diff --git a/knowledge_base/GraphMakerComplete.ipynb b/knowledge_base/GraphMakerComplete.ipynb index 958d344..a91e595 100644 --- a/knowledge_base/GraphMakerComplete.ipynb +++ b/knowledge_base/GraphMakerComplete.ipynb @@ -30,13 +30,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "117659it [00:06, 18248.05it/s]\n" + "117659it [00:09, 12289.69it/s]\n" ] } ], "source": [ "for syn in tqdm(wn.all_synsets()):\n", - " G.add_node(syn.name())\n" + " G.add_node(syn.name())" ] }, { @@ -48,7 +48,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "117659it [00:02, 46781.87it/s]\n" + "117659it [00:03, 38097.78it/s]\n" ] } ], @@ -87,6 +87,26 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13330" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(cateogires)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "def get_category_synsets(category):\n", @@ -99,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -145,22 +165,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['nuclear weapon',\n", - " 'nuclear.a.01',\n", - " 'nuclear power station',\n", - " 'power.n.01',\n", - " 'powers of the ec institutions',\n", - " 'european_union.n.01',\n", - " 'ec agreement']" + "['& guitar',\n", + " 'guitar.n.01',\n", + " 'acoustic & classical guitar parts',\n", + " 'parts.n.01',\n", + " 'bike brakes & parts',\n", + " 'motorcycle.n.01']" ] }, - "execution_count": 15, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -173,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -182,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -207,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +236,27 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "355211" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "freqs['books']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -231,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -240,7 +279,7 @@ "0.011862316849456947" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -257,12 +296,12 @@ "source": [ "distance_map = dict()\n", "for dist in range(0, 20):\n", - " distance_map[dist] = nx.descendants_at_distance(G, categ_to_synset['ec agreement'], dist)" + " distance_map[dist] = nx.descendants_at_distance(G, categ_to_synset['books'], dist)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -277,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -286,16 +325,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "dict_keys([0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 19])" + "dict_keys([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14])" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -306,7 +345,469 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "amzn_ancestor_dict = json.load(open('../training/amzn_ancestor_dict.json'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13330" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len({k for k in amzn_ancestor_dict if amzn_ancestor_dict[k] != []})" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "unseen_labels = [x.strip() for x in open('../training/datasets/Amzn13K/unseen_labels_split6500_2.txt').readlines()]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "new_distance_map[-1] = []\n", + "new_distance_map[15] = []" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# ignored_labels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6500" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(unseen_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/15 [00:00 0:\n", + " new_seen_labels.add(np.random.choice(sl))\n", + " to_break = True\n", + " if to_break:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'seal.n.02'" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(descs)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "889" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(new_seen_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'administration.n.02' in synset_to_categ" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "f = open('../training/datasets/eurlex4.3k/unseen_labels_split889_neigh_wnet.txt','w')\n", + "for x in new_seen_labels:\n", + " f.write(f'{x}\\n')\n", + "f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "889" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(new_seen_labels.intersection(train_labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'refining.n.01'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(G[categ_to_synset[unseen_labels[0]]])" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -127,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -145,35 +335,34 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['nuclear weapon',\n", - " 'nuclear.a.01',\n", - " 'nuclear power station',\n", - " 'power.n.01',\n", - " 'powers of the ec institutions',\n", - " 'european_union.n.01',\n", - " 'ec agreement']" + " 'weapon.n.01',\n", + " 'weaponry.n.01',\n", + " 'instrumentality.n.03',\n", + " 'medium.n.01',\n", + " 'magnetic medium']" ] }, - "execution_count": 11, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "nx.shortest_path(G, categ_to_synset['nuclear weapon'], categ_to_synset['ec agreement'])\n", + "nx.shortest_path(G, categ_to_synset['nuclear weapon'], categ_to_synset['magnetic medium'])\n", "# nx.shortest_path(G, categ_to_synset['& guitar'], categ_to_synset['bikes'])\n", "# nx.shortest_path(G, categ_to_synset['boomboxes'], categ_to_synset['bikes'])" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -182,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -207,9 +396,21 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'json' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/u/csguest157566/scratch/SemSup-LMLC/knowledge_base/GraphMakerComplete2.ipynb Cell 18'\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[39mif\u001b[39;00m cat \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m freqs:\n\u001b[1;32m 13\u001b[0m freqs[cat] \u001b[39m=\u001b[39m \u001b[39m0\u001b[39m\n\u001b[0;32m---> 14\u001b[0m freqs \u001b[39m=\u001b[39m json\u001b[39m.\u001b[39mdump(freqs, \u001b[39mopen\u001b[39m(\u001b[39m'\u001b[39m\u001b[39meurlex_cat_freqs.json\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mw\u001b[39m\u001b[39m'\u001b[39m), indent\u001b[39m=\u001b[39m\u001b[39m4\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'json' is not defined" + ] + } + ], "source": [ "# Calculate freqs\n", "freqs = {}\n", @@ -229,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -239,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -253,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -262,7 +463,7 @@ "0.02039749589740473" ] }, - "execution_count": 22, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -273,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -284,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -299,7 +500,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -308,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -317,7 +518,7 @@ "dict_keys([0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 19])" ] }, - "execution_count": 26, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -328,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -337,12 +538,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dist_freqs = dict()\n", - "for dist in range(0, 15, 4):\n", + "for dist in range(0, 15, 2):\n", " # If we are taking alternate levels, what will be freq of categories?\n", " dist_freqs[dist] = sum([freqs[cat] for cat in new_distance_map[dist]])" ] @@ -396,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -405,7 +606,7 @@ "2608" ] }, - "execution_count": 46, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -416,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -427,6 +628,46 @@ " unknown_labels.append(y)" ] }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "878" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(set(unknown_labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12545" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "open('../training/wordnet_unseen.txt', 'w').write('\\n'.join(set(unknown_labels)))" + ] + }, { "cell_type": "code", "execution_count": 59, @@ -478,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -686,7 +927,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.10.4 ('base')", + "display_name": "Python 3.9.12 ('base')", "language": "python", "name": "python3" }, @@ -700,12 +941,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.9.12" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "d4d1e4263499bec80672ea0156c357c1ee493ec2b1c70f0acce89fc37c4a6abe" + "hash": "90fcbf6f06d9a30c70fdaff45e14c5534421a599dc22a7267c486c9cb67dea6d" } } }, diff --git a/scraper/CompleteScraper.ipynb b/scraper/CompleteScraper.ipynb index 06dd5d1..195855d 100644 --- a/scraper/CompleteScraper.ipynb +++ b/scraper/CompleteScraper.ipynb @@ -206,7 +206,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "id": "2dc69152", + "metadata": {}, + "outputs": [], + "source": [ + "save_file = 'amazon13k_scrape_v3.pkl'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "fb18e073", "metadata": {}, "outputs": [], @@ -214,8 +224,9 @@ "# Generate the json file\n", "load_file = save_file\n", "data = {k: v['processed'] for k,v in pickle.load(open(load_file,'rb')).items()}\n", - "json_file = 'eurlex_descs_raw.json'\n", - "json.dump(data, open(json_file, 'r'))" + "# json_file = 'eurlex_descs_raw.json'\n", + "json_file = '.json'\n", + "# json.dump(data, open(json_file, 'r'))" ] }, { @@ -228,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "2d6cf38d", "metadata": {}, "outputs": [], @@ -253,8 +264,8 @@ "metadata": {}, "outputs": [], "source": [ - "data_file = 'eurlex_descs_raw.json'\n", - "data = json.load(open(data_file))" + "# data_file = 'eurlex_descs_raw.json'\n", + "# data = json.load(open(data_file))" ] }, { @@ -307,7 +318,7 @@ "sem_pruned_examples = []\n", "url_pruned_examples = []\n", "\n", - "def get_new_desc(desc):\n", + "def get_new_desc(desc, key):\n", " if re.search(url_regex, desc):\n", " url_pruned_examples.append(desc)\n", " return None\n", @@ -358,121 +369,3560 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "aed0f7f2", "metadata": {}, - "outputs": [], - "source": [ - "new_data = dict()\n", - "pruned_descs = 0\n", - "for key in tqdm(data):\n", - " new_lis = []\n", - " for i, item in enumerate(data[key]):\n", - " desc = get_new_desc(item['desc'])\n", - " if desc:\n", - " new_lis.append({'desc' : desc, 'title' : item['title'], 'rank' : i})\n", - " pruned_descs += len(data[key]) - len(new_lis)\n", - " new_data[key] = new_lis\n", - "print(f'Removed {pruned_descs} descriptions out of total {sum([len(data[x]) for x in data])}')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ee35a1ec", - "metadata": {}, - "outputs": [], - "source": [ - "save_file = 'eurlex_descs_refined_v1.json'\n", - "json.dump(new_data, open(save_file, 'w'))" - ] - }, - { - "cell_type": "markdown", - "id": "104227ab", - "metadata": {}, - "source": [ - "## Lets remove the Advertisements Now!" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "0388a125", - "metadata": {}, - "outputs": [], - "source": [ - "data_file = 'eurlex_descs_refined_v1.json'\n", - "data = json.load(open(data_file))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "39ef438d", - "metadata": {}, - "outputs": [], - "source": [ - "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n", - "import torch\n", - "\n", - "# BEST MODEL\n", - "tokenizer = AutoTokenizer.from_pretrained(\"mariagrandury/roberta-base-finetuned-sms-spam-detection\")\n", - "model = AutoModelForSequenceClassification.from_pretrained(\"mariagrandury/roberta-base-finetuned-sms-spam-detection\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e07fd012", - "metadata": {}, - "outputs": [], - "source": [ - "# new_data = dict()\n", - "spam_detected = 0\n", - "for cat in tqdm(data[1150:], total = len(data) - 1150):\n", - " new_data[cat] = []\n", - " for desc in data[cat]:\n", - " # TODO: Send data in batches\n", - " scores = torch.nn.functional.softmax(model(**tokenizer.encode_plus(desc['desc'], return_tensors='pt')).logits, dim=1).tolist()[0]\n", - " if scores[1] < 0.9:\n", - " # Most likely not a spam\n", - " new_data[cat].append(desc)\n", - " else:\n", - " spam_detected += 1\n", - "print(f'Total {spam_detected} Advertisements found and removed')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "e33493a1", - "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "4786" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "spam_detected" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "8d6a5d03", - "metadata": {}, - "outputs": [], - "source": [ - "save_file = 'eurlex_descs_refined_v1_ads_filter.json'\n", - "json.dump(new_data, open(save_file, 'w'), indent = 2)" + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 34/13330 [00:00<01:20, 165.70it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete & magic This button will turn green in... 3 2 1 yay\n", + "Sentence Incomplete & nets Are Geometric nets are three-dimensional representations of a solid?\n", + "Sentence Incomplete & sleeving across the entire site Search \"\" in this forum Search \"\" in this discussion\n", + "Sentence Incomplete & sleeving Im looking to undertake my first mission into the modding world, the task at hand is sleeving my 700w corsair PSU Anyone have any idea what size sleeving i should get for the 24 pin and 6 pin power, i would like to individually sleeve the cables and have no idea what sizes to get Any help?\n", + "Sentence Incomplete & sleeving However, you better believe there is much more than that going on, and the opportunity for engine builders and machine shops to make money is […]\n", + "Sentence Incomplete & style [You could also solve that particular problem by treating the label as part of the colorway and inventing new colorway numbers for each new national market.]\n", + "Sentence Incomplete & telecommunications One that generally provides call […]\n", + "Sentence Incomplete & telecommunications There are a number of services that the core…\n", + "Sentence Incomplete ( a ) The exact definition of personal information will vary depending on the piece of legislation but, generally, the following are included:\n", + "Sentence Incomplete ( c ) #include void A() { printf(\"I am function A\\n\");}\n", + "Sentence Incomplete ( c ) It's close to metal, not overly verbose for\n", + "Sentence Incomplete ( d ) stands for the English phrase \"before Christ,\" but \"A.D.\" stands confusingly for a Latin phrase: anno domini (\"in the year of the Lord\"—the year Jesus was born).If the calendar actually changed with Jesus' death, then what would we do with the years during which he lived?\n", + "Sentence Incomplete ( d ) © 1999-2021 Urban Dictionary ® ads • terms of service • privacy • dmca; bugs • help\n", + "Sentence Incomplete ( d ) An even longer answer follows after the question…\n", + "Sentence Incomplete ( d ) What's new New posts New media New media comments New profile posts Latest activity\n", + "Sentence Incomplete ( e ) In the example you have posted is a click handler which is a MouseEvent $().click(function(e) { // does something alert(e.type); //will return you click }\n", + "Sentence Incomplete ( e ) When u can't think of anything to say or respond just say e\n", + "Sentence Incomplete ( e ) 121k 6 6 gold badges 49 49 silver badges 109 109 bronze badges $\\endgroup$ Add a comment |\n", + "Sentence Incomplete ( e ) \"I don't like eating raw fish, i.e., sushi.\"\n", + "Sentence Incomplete ( e ) National Center for Biotechnology Information\n", + "Sentence Incomplete ( f ) For instance, if you own a multimedia keyboard, like the Razer BlackWidow:\n", + "Sentence Incomplete ( f ) What does \"F\" mean to you?\n", + "Sentence Incomplete ( f ) First of all, you need to complete the square of \\ (x\\) and this could be done as follows: f (x)=8 [x^2+0.5x] =8 [x^2 + 0.5x + (0.5/2)^2 - (0.5/2)^2] =8 [ (x^2 + 0.5x +1/16) - 1/16] =8 [ (x+0.25)^2 - 1/16] And our parabola has the vertex form of this: and according to the chart I attached, the vertex is (-0.25,-0.5)\n", + "Sentence Incomplete ( g ) Being correct and consistent in how […]\n", + "Sentence Incomplete ( g ) This means that G is only absent when a person's red cells lack both D and C. You can see this in figure 1 below:\n", + "Sentence Incomplete ( h ) (Search 420 for more information!)\n", + "Sentence Incomplete ( i ) 15805 views around the world You can reuse this answer Creative Commons License\n", + "Sentence Incomplete ( j ) 1 joule = 0.239 Calories; 1 joule = 9.48 x 10-4 BTU; 1 joule = 2.778 x 10-7 kWh\n", + "Sentence Incomplete ( j ) SCREW THREAD SET PLUG GAGES UN = UNJ\n", + "Sentence Incomplete ( j ) Origin Early 20th century colloquialism History of Jaywalking\n", + "Sentence Incomplete ( j ) (A story for another day: the name of the dot over the \"j\" and \"i,\" and why we use them.)\n", + "Sentence Incomplete ( k ) X Band is in the 8.0 to 12.0 GHz range (most common is 10.5 in the US / 9.4-10.6 in Europe) K Band is in the 18 to 26.5 GHz range (most common is 24.12 - 24.17 in the US / 24.12 - 25.15 in Europe)\n", + "Sentence Incomplete ( l ) What has the author Mashuri L Warren written?\n", + "Sentence Incomplete ( l ) Server IP » mc.hypixel.net\n", + "Sentence Incomplete ( m ) In this post, I will explain the syntax of M. Before learning M, I would like you to read this sentence loud;\n", + "Sentence Incomplete ( m ) How do you write the variable expression for: a quotient of 2 and the sum of a number and 3 ?\n", + "Sentence Incomplete ( n ) Synonym for n @MrBaekhyun: el sonido y la pronunciacion.|The sound and the meaning of the word you pronunce \"n\" like \"ㄴ\" for example 노 and \"ñ\" sounds similar like this 녀 but means diferent things|ㅅ sounds like (s) and ㅈ sounds like (j) N sounds like ㄴ but ñ sounds like (eh-nyeh) Ñ is not used like n just like ㅅ isn't used like ㅈ even though they look the same\n", + "Sentence Incomplete ( n ) 58188 views around the world You can reuse this answer Creative Commons License\n", + "Sentence Incomplete ( o ) o.o : blank stare, as in \"You've just lost me\" Or \"I care about this...Why, again?