  अत्र केचित् व्याख्याव...   \n",
+       "1  ।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...   \n",
+       "2  ।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...   \n",
+       "3  ।।1.2  1.9।।किं वा अनेन बहुपरिगणनेन (K omits ब...   \n",
+       "\n",
+       "                                         trans-scram  \\\n",
+       "0  ।।1.1।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...   \n",
+       "1  ।।1.2।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...   \n",
+       "2  ।।1.3।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...   \n",
+       "3  ।।1.4।।धृतराष्ट्र उवाच  सञ्जय उवाच  दुर्योधनः ...   \n",
+       "\n",
+       "                                       trans-scanand  ...  \\\n",
+       "0  ।।1.1।।एवं गीताशास्त्रस्य साध्यसाधनभूतनिष्ठाद्...  ...   \n",
+       "1  ।।1.2।।किमस्मदीयं प्रबलं बलं प्रतिलभ्य धीरपुरु...  ...   \n",
+       "2  ।।1.3।।तदेव वचनमुदाहरति   पश्येति।  एतामस्मदभ्...  ...   \n",
+       "3  ।।1.4।।अन्येऽपि प्रतिपक्षे पराक्रमभाजो बहवः सन...  ...   \n",
+       "\n",
+       "                                           script-ml  \\\n",
+       "0  ധൃതരാഷ്ട്ര ഉവാച\\n\\nധര്മക്ഷേത്രേ കുരുക്ഷേത്രേ സ...   \n",
+       "1  സഞ്ജയ ഉവാച\\n\\nദൃഷ്ട്വാ തു പാണ്ഡവാനീകം വ്യൂഢം ദ...   \n",
+       "2  പശ്യൈതാം പാണ്ഡുപുത്രാണാമാചാര്യ മഹതീം ചമൂമ്.\\n\\...   \n",
+       "3  അത്ര ശൂരാ മഹേഷ്വാസാ ഭീമാര്ജുനസമാ യുധി.\\n\\nയുയു...   \n",
+       "\n",
+       "                                           script-or  \\\n",
+       "0  ଧୃତରାଷ୍ଟ୍ର ଉବାଚ\\n\\nଧର୍ମକ୍ଷେତ୍ରେ କୁରୁକ୍ଷେତ୍ରେ ସ...   \n",
+       "1  ସଞ୍ଜଯ ଉବାଚ\\n\\nଦୃଷ୍ଟ୍ବା ତୁ ପାଣ୍ଡବାନୀକଂ ବ୍ଯୂଢଂ ଦ...   \n",
+       "2  ପଶ୍ଯୈତାଂ ପାଣ୍ଡୁପୁତ୍ରାଣାମାଚାର୍ଯ ମହତୀଂ ଚମୂମ୍|\\n\\...   \n",
+       "3  ଅତ୍ର ଶୂରା ମହେଷ୍ବାସା ଭୀମାର୍ଜୁନସମା ଯୁଧି|\\n\\nଯୁଯୁ...   \n",
+       "\n",
+       "                                           script-ro  \\\n",
+       "0  dhṛtarāṣṭra uvāca\\n\\ndharmakṣētrē kurukṣētrē s...   \n",
+       "1  sañjaya uvāca\\n\\ndṛṣṭvā tu pāṇḍavānīkaṅ vyūḍha...   \n",
+       "2  paśyaitāṅ pāṇḍuputrāṇāmācārya mahatīṅ camūm.\\n...   \n",
+       "3  atra śūrā mahēṣvāsā bhīmārjunasamā yudhi.\\n\\ny...   \n",
+       "\n",
+       "                                           script-ta  \\\n",
+       "0  தரிதராஷ்ட்ர உவாச\\n\\nதர்மக்ஷேத்ரே குருக்ஷேத்ரே ...   \n",
+       "1  ஸஞ்ஜய உவாச\\n\\nதரிஷ்ட்வா து பாண்டவாநீகஂ வ்யூடஂ ...   \n",
+       "2  பஷ்யைதாஂ பாண்டுபுத்ராணாமாசார்ய மஹதீஂ சமூம்.\\n\\...   \n",
+       "3  அத்ர ஷூரா மஹேஷ்வாஸா பீமார்ஜுநஸமா யுதி.\\n\\nயுயு...   \n",
+       "\n",
+       "                                           script-te trans-htshg trans-scsh  \\\n",
+       "0  ధృతరాష్ట్ర ఉవాచ\\n\\nధర్మక్షేత్రే కురుక్షేత్రే స...         NaN        NaN   \n",
+       "1  సఞ్జయ ఉవాచ\\n\\nదృష్ట్వా తు పాణ్డవానీకం వ్యూఢం ద...         NaN        NaN   \n",
+       "2  పశ్యైతాం పాణ్డుపుత్రాణామాచార్య మహతీం చమూమ్.\\n\\...         NaN        NaN   \n",
+       "3  అత్ర శూరా మహేష్వాసా భీమార్జునసమా యుధి.\\n\\nయుయు...         NaN        NaN   \n",
+       "\n",
+       "  trans-setgb trans-scjaya trans-scmad  \n",
+       "0         NaN          NaN         NaN  \n",
+       "1         NaN          NaN         NaN  \n",
+       "2         NaN          NaN         NaN  \n",
+       "3         NaN          NaN         NaN  \n",
+       "\n",
+       "[4 rows x 41 columns]"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_comb = pd.DataFrame(all_rows)\n",
+    "df_comb.head(4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "5121c3f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fill: 96.72\n",
+      "empty: 3.28\n"