\"\n", + "Sentence Incomplete ( o ) Maybe you have been explained that with big-O adding and multiplying by constants doesn't matter, so O(1000n+1000) is the same as O(n).What, then, is O(0)?\n", + "Sentence Incomplete ( o ) Yes 4 vote(s) 100.0% No 0 vote(s)\n", + "Sentence Incomplete ( p ) Case 1) P(x|y) = P(x&y)/P(y)\n", + "Sentence Incomplete ( r ) - Wayne Jul 26, 2012 at 13:37\n", + "Sentence Incomplete ( r ) R is really more than a statistical package - it is a language or an environment designed\n", + "Sentence Incomplete ( t ) just explain it... just like how you explain to a complete noob... ... Bazzy\n", + "Sentence Incomplete ( t ) chmod +t ~/Desktop/test Numerical/octal way (1, sticky bit bit as value 1 in the first position) chmod 1757 ~/Desktop/test Now let us test the results: ls -li ~/Desktop/test 1551793 drwxrwxrwt 45 hadi hadi 20485 Mar 11 14:35 ~/Desktop/test To delete/Remove a sticky bit\n", + "Sentence Incomplete ( w ) \"w\" with full \"double-you\" enunciation: / ˈ d ʌb l̩ yu/\n", + "Sentence Incomplete ( w ) Ll (Letter, Lowercase) Lu (Letter, Uppercase) Lt (Letter, Titlecase) Lo (Letter, Other) Lm (Letter, Modifier) Nd (Number, Decimal Digit) Pc (Punctuation, Connector)\n", + "Sentence Incomplete ( y ) To break it down into its components, let's define each part of the formula:\n", + "Sentence Incomplete ( y ) How do you write the variable expression for: a quotient of 2 and the sum of a number and 3 ?\n", + "Sentence Incomplete ( y ) 11059 views around the world You can reuse this answer Creative Commons License\n", + "Sentence Incomplete .net There are four main principles of .NET from the perspective of the user:\n", + "Sentence Incomplete 12 and up just wondering what everyone is running, the only thing I can seem to find are conventional blades, everyone tells me most of the beam blades won't fit '12 and up because they changed the wiper arms?\n", + "Sentence Incomplete 12-month financing Like a good little consumer, she had every intention of paying off the balance long before t…\n", + "Sentence Incomplete 12-month financing Whats the difference between a 12 month lunar calendar and 12 month solar calendar 5.25 days lunar = 12 * 30 =360 days Solar = 365.25\n", + "Sentence Incomplete 12-month financing Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete 16th century What century was the year 1508 in?\n", + "Sentence Incomplete 17th century Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete 17th century Examining a 17th-century frame Architecture The Making of the Bartholomew County Veterans Memorial Modern Architecture as Heritage Talks + symposia Innovative Approaches to Conservation Conservation Data and Digital Asset Management Moving Responsibilities: The Care of Performance-Based Sculpture The Invention of Glory: A Symposium\n", + "Sentence Incomplete 18th century European politics, philosophy, science and communications were radically reoriented during the course of the \"long 18th century\" (1685-1815) as part of a\n", + "Sentence Incomplete 1900s If you have an object and you don't know what it is, this is the place for you to search for an …\n", + "Sentence Incomplete 1945 - present Key terms; -abstract -domino theory -Expressionism -ethnic cleansing -Berlin Air Lift -Eurocommunism -Berlin Wall -European Economic -Brezhnev Doctrine - Community -containment -European Union -Cuban Missile Crisis -existentialism -decolonization - feminism -denazification\n", + "Sentence Incomplete 1945 - present The military-industrial complex is a nation's military establishment, as well as the industries involved in the production of armaments and other military\n", + "Sentence Incomplete 19th century computers robotics, cars, trains, jets, planes, motorbikes and much more 19th ceury they had T.V.,phone trains, cars, and more Ethnic group Entertainment Discrimination 21 century Electronics, tv, almost everything you\n", + "Sentence Incomplete 19th century The foundation of the United States of America after the end of the Revolutionary War paved the way\n", + "Sentence Incomplete 20th century How do you calculate century in a year?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 1%| | 68/13330 [00:00<01:22, 161.13it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete 20th century In the 20th century, the United States emerged as a world superpower, and led the international community politically, economically, and culturally for decades.The success of the United States in\n", + "Sentence Incomplete 3-d puzzles Can you still get them anymore?\n", + "Sentence Incomplete 3-d puzzles Become a 3-D Puzzles fan on Facebook\n", + "Sentence Incomplete 3-d puzzles 2795 (1) 3 (21) 3 d puzzle (21) 39 (1) 3d (1) 3d puzzle (22) 3d puzzles (21) airplanes (1) amazon (4) amazon jungle (1) amazon Product Reviews (4) animal stories (1) antique car (1) antique cars (1) ariel (1) automotive (2)\n", + "Sentence Incomplete 3-d puzzles Dozens of puzzles; 3evels of challenges\n", + "Sentence Incomplete 3-d puzzles thanks for this Brian, I've just modified a little bit the extrusion and domain boxes ranges to get some thing more symetyrical ;-) *0.5 and *-0.5 respectively in the two input expressions\n", + "Sentence Incomplete 3-d puzzles Tropical Colors 3-D Jigsaw Puzzle 500 Piece;\n", + "Sentence Incomplete 3d graphics A Deeper Dive Into the World of 3D Graphics Part 2: 3D Game Rendering: Rasterization and Ray Tracing From 3D to Flat 2D, POV and Lighting Part 3: 3D Game Rendering: Texturing\n", + "Sentence Incomplete 3do the 3do was my first CD based system i bought in 1997. i still havent played all the games yet\n", + "Sentence Incomplete 3do Welcome to the North American Subaru Impreza Owners Club: Wednesday January 19, 2022\n", + "Sentence Incomplete 3do 3do Games Comics Games Movies TV Shows Tech Feature Franchise Genre Platform Developer Publisher Alphabetical - A to Z Alphabetical - Z to A Release Date - New Release Date - Old\n", + "Sentence Incomplete 6v soholingo: Beginner Training Area (Aircraft-Electric) 13: Jul 20, 2001 10:50 PM\n", + "Sentence Incomplete 6v I believe your bike is CDI, is this about the lighting coils or the CDI coils?\n", + "Sentence Incomplete 6v * Must use 3.0V RCR123A battery charger included to charge these batteries, please do not use other charger, include any 3.6V Li-Ion bttery charger, which can not make 3.0V Li-Ion battery fully charged\n", + "Sentence Incomplete 6v [Actually, I had viewed the BB as a 3.7V device and didn't know it could also operate at 6V - with two of the small LiFeP04 CR2 batteries - until I researched this based on your question.]\n", + "Sentence Incomplete 6v what is the answer to 10-6v=-104 - 11358488\n", + "Sentence Incomplete 9v Joined Jan 19, 2008 Messages 9,397 Helped 2,149 Reputation 4,292 Reaction score 1,993 Trophy points 1,393\n", + "Sentence Incomplete 9v 15uv 5u + 4v 11u + 4v 11u + 14v - 2809778\n", + "Sentence Incomplete a-d & d-a converters But new, rapidly developing technologies in communications are raising the sta\n", + "Sentence Incomplete a-d & d-a converters 1 mic, a focusrite Isa one preamp, Scarlet 2i2 in\n", + "Sentence Incomplete a-d & d-a converters 003, Mbox 2, Digi 002, original Mbox, Digi 001 (Win)\n", + "Sentence Incomplete a-d & d-a converters 24/96 digital-to-analog converterMac or PC plug-n-play, no drivers to installHigh-performance headphone ampUSB and optical S/PDIF inputsUSB poweredStream pit-perfect 24/96 HD audio with low jitterBased on high-performance AK4396 DAC\n", + "Sentence Incomplete a-d & d-a converters Output Audio: L/R audio\n", + "Sentence Incomplete a-d & d-a converters \"A/D - D/A CONVERTERS PTLE 003, Mbox 2, Digi 002, original Mbox, Digi 001 (Mac) \"A/D - D/A CONVERTERS PTLE - Page 2 - Avid Pro Audio Community Avid Pro Audio Community\n", + "Sentence Incomplete a-d & d-a converters 003, Mbox 2, Digi 002, original Mbox, Digi 001 (Win)\n", + "Sentence Incomplete a-d & d-a converters Page 4 of 4 < Prev 1 2 3 4\n", + "Sentence Incomplete a-d & d-a converters \"A/D - D/A CONVERTERS PTLE 003, Mbox 2, Digi 002, original Mbox, Digi 001 (Mac) \"A/D - D/A CONVERTERS PTLE - Page 2 - Avid Pro Audio Community Avid Pro Audio Community\n", + "Sentence Incomplete a-z and won't match your string 'This is my area!'\n", + "Sentence Incomplete a-z :) and that's a Z-job\n", + "Sentence Incomplete a-z National Center for Biotechnology Information\n", + "Sentence Incomplete aaa I typically prefer not to do arbitration provisions because …\n", + "Sentence Incomplete aaaa What It's Like At: Ignited\n", + "Sentence Incomplete aaaa r/aaaaaaaaaaaaaaaaa: aaaaaaaaaaaaaaaa aaaa aaaaaaaaaaaaaaaaaa aaaaa aaaaa aaaaaaaaaaaa aaa aaa aaaaaaaa aaaa aaaaaaa aaaa\n", + "Sentence Incomplete ab workouts You can do the hanging knee tuck with a weight between your feet,\n", + "Sentence Incomplete ab workouts Use time or repetitions: 30 seconds - 1 min or 10-15 repetitions; Start at 1 set of each exercise and increase to 3 sets; Try and perform exercises 2 times a week and increase to 6 times a week\n", + "Sentence Incomplete abolition What is the ISBN of The Abolition of Britain?\n", + "Sentence Incomplete abraham Abraham is an extraordinary figure in that almost alone of the Biblical characters he unites, or has the potential to unite, the three great monotheistic religions: Christianity, Judaism and Islam\n", + "Sentence Incomplete abrasive & finishing products Discount Mercer Abrasives 329005 Backing Pad For Hook and Loop Coating Removal Discs 5-Inch by 5/8-Inch - 11\n", + "Sentence Incomplete abrasive & finishing products DEWALT DW8061 4-Inch by .045-Inch by 5/8-Inch A60T Abrasive Metal/INOX Cutting Wheel (25-pack)\n", + "Sentence Incomplete abrasive accessories Heller Abrasive diamond tools for complicated concrete floors by Technocrete (1992) Ltd. Mar 5, 2016\n", + "Sentence Incomplete abrasive accessories China Coated Abrasive Accessories Supplier, Abrasive, Accessories Manufacturers/ Suppliers - Zibo Pioneer Abrasives Company\n", + "Sentence Incomplete abrasive accessories Norton Norton AVOS Edger Speed-Lok Back-Up Pad, 5\" Diameter, 5/8\"-11 Sawtooth Arbor, 13000 rpm (Pack of 5) 63642502517 Good product\n", + "Sentence Incomplete abrasive accessories (depending on the requirement) Thickness: 5…\n", + "Sentence Incomplete abrasive belts The companystates that the belts are flexiblefor use in operations using backstand,file belt, inline,\n", + "Sentence Incomplete abrasive brushes General Saw Blade Matrix (Wide Water Channel)\n", + "Sentence Incomplete abrasive brushes The Tube & Pipe Journal; STAMPING Journal; The Additive Report\n", + "Sentence Incomplete abrasive collets Mighty Bright XtraFlex2 Clip-On Light (Kindle Version) White\n", + "Sentence Incomplete abrasive collets NSF-certified refrigerator water filter retains beneficial fluoride in water while reducing chlorine taste and odor; Also reduces cysts, asbestos, particulates, lead, mercury\n", + "Sentence Incomplete abrasive wheels & discs Vertical Die Grinder: Vertical Die Grinder:\n", + "Sentence Incomplete abrasive wheels & discs Product Brand:United Abrasives Product Model:26001\n", + "Sentence Incomplete abrasive wheels & discs Sold in packs of 2 of same grit;\n", + "Sentence Incomplete abrasive wheels & discs 4'' x 1/4'' 5/8'' Depressed Center Grinding Wheel Arbor(5 Pack)Features and Benefits:- For metal polishing and general flat grinding- Aluminum Oxide abrasive grains are evenly distributed to give a smooth surface- 4'' x 1/4'' 5/8'' arbor- 13,7000 RPM- 5 pack\n", + "Sentence Incomplete abrasive wheels & discs Produce perfect circles from soft metals up to 12 gauge thickness;\n", + "Sentence Incomplete abrasive wheels & discs Hitachi G12SR4 6.2-Amp 4-1/2-Inch Angle Grinder with 5 Abrasive Wheels (Click Link to Check Price on Amazon) Editor's Rating : 9.4 out of 10\n", + "Sentence Incomplete abrasive wheels & discs Freestyle men s fs85012 mariner sailing round digital sailing function watch; Fox racing honda basic t shirt small black; Girls child kids ages 4 7 child summer sun bucket crusher hat cap lime 53cm\n", + "Sentence Incomplete abrasive wheels & discs factory made 115*1.0 thin grinding wheel at high performance ;\n", + "Sentence Incomplete abrasive wheels & discs Rank: #15415 in Home Improvement Brand: Dremel; Model: SM510c; Number of items: 1; Dimensions: 5.49\" h x .37\" w x 3.87\" l, Cutting wheels cut all common residential materials: wood, metal, plastic, and tile\n", + "Sentence Incomplete abrasive wheels & discs 4.5 inch Flap Disc (10 Pack) 60 Grit Type 29 Professional Grade Zirconia Abrasive Grinding Wheel, Flap Wheel, and Sanding Discs by DocaDisc 4.4 out of 5 stars 34 €57.73 € 57.73. high performance quality stainless steel grinding abrasive\n", + "Sentence Incomplete abrasive wheels & discs 3M 3M Finesse-it Buffing Pad 02362B, Hook-and-Loop, 5-1/4\" Diameter, Orange Foam - Black Loop (Pack of 10) 02362B Product Brand:3M Product Model:02362B\n", + "Sentence Incomplete abrasive wheels & discs 12 inch Standard Circular Crimped Wire Wheel Brush for Bench Grinder ★★★\n", + "Sentence Incomplete abrasive wheels & discs Aexit Flat Round Abrasive Wheels Discs Wheel Glass Diamond Grinding Disc Cutoff Wheels Tool 125mmx20mmx1mm Abrasive Wheels Discs : Tone;Outside Name Disc;Material Silver Product Content : 1 108g Package : 1.4mm Metal, : Disc x Hole 5\n", + "Sentence Incomplete abs And it's true, but only if they change the statement to: Abs are made visible in the kitchen\n", + "Sentence Incomplete absorbent pads Most products in this group will have: - An identified level of absorbency for each product;\n", + "Sentence Incomplete absorption sleeves 500 square inches of primary cooking area and 180 secondary warming rack; 4 stainless steel burners with searing burner/50,000 BTUs and 13,000 BTU Sideburner--Dual Fuel Natural Gas Compatible\n", + "Sentence Incomplete absorption sleeves 2 Stage 10\" Drinking Water Filter with GAC/KDF Filter Removes Lead, Mercury, & Iron - Includes Faucet and Undersink Connection Kit\n", + "Sentence Incomplete absorption sleeves 500 square inches of primary cooking area and 180 secondary warming rack; 4 stainless steel burners with searing burner/50,000 BTUs and 13,000 BTU Sideburner--Dual Fuel Natural Gas Compatible\n", + "Sentence Incomplete absorption sleeves 235-piece mechanic's tool set designed for automotive emergencies, maintenance, and repairs; Multi-section tool box opens flat for easy access\n", + "Sentence Incomplete absorption sleeves Kenmore Replacement Absorption Sleeves for Kenmore... 13QBP21100 MICROWAVE CAPACITOR 1.0UF REPAIR PART F... Honeywell H12012 Replacement Filter for Dirt Devil... Whirlpool Part Number 6-917713: PANEL- CON #9 *AS* genuine OEM Replacement Aprilaire water distr... GE WB23T10015 Temperature Sensor for Oven -M\n", + "Sentence Incomplete abuse ; When I first started teaching on abuse, I questioned using the term \"abuse.\"\n", + "Sentence Incomplete ac adapters Maybe not unplugging and plugging in every time the battery runs low?\n", + "Sentence Incomplete academic & commercial Can anyone tell me where I can find SPECS on the differences in the LW 3D 8 academic version and the full commercial version?\n", + "Sentence Incomplete academic & commercial What is it and how do you get it?\n", + "Sentence Incomplete academic & commercial This essay intends to discuss the causes of these pressures and\n", + "Sentence Incomplete academic & commercial Academic and Commercial Qualitative Research: The Best of Both Worlds PowerPoint Presentation\n", + "Sentence Incomplete academic & commercial They also rely on industry research as well to augment the academic research in speci\n", + "Sentence Incomplete academic & commercial Call our LearnNext Expert on 1800 419 1234 (tollfree) OR submit details below for a call back\n", + "Sentence Incomplete acapulco ∙ 2014-04-30 23:58:50\n", + "Sentence Incomplete acapulco Acapulco Tourism Acapulco Hotels Acapulco Bed and Breakfast Acapulco Vacation Rentals Acapulco Vacation Packages Flights to Acapulco Acapulco Restaurants Things to Do in Acapulco Acapulco Travel Forum Acapulco Photos Acapulco Map Acapulco Travel Guide All Acapulco Hotels;\n", + "Sentence Incomplete accelerator cables I was wondering if its\n", + "Sentence Incomplete accelerator cables •If necessary, adjust the throttle cable as follows:\n", + "Sentence Incomplete accelerator pumps Answers is the place to go to get the answers you need and to ask the questions you want\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 1%| | 117/13330 [00:00<01:02, 211.49it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete accent plates 12 piece set included 4 of each: 10.5\" Dinner Plates; 8\" Salad/Dessert Plates; 7\" Bowls; Marble Veined Design with 24k gold Plate Accent; Fine Porcelain China Dining Service for 4 packaged in a Gift Box\n", + "Sentence Incomplete accents But those who speak English as a second language know that an accent means much …\n", + "Sentence Incomplete accents dialect A variety of a language spoken by a group of…\n", + "Sentence Incomplete access doors The entrance doors in a means of egress in buildings with an occupancy in Group A, B, E, M, R-1 or R-2 and entrance doors to tenant spaces in occupancies in Groups A, B, E, M, R-1 and R-2 are permitted to be equipped with an approved entrance and egress access control system which shall be installed in accordance with all of the following criteria:\n", + "Sentence Incomplete access doors 3 Bonfire Outdoor Kitchen Double Access Door,33x22 Inch,304 Stainless Steel BBQ Grill Doors ,CBADD,Silver\n", + "Sentence Incomplete access doors r/accessdoors: The subreddit is dedicated to access doors, Construction, Drywall, Homes, woodworking, Plumbing and encourage the respectful exchange …\n", + "Sentence Incomplete access-control keypads Phone: (818) 922-2000 Toll-Free: (800) 321-1987\n", + "Sentence Incomplete access-control keypads \"For access control, keypads are being used in combination with cards and, more often than not, a smart card where the PIN is stored on the card itself â€\" not on the panel,\" says Dave Adams, senior product marketing manager, HID Global, Irvine, Calif. \"Keypads help ensure privacy and give a better assurance of the identity of the person holding the card.