+     ]
+    }
+   ],
+   "source": [
+    "not_na = df_comb.notna().sum().sum() / (df_comb.shape[0] * df_comb.shape[1])\n",
+    "na = (df_comb.notna()==False).sum().sum() / (df_comb.shape[0] * df_comb.shape[1])\n",
+    "print(f\"fill: {not_na * 100:.2f}\", )\n",
+    "print(f\"empty: {na * 100:.2f}\", )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "e44bfce2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DatasetDict({\n",
+       "    train: Dataset({\n",
+       "        features: ['shloka_id', 'chapter', 'sutra', 'trans-htrskd', 'trans-httyn', 'trans-hcchi', 'trans-hcrskd', 'trans-scang', 'trans-scram', 'trans-scanand', 'trans-scval', 'trans-scms', 'trans-scsri', 'trans-scvv', 'trans-scpur', 'trans-scneel', 'trans-scdhan', 'trans-ecsiva', 'trans-etsiva', 'trans-etpurohit', 'trans-etgb', 'trans-etssa', 'trans-etassa', 'trans-etradi', 'trans-etadi', 'script-dv', 'script-as', 'script-bn', 'script-gu', 'script-pa', 'script-kn', 'script-ml', 'script-or', 'script-ro', 'script-ta', 'script-te', 'trans-htshg', 'trans-scsh', 'trans-setgb', 'trans-scjaya', 'trans-scmad'],\n",
+       "        num_rows: 701\n",
+       "    })\n",
+       "})"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gita_ds = dst.DatasetDict(train = dst.Dataset.from_pandas(df_comb))\n",
+    "gita_ds"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "0f845d1c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Pushing split train to the Hub.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/json": {
+       "ascii": false,
+       "bar_format": null,
+       "colour": null,
+       "elapsed": 0.026834726333618164,
+       "initial": 0,
+       "n": 0,
+       "ncols": null,
+       "nrows": 59,
+       "postfix": null,
+       "prefix": "Pushing dataset shards to the dataset hub",
+       "rate": null,
+       "total": 1,
+       "unit": "it",
+       "unit_divisor": 1000,
+       "unit_scale": false
+      },
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "252b3d8b45be41369bd4e7e0b9e1eb60",
+       "version_major": 2,
+       "version_minor": 0
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+      "text/plain": [
+       "Pushing dataset shards to the dataset hub:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
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+    },
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 493 ms, sys: 99.8 ms, total: 593 ms\n",
+      "Wall time: 6 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "gita_ds.push_to_hub(\"yashnbx/gita_supersite_dump\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6ecb773",
+   "metadata": {},
+   "source": [
+    "## Create the Sanskit TTS Dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "36c0d92b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# now download the audio clips\n",
+    "def get_audio(chapter_n: int, sutra_n: int, pbar = None):\n",
+    "    url = f\"https://www.gitasupersite.iitk.ac.in/sites/default/files/audio/CHAP{chapter_n}/{chapter_n}-{sutra_n}.MP3\"\n",
+    "    os.makedirs(\"./audio\", exist_ok=True)\n",
+    "    r = requests.get(url, stream = True)\n",
+    "    fp = f'./audio/swami_brahmananda_{chapter_n}_{sutra_n}.mp3'\n",
+    "    with open(fp, 'wb') as mp3:\n",
+    "        for chunk in r.iter_content(chunk_size=int(1e5)):\n",
+    "            mp3.write(chunk)\n",
+    "    if pbar:\n",
+    "        pbar.update(1)\n",
+    "    return fp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b11dbd8b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 701/701 [00:31<00:00, 44.19it/s]"