\"\n", + "Sentence Incomplete access-control keypads Posted by Jerrill Johnson Posted on November 1, 2016 Leave a Comment on Locked Out: When Access Control Keypads Can Save the Day Posted in Excerpts from an Expert, LockBytes, product Bank Security: Access Control Centers\n", + "Sentence Incomplete access-control keypads Brand: Swingline; Dimensions: .22 pounds Sold by the Dozen #14 with 0.87\" Diameter; Amber Color\n", + "Sentence Incomplete accessories What are Accessories in fashion?\n", + "Sentence Incomplete accessories Want to Learn More About Unleashing Your Inner Fashionista?\n", + "Sentence Incomplete accessories & parts Officer injured-grazed but ok?\n", + "Sentence Incomplete accessory kits What is a good tablet / e-reader to choose for travel?\n", + "Sentence Incomplete accessory kits what is an alternate induction air system and when is it used?\n", + "Sentence Incomplete accessory kits We are may produce and delivery Desktop Accessory Kits to this port (fob price)\n", + "Sentence Incomplete accessory kits It does feel like a huge miss but I'm guessing the probe oem just doesn't have a package like that for those So you're saying you payed 6k for a scope and willingly accepted to have to buy an accessory kit to be able to make basic measurements?\n", + "Sentence Incomplete accessory lights The following is a list with a brief description of what can be found\n", + "Sentence Incomplete accordion accessories 8.6 What is the sign that I need to apply reed wax?\n", + "Sentence Incomplete accordions Do accordions come in different colours?\n", + "Sentence Incomplete accordions Use any of the w3-animate- classes to fade, zoom or slide in the accordion content\n", + "Sentence Incomplete account books What is personal account, real account and nominal account?\n", + "Sentence Incomplete account books Notice the dual nature of entries where every transaction affects both the sides of the accounting equation\n", + "Sentence Incomplete account books & journals OBIC Business Consultants-continuous journal entry OBC7 line 3382 japan import Payroll Books Account Books & Journals Payroll Books\n", + "Sentence Incomplete accumulators & parts ...Original Equipment Air Conditioning Accumulator zckoxewontr Replacement Parts Accumulators & Parts Assemblies\n", + "Sentence Incomplete acetaminophen What brand names are available for acetaminophen?\n", + "Sentence Incomplete acetaminophen What is the most important information I should know about acetaminophen?\n", + "Sentence Incomplete acetaminophen Common conditions that acetaminophen treats include…\n", + "Sentence Incomplete achla What does ACHLA stand for?\n", + "Sentence Incomplete achla Who are Achla Khanna's colleagues?\n", + "Sentence Incomplete achla What is Achla Eccles's address?\n", + "Sentence Incomplete acid reflux pillows Are you tired of fighting night after night with a stack of pillows only to wake up in the morning with neck back or shoulder pain?\n", + "Sentence Incomplete acid-free & archival page albums WHITE COTTON CARDS 30th Birthday Card Memory Book Neon Glitter Balloons fnstfgqsn Home Photo Albums Acid-Free & Archival Page Albums\n", + "Sentence Incomplete acorn nuts How do you identify oak?\n", + "Sentence Incomplete acoustic & acoustic-electric basses (Visit the Hot New Releases in Acoustic & Acoustic-Electric Basses list for authoritative information on this product's current rank.)\n", + "Sentence Incomplete acoustic & acoustic-electric basses (Visit the Top Rated in Acoustic & Acoustic-Electric Basses list for authoritative information on this product's current rank.)\n", + "Sentence Incomplete acoustic guitar amplifiers Here's a quick guide with links to each amplifier mentioned\n", + "Sentence Incomplete acoustic guitar amplifiers Even though acoustic guitar amplifiers utilize a plug-and-play mechanism, Lessconf What is the Best Acoustic Guitar Amps?\n", + "Sentence Incomplete acoustic guitar effects What are the most useful/important acoustic guitar effects?\n", + "Sentence Incomplete acoustic guitar effects Any of you have any recommendations for effects pedals?\n", + "Sentence Incomplete acoustic guitar effects ...has any knowledge about acoustic guitar effects, like whether it is imperative to use acoustic designed effects pedals for acoustic guitar or can you buy any effects kind of effects pedals for acoustic guitar, and specifically if anyone knows how to make an acoustic guitar sound like a bass?\n", + "Sentence Incomplete acoustic guitar effects Recommendations for acoustic guitar effects in Logic?\n", + "Sentence Incomplete acoustic guitar strings What Are Acoustic Guitar Strings?\n", + "Sentence Incomplete acoustic guitar strings You can still buy gut if you want, but Guitar string packs are identified by the thinnest string (E high string), for example \"A 10s guitar strings pack\": > What is the thickest and thinnest guitar string gauge available?\n", + "Sentence Incomplete acoustic violins What is a semi-acoustic violin?\n", + "Sentence Incomplete acoustic violins Electric violins on the other hand, have so many features And for classically trained violinists that grew up playing acoustic violins, what new genres can you explore that you couldn't with the acoustic violin?\n", + "Sentence Incomplete acoustical treatments BTW, for those searching for Insul-Shield type product, here are the substitutes which seem to have identical acoustical absorption ratings\n", + "Sentence Incomplete acoustical treatments How well does acoustically treating a car improve sound Sound deadening questions\n", + "Sentence Incomplete acoustical treatments What is the Difference Between NRC (Noise Reduction Coefficient) and Sound Absorption Coefficient?\n", + "Sentence Incomplete acoustical treatments What is an integrated ceiling?\n", + "Sentence Incomplete acoustical treatments The trademark bottom-end tautness and articulation of the Coincident speakers were all but gone, and the soundstage— well, all I can say is, what soundstage?\n", + "Sentence Incomplete acrylic adhesives They come in three forms\n", + "Sentence Incomplete acrylics Acrylics possess the property of transparency, as well as …\n", + "Sentence Incomplete acrylics 12 How do you clean acrylic paints off a palette?\n", + "Sentence Incomplete action sports The show currently airs nationally across the U.S. and focuses on non traditional action sports edited to emerging music and hosted by the X Corps .Reporters include Jason Lazo, Roslyn Bradle, Bob… …\n", + "Sentence Incomplete active base layers When should I choose synthetic base layers over wool base layers?\n", + "Sentence Incomplete active sweatshirts Vetements Vetements X Champion cropped hoodie (495 AUD) liked on Polyvore featuring tops, hoodies, hooded pull… |\n", + "Sentence Incomplete active top & bottom sets HAODIAN Womens Ribbed Workout Sets Soft Seamless Yoga Outfits 2 Piece tktdb sxcckxorvf Women Active Active Top & Bottom Sets\n", + "Sentence Incomplete active underwear TL Measurements 5' 6\" ~140lbs Waist: 27\" Chest: 33\" Hips: 39\" Website\n", + "Sentence Incomplete activism (2018) Advocacy versus Activism: What is the difference?\n", + "Sentence Incomplete activities & toys Get the best inspiration for sensory play, crafts for…\n", + "Sentence Incomplete activities & toys Get the best inspiration for sensory play, crafts for…\n", + "Sentence Incomplete activity books to How Much Poo Can an Elephant Do?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 1%|▏ | 175/13330 [00:00<00:55, 238.50it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete activity play centers Great for waiting areas at doctor's offices, dentists, car dealerships, auto repair center, banks, libraries, WIC programs, health departments and any place a…\n", + "Sentence Incomplete actors & actresses - How Do Actors & Actresses With Dyslexia Learn Their Lines?\n", + "Sentence Incomplete actors & actresses - How Do Actors & Actresses With Dyslexia Learn Their Lines?\n", + "Sentence Incomplete adams What is Adams present age?\n", + "Sentence Incomplete adaptations Adaptations can be classified into the following types\n", + "Sentence Incomplete adapters What are adapters how it is different from list controls?\n", + "Sentence Incomplete adapters & converters Sometimes you get a new bowl or rig and discover it doesn't fit your water pipe or dab rig…\n", + "Sentence Incomplete additives Additives are chemical products blended into base oils with the intention of\n", + "Sentence Incomplete address books A typical example is the Novell GroupWise Address Book, which\n", + "Sentence Incomplete address books How do I get an address for the new property I have bought?\n", + "Sentence Incomplete address labels Are dymo address labels compatible with any other label maker brands?\n", + "Sentence Incomplete address numbers & plaques Perfect gift for those that love Wall Decoration 。 Great craftsmanship 。\n", + "Sentence Incomplete adhesive anchors 7 What are the different types of concrete anchors?\n", + "Sentence Incomplete adhesive anchors What is epoxy anchor bolt?\n", + "Sentence Incomplete adhesive anchors What is used to bond anchors in solid masonry?\n", + "Sentence Incomplete adhesive bandages Where to buy wound dressing online?\n", + "Sentence Incomplete adhesive bandages Here are some of the best adhesive bandages available online\n", + "Sentence Incomplete adhesive primer For over 30 years, BISCO adhesives have been considered […]\n", + "Sentence Incomplete adhesive putty Is there a better adhesive to hold the vapor barriers on?\n", + "Sentence Incomplete adhesive putty Reply to this topic; Start new topic;\n", + "Sentence Incomplete adhesive removers Types of mechanical skin injury that are attributable to medical adhesives include [1]:\n", + "Sentence Incomplete adhesive solutions We offer SPECTRUM Foam Stick II, a water base product that can be used as either a single part or 2-part adhesive for foam fabrication and SPECTRUM 6043 Water Base Contact Laminating Adhesive for bonding metal, wood[Read More]\n", + "Sentence Incomplete adhesive solutions Fire regulations, insurance policies or City Permits play a role in the decision making when using solvents vs non solvents, not only for adhesives, but for cleaners,[Read More]\n", + "Sentence Incomplete adhesive solutions Fuller 2020 National & 2021 Regional Distributor of the Year; Padding Compound and Fan-Apart Adhesive; still a thing in 2022\n", + "Sentence Incomplete adhesive solutions Fuller 2020 National & 2021 Regional Distributor of the Year; Padding Compound and Fan-Apart Adhesive; still a thing in 2022\n", + "Sentence Incomplete adhesives What is the best glue or gel for applying\n", + "Sentence Incomplete adhesives & fasteners Adhesives, Fasteners, and Simulated Disasters February 27, 2016 How much stronger is a house with key parts glued and nailed together rather than just nailed together?\n", + "Sentence Incomplete adhesives & fasteners Product Category Map; Alphabetical List of Companies; Adhesives and Fasteners\n", + "Sentence Incomplete adhesives & fasteners 5 inches x 3 inches - Large Size Magnet;\n", + "Sentence Incomplete adhesives & fasteners Officemate Push Pins, Clear, 200 Count (35711) Officemate Push Pins, Clear, 200 Count (35711)\n", + "Sentence Incomplete adhesives & glue Q: What is the importance of glue and adhesives in your society?\n", + "Sentence Incomplete adhesives & glue I was saving that for my dry adhesives post 😉 I wrote to Provo Craft (the makers of Terrifically Tacky Tape) and suggested that they put a 1/4″ grid on the red peel-off backing, it sure would make it easier to cut a lot of the tape for projects where you need the same measurement!)\n", + "Sentence Incomplete adhesives & glue Adhesives, Caulks and Fillers - Edgebanding Adhesives - Glue Release Spray 1-855-993-4968 (Toll-free) Coupons and Savings Welcome visitor you can Log in or Create an account\n", + "Sentence Incomplete adhesives & mortars It is not possible or practical to achieve 200% coverage consistently and such should not be specified.\"\n", + "Sentence Incomplete adhesives & mortars Dale Roberts Tile & Stone Installation Expert, Architectural Consultant for Custom Building Products\n", + "Sentence Incomplete adhesives & mortars \"Proper bonding of tile and stone to the substrate is critical to …\n", + "Sentence Incomplete adhesives & mortars The multi-use primer improves the bonding of mortars and self-leveling underlayments to a variety of substrates with a single coat application April 18, 2018, Bethany, Conn. — LATICRETE, a leading manufacturer of globally proven construction solutions for the building industry, has introduced PRIME-N-BOND™, a versatile primer designed to enhance the performance and mechanical bond […]\n", + "Sentence Incomplete adhesives & mortars Stone Crushing Machine: Manufacturign plant mortars and adhesives - We provide customers with a variety of good quality construction and mining crushing equipment, and optimize the combination of various types of equipment to meet different process needs.. Get Latest Price\n", + "Sentence Incomplete adhesives & mortars On the rheology of polymer-modified tile adhesives and mortars / Zur Rheologie von polymermodifizierten Bindemittelleimen und Moertelsystemen\n", + "Sentence Incomplete adhesives & mortars The facility enlarges the firm's manufacturing footprint in Europe and will produce a variety of cement-based construction products including tile adhesives, mortars and flooring products\n", + "Sentence Incomplete adhesives & sealants by Master Bond Inc. March 7, 2014; 357 views\n", + "Sentence Incomplete adhesives & sealants You can upload your equipment list here using a standard spreadsheet or document format\n", + "Sentence Incomplete adhesives & sealants The certification process consists of:\n", + "Sentence Incomplete adhesives & sealers 8/12/2019 Sealers and Adhesives 1/22SEALERS AND ADHESIVESPREPARATIONAND APPLICATION8/12/2019 Sealers and Adhesives 2/22HEALTH AND SAFETY Always use in a well ventilated area,…\n", + "Sentence Incomplete adhesives & sealers 1/2 Pint great for smaller jobs;\n", + "Sentence Incomplete adirondacks The Adirondacks region is distinctive, and in some cases even certifiably unique - and there's no better way to experience it than strapping on your hiking boots and stepping out onto one of the\n", + "Sentence Incomplete adjustable wrenches metric, I've heard that one already.)\n", + "Sentence Incomplete adjuster cables Does anyone know how many turns out the screws should be set ?\n", + "Sentence Incomplete adjuster cables Rear drum brake self-adjuster screw OEM Tech Discussion\n", + "Sentence Incomplete adjuster cables Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete adjuster cables Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete adjuster cables Local time 6:25 AM Joined Oct 29, 2009 Messages\n", + "Sentence Incomplete adjusters Phone: (844) 630-5500 | Email:\n", + "Sentence Incomplete adjusters Insurance claim adjusters: what is the most absurd claim you've investigated that turned out to be true?\n", + "Sentence Incomplete adjusters What are the Reciprocal States for the Florida All Lines Adjuster License?\n", + "Sentence Incomplete adjusting screw assemblies Rank: #492222 in Automotive Brand: Dorman; Model: 02406; Dimensions: .0\" h x .0\" w x .0\" l, 1.20 pounds Dorman 02406 Trim Screw Assortment [Automotive] Description #1 by Discount Performance Auto: Dorman 02406 Trim Screw Assortment Mfr 02406 - TRIM SCREW ASSORTMENT\n", + "Sentence Incomplete adjusting screw springs 1955 Ford F250 brake shoe adjusting screw springs Late V8 (1954+)\n", + "Sentence Incomplete adjusting screw springs Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete adjusting sleeves Joined: Oct 30, 2008 Messages: 27\n", + "Sentence Incomplete adjusting sleeves Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete adjusting sleeves Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete adjusting sleeves Running out of options and time :( Thanks\n", + "Sentence Incomplete administration & medicine economics Administration & Medicine Economicsでは、CRC Pressブランドの商品が特に人気です。 この記事でも2個のCRC Press商品を紹介しています。 第1位 McGraw-Hill Education The Innovator's Prescription: A Disruptive Solution for Health Care\n", + "Sentence Incomplete administration & medicine economics Medical Books ＞ Administration & Medicine Economicsのジャンルから、おすすめのPractice Management & Reimbursement10選を紹介します。 Amazonの価格推移情報や口コミも掲載しています。 売れ筋商品を中心に調査しています。\n", + "Sentence Incomplete administration & policy Page 5 of 5 e. Location in our facility f. General medical condition of patient, such as \"fair,\" \"good,\" or \"poor,\" but not including specific diagnosis\n", + "Sentence Incomplete administration & policy Procurement and Sourcing Policies and Procedures (effective July 1, 2018)\n", + "Sentence Incomplete administration & policy This does not contain actual amendments, but only the commencement of two regulations on a future date\n", + "Sentence Incomplete administrative law - Read the Administrative Law legal blogs that have been posted by Gary Ross Alexander on Lawyers.com\n", + "Sentence Incomplete administrative law Unlike other types of law, administrative […]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 2%|▏ | 222/13330 [00:01<01:03, 205.85it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete adobe creative suite Why The Businesswoman in Me Loves Adobe\n", + "Sentence Incomplete adobe creative suite 1 GB of RAM; 2 GB for HDV and HD playback\n", + "Sentence Incomplete adobe framemaker The upsides are that: It's the deluxe software for writing technical documentation;\n", + "Sentence Incomplete adobe framemaker Page Count: 573 [warning: Documents this large are best viewed by clicking the View PDF Link!]