+     ]
+    }
+   ],
+   "source": [
+    "pbar = trange(len(items))\n",
+    "inputs = [(*x[1:], pbar) for x in items]\n",
+    "_ = threaded_map(get_audio, inputs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "2f7ba3c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for fp in get_files_in_folder(\"./audio\"):\n",
+    "    print(fp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "460dcb1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "audio_files = !ls ./audio/\n",
+    "audio_files = [\"./audio/\"+x for x in audio_files]\n",
+    "sample = []\n",
+    "for fp in audio_files:\n",
+    "    chapter_n, sutra_n = fp.split(\"_\")[2:4]\n",
+    "    shloka_id = f\"{chapter_n}.{sutra_n[:-4]}\"\n",
+    "    _df = df_comb[df_comb.shloka_id == shloka_id]\n",
+    "    sample.append({\n",
+    "        \"shloka_id\": shloka_id,\n",
+    "        \"text\": _df[\"script-dv\"].item(),\n",
+    "        \"audio\": fp\n",
+    "    })"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "cb33827e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tts_ds = dst.DatasetDict(\n",
+    "    train = dst.Dataset.from_list(sample).cast_column(\"audio\", dst.Audio())\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "4cbbeeac",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/homebrew/lib/python3.10/site-packages/datasets/features/audio.py:310: UserWarning: Decoding mp3 with `librosa` instead of `torchaudio`, decoding is slow.\n",
+      "  warnings.warn(\"Decoding mp3 with `librosa` instead of `torchaudio`, decoding is slow.\")\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'shloka_id': '10.1',\n",
+       " 'text': 'श्री भगवानुवाच\\n\\n\\n\\nभूय एव महाबाहो श्रृणु मे परमं वचः।\\n\\n\\n\\nयत्तेऽहं प्रीयमाणाय वक्ष्यामि हितकाम्यया।।10.1।।',\n",
+       " 'audio': {'path': './audio/swami_brahmananda_10_1.mp3',\n",
+       "  'array': array([ 0.0000000e+00,  0.0000000e+00,  0.0000000e+00, ...,\n",
+       "         -4.2175071e-07, -4.5091804e-07, -2.9115546e-07], dtype=float32),\n",
+       "  'sampling_rate': 16000}}"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tts_ds[\"train\"][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "545e208d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Pushing split train to the Hub.\n"
+     ]
+    },
+    {
+     "data": {
+      "application/json": {
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+       "  0%|          | 0/1 [00:00<?, ?ba/s]"
+      ]
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+       "Pushing dataset shards to the dataset hub:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
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+    },
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+       "unit": "it",
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+       "unit_scale": false
+      },
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "dc348c7ad74747daa2b66a2f391c621b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Upload 1 LFS files:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 587 ms, sys: 148 ms, total: 734 ms\n",
+      "Wall time: 8.53 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "tts_ds.push_to_hub(\"yashnbx/gita_supersite_sanskrit_tts\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2a7f8813",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
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+ ],
+ "metadata": {
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+   "version": "3.10.13"
+  }
+ },
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+}