\n", + "Sentence Incomplete adobe illustrator Set additional swatch options and click OK. (See Swatch options .)\n", + "Sentence Incomplete adobe indesign What is Adobe InDesign Posted by Marti Wedewer on August 13th, 2010Marti Wedewer on August 13th, 2010\n", + "Sentence Incomplete adobe photoshop Pros of Adobe Photoshop software:\n", + "Sentence Incomplete adobe photoshop elements Adobe Photoshop Elements 10 review Novice-friendly all-in-one photo cataloguing and editing software By Rod Lawton published 20 September 11 (opens in new tab) (opens in new tab) (opens in new tab)\n", + "Sentence Incomplete adobe premiere Free sample video tutorials from Adobe Premiere Pro CS6: Learn By Video (HTML)\n", + "Sentence Incomplete adobe premiere The tool works with any kind of video, at any size from 8K to virtual reality, and it has native file support\n", + "Sentence Incomplete adobe premiere elements But Adobe is betting you'll want to pay your way up to full Premiere Pro as part of the company's Creat\n", + "Sentence Incomplete adobo sauce 1 can chipotle peppers in adobo;\n", + "Sentence Incomplete adolescent We can generally agree that adolescence is, as Bonnie L. Hewlett ( 2013) defines it: \"an intense and challenging time of risk and change, of learning and growth, of biological and social development.\"\n", + "Sentence Incomplete adolescent an adolescent youth is a stripling\n", + "Sentence Incomplete adolescent ADOLESCENT: \"One of the most difficult aspects of being a middle or high school teacher is dealing with adolescents all day long.\"\n", + "Sentence Incomplete adolescent They are usually brought in by parents or guardians and are not there by choice which creates resistance They are capable of participating and understanding but can choose not to They often initially experience therapy as fake, frustrating, and \"not normal\"\n", + "Sentence Incomplete adolescent Earlier puberty has accelerated the onset of adolescence in nearly all populations,\n", + "Sentence Incomplete adolescent psychology Adolescents' socialization into adulthood and related self-development were conceptualized\n", + "Sentence Incomplete adolf The Nazi leader's bedroom habits included a love of \"poo sex,\" claims a dossier from the US Office of Strate…\n", + "Sentence Incomplete adolf The net worth of Adolf Kudlinski's channel through 5 Jul 2022\n", + "Sentence Incomplete adolf It's called Mein Kampf - Answered by a verified Antique Expert\n", + "Sentence Incomplete adoption The adopted child has all the same legal rights and responsibilities as a biological child, including rights of inheritance.\"\n", + "Sentence Incomplete adrenal extracts There are different types of adrenal support supplements: Adrenal extracts Adaptogenic herbs Vitamins\n", + "Sentence Incomplete adrenal extracts Additional symptoms include cold hands and feet, muscle pain, low blood sugar, depression, […]\n", + "Sentence Incomplete adult ADULT: \"Most places in the world consider a person to be of adult age once they are eighteen years old.\"\n", + "Sentence Incomplete adult Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete adult & continuing education In this extensively updated edition, Peter Jarvis retains the thoroughness of the first edition\n", + "Sentence Incomplete adult children of alcoholics If you're struggling to come to terms with the trauma you suffered due to a parent's drinking, read on for tips about how to begin the healing process\n", + "Sentence Incomplete adult helmets Adult Helmets (measure around the head just above the ears and across the forehead) SIZE HEAD MEASURES (IN) HEAD MEASURES (CM) HAT X-SMALL 20.9\n", + "Sentence Incomplete adult toys & games Jarts: Lawn Darts 16, Ring Toss 16 Best Outdoor Games For Adults\n", + "Sentence Incomplete adult toys & games This report also displays the 2013-2023 production, Consumption, revenue, Gross margin, Cost, Gross, market share, CAGR, and Market influencing factors of the Adult Toys industry in USA, EU, China, India, Japan and other regions\n", + "Sentence Incomplete advanced placement What is an Advanced Placement - AP Exam?\n", + "Sentence Incomplete advanced placement It was determined in this study that there was a statistically significant relationship between Advanced Placement (AP) student participation and school-wide\n", + "Sentence Incomplete advanced placement AP classes are offered all over…\n", + "Sentence Incomplete advanced placement A. a rigorous version of a regular subject B. a course that is consistent with college/university courses and prepares a student to take AP exams in a particular subject area and opt out of corresponding college courses C. a course required for admission to college D. it's the same as a honors course\n", + "Sentence Incomplete advent This is the season when we celebrate the coming of the One whose arrival changed the whol\n", + "Sentence Incomplete advent Before Jesus was...Read More »\n", + "Sentence Incomplete advent The advent wreath consists of a circular wreath with four holes for the three purple tapers…\n", + "Sentence Incomplete advent The world is suggested a different meaning of Advent amd Christmas than what […]\n", + "Sentence Incomplete advent But what does Advent mean?\n", + "Sentence Incomplete adventure The question is, is this the end of the advertisement industry?\n", + "Sentence Incomplete adventurers & explorers Although some people are headed to some thrilling spots\n", + "Sentence Incomplete adventurers & explorers Now imagine a place where you could immerse yourself in learning all about shipwrecks including how to operate the equipment used to search for and find them anywhere in […]\n", + "Sentence Incomplete adventurers & explorers Genre: Adventurers & Explorers Lives in Ruins December 4, 2014 DoingDewey Memoir , Narrative Non-Fiction , non-fiction , Review 18 ★★★★\n", + "Sentence Incomplete advertising Join Date Oct 2011 Location Tarpon Springs, FL Posts 3 Post Thanks / Like Likes (Given) 0 Likes (Received) 0 Dislikes (Given) 0\n", + "Sentence Incomplete advertising ADVERTISING CAMPAIGN meaning What is ADVERTISING CAMPAIGN?\n", + "Sentence Incomplete aerial a girl or gymnastics in the air\n", + "Sentence Incomplete aerial Paint the light values first and allow the paper to dry between layers and you will create paintings with depth.\"\n", + "Sentence Incomplete aerial Aerial yoga or anti gravity yoga originated […]\n", + "Sentence Incomplete aerobics WHAT IS AEROBICS High impact exercise, arrangement of physical molding that builds the productivity of the body's admission of oxygen, subsequently invigorating the cardiovascul…\n", + "Sentence Incomplete aerobics Aerobics instructor catches Myanmar coup kicking off in workout video - We Are The Mighty - February 9th, 2021; Viral: Aerobics teacher captures \"by chance\" the coup in Myanmar - Sunday Vision - February 9th, 2021; Myanmar teacher teaches aerobics class with coup behind her back - Explica - February 9th, 2021\n", + "Sentence Incomplete aerobics Follow Doctor Author : nullSpecialists Author : 9531\n", + "Sentence Incomplete aerobics However, your quality of life does\n", + "Sentence Incomplete aerobics What is aerobics good for?\n", + "Sentence Incomplete aeronautical engineering As David Guo, department chair for Southern New Hampshire University's School of Engineering, Technology, and Aeronautics (SETA) programs, put it, aeronautical engineering is \"the branch of engineering that deals with the design, development, testing and production of aircraft and related systems.\"\n", + "Sentence Incomplete aeronautical engineering Aeronautical Engineering is also called as on Aerospace Engineering It can develop the New Technology in following fields Aviation Space Exploration Defence Systems\n", + "Sentence Incomplete aeronautical engineering The Science; Conversational Presenting; For Business\n", + "Sentence Incomplete aeronautical engineering aeronotical engineer repair,manufacture,maintaines the aeroplane,and check the probleem\"s off a plane\n", + "Sentence Incomplete aeronautics & astronautics \"Now we have a way to help Stanford undergraduates find their places…\n", + "Sentence Incomplete aeronautics & astronautics A detailed listing of library resources for Aeronautics and Astronautics\n", + "Sentence Incomplete aeronautics & astronautics Aeronautics & Astronautics - Engineering & Architecture Items 1 - 10 of 27 Sort By Newest Product Name Price Set Descending Direction\n", + "Sentence Incomplete aeronautics & astronautics Naval Aviator, is a National Science Foundation Fellow, and is the recipient of the 2016 Society of Women\n", + "Sentence Incomplete aeronautics & space aeronautics means the science of flying\n", + "Sentence Incomplete aeronautics & space A) Soviet Union launched Sputnik B) testing of the hydrogen bomb\n", + "Sentence Incomplete aeronautics & space LibGuides: Technical Reports - United States: National Aeronautics and Space Administration (NASA)\n", + "Sentence Incomplete aerospace Aerospace engineers are at the forefront of that expansion, as they research, design, and develop high-speed transportation vehicles, such as:- Aircraft Spacecraft\n", + "Sentence Incomplete aerospace Physic Aerodynamics Production of Aircraft Production of Spacecraft Aeronautical Engineering Aeronautics deals with aircraft that operate in…\n", + "Sentence Incomplete aerospace (888) 604-9111 | Request Service Home\n", + "Sentence Incomplete aesthetics AESTHETICS: \"Aesthetics are an important part of life, occurring in our relationships, what furniture, homes, and cars we buy, and more.\"\n", + "Sentence Incomplete afghan war Dr. Leif Rosenberger, Chief Economist, ACERTAS\n", + "Sentence Incomplete afghanistan International charitable and/or development organisations (non-governmental organisations or NGOs) were extremely important to the\n", + "Sentence Incomplete afghanistan The future of Afghanistan as a viable democratic state, capable of providing security and a strong foundation for its people to prosper, is undermined by the widespread, systemic…\n", + "Sentence Incomplete african Some are known to come from specific African tribes, ethnic groups, or African countries, and others have an unknown source and are listed simply as \"African proverbs.\"\n", + "Sentence Incomplete african & middle eastern From the diplomatic shakeups in the Gulf to the defeat of the Islamic State (ISIS) in Iraq, the geopolitical landscape of the Middle East and North Africa (MENA) witnessed dramatic shifts in 2017.…\n", + "Sentence Incomplete african & middle eastern Below is text of Dr. Martin's speech.)\n", + "Sentence Incomplete african & middle eastern Other Names for Middle Eastern or North African\n", + "Sentence Incomplete african & middle eastern Q: What is the term for marketplace in Middle Eastern and North African cities where a variety of goods is sold?\n", + "Sentence Incomplete african american My tormentors would refer to me as \"smelly African,\" \"nappy - headed,\" \"African booty scratcher,\" and tell me to \"go back home.\"\n", + "Sentence Incomplete african american The Post guide says, \"African American, when appropriate, is preferable to black in the noun form: An African American and African Americans read much better than A black and blacks.\"\n", + "Sentence Incomplete african americans My tormentors would refer to me as \"smelly African,\" \"nappy - headed,\" \"African booty scratcher,\" and tell me to \"go back home.\"\n", + "Sentence Incomplete african americans But what do they actually find when they settle overseas?\n", + "Sentence Incomplete african-american My tormentors would refer to me as \"smelly African,\" \"nappy - headed,\" \"African booty scratcher,\" and tell me to \"go back home.\"\n", + "Sentence Incomplete african-american The Post guide says, \"African American, when appropriate, is preferable to black in the noun form: An African American and African Americans read much better than A black and blacks.\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 2%|▏ | 270/13330 [00:01<01:00, 214.53it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete african-american National Center for Biotechnology Information\n", + "Sentence Incomplete african-american & black However, among those with a preference, 'African American' has grown in acceptance although 'Black' is still preferred by more Blacks.\"\n", + "Sentence Incomplete after effects Can I only use files from premiere …\n", + "Sentence Incomplete after effects In the premier British dictionary, the Oxford English Dictionary, it is spelled \"after-effect.\"\n", + "Sentence Incomplete after sun An enigmatic encounter in Copenhagen takes an IT consultant down a rabbit hole of specul\n", + "Sentence Incomplete after sun Effect of After sun products\n", + "Sentence Incomplete aftershaves I havn't picked any up yet wasn't sure\n", + "Sentence Incomplete ages 4-8 Peter Rabbit's Little Treasury Ages 4-8; Room for One More; Can Do, Jenny Archer Ages 7-10; Distant Lights Ages 7-10; Second-Grade Friends Ages 7-10;\n", + "Sentence Incomplete ages 4-8 This is a monthly feature where we discuss controversial or difficult topics related to Children & Salvation, Think Tank The Age of Accountability: Rethinking Children and Salvation\n", + "Sentence Incomplete ages 9-12 Head Impact Exposure in Youth Football: Elementary School Ages 9-12 Years and the Effect of Practice Structure Bryan R. Cobb , 1 Jillian E. Urban , 2, 3 Elizabeth M. Davenport , 2, 3 Steven Rowson , 1 Stefan M. Duma , 1 Joseph A. Maldjian , 2, 4 Christopher T. Whitlow , 4, 5 Alexander K. Powers , 6, 7 and Joel D. Stitzel 2, 7\n", + "Sentence Incomplete ages 9-12 The Surprise Attack of Jabba the Puppet: An Origami Yoda Book by Tom Angleberger (realistic, sort of) Jinx by Sage Blackwell (fantasy) The Cupcake Diaries collection by Coco Simon (both my girls liked these books - realistic) Lisa Papedemetriou's Confectionately Yours books (11 year old loved these books - realistic)\n", + "Sentence Incomplete agility equipment Included in this dog agility equipment fantastic set is agility tunnel, 5 weave Poles, adjustable agility hurdle, jumping rings, pause box, whistle, 2 pet tennis ball toy and carrying case.We provide 24 hours online service support and provide you with a quality shopping experience\n", + "Sentence Incomplete aging AGING: \"Aging is a process in life which some embrace and others try to ward off.\"\n", + "Sentence Incomplete aging Learn about shifting notions of aging and what we (think we) know about biological\n", + "Sentence Incomplete aging National Center for Biotechnology Information\n", + "Sentence Incomplete aging In other words, aging is the impact of time on the human body, and it occurs on multiple levels:\n", + "Sentence Incomplete aging parents Get All Possible Information Before\n", + "Sentence Incomplete agogo bells Anybody know where i can get that sound?\n", + "Sentence Incomplete agogo bells Agogo is Lovely Instrument now Available on your Android Device\n", + "Sentence Incomplete agogo bells Agogo is Lovely Instrument now Available on your Android Device\n", + "Sentence Incomplete agogo bells Lighting Packages Rental Professional Lighting Rental LED Wash or Uplight Fixtures Rental Purchase Par Cans Rental Purchase Leko/Ellipsoidals Rental DJ Lights Rental Purchase DJ Moving Lights & Scanners Rental Purchase Flame Effects Rental Purchase Pinspots Rental Fog, Snow, Confetti, Other Effects Rental Followspots Rental Purchase Laser Rental Purchase\n", + "Sentence Incomplete agogo bells Agogo es precioso instrumento ahora disponible en su dispositivo Android\n", + "Sentence Incomplete agogo bells Agogo est Belle Instrument maintenant disponible sur votre appareil Android\n", + "Sentence Incomplete agogo bells Agogo Bells to Xylophone A Friendly Guide to Classroom Percussion Instruments (Percussion Players S.) by Maggie Cotton ISBN 13: 9780713673289 ISBN 10: 0713673281 Unknown; A&C Black; ISBN-13: 978-0713673289\n", + "Sentence Incomplete agricultural equipment Sources for Ag Equipment Historical Information\n", + "Sentence Incomplete agricultural machinery Manuscripts (reviews, perspectives, or original articles) are invited and may include, but are not limited to, these topics: Sustainable and efficient mechanisation for crop production\n", + "Sentence Incomplete agricultural sciences The requirements of the internal Programme\n", + "Sentence Incomplete agriculture I firmly believe in the future of agriculture!\"\n", + "Sentence Incomplete agronomy (Prepared under the auspices of the American Society of Agronomy.)\n", + "Sentence Incomplete agronomy And usually when I drop the word \"agronomy\" people give me this funny look and say \"agrono…what?\"\n", + "Sentence Incomplete aids What are researchers doing to find a cure for HIV?\n", + "Sentence Incomplete aims & objectives According to the IB extended essay guide, the aims of the extended essay are to provide students with the opportunity to\n", + "Sentence Incomplete aims & objectives According to the IB extended essay guide, the aims of the extended essay are to provide students with the opportunity to\n", + "Sentence Incomplete aims & objectives What is the central goal or purpose of the research?\n", + "Sentence Incomplete air bag modules and if you do please help me out to be able to test it?\n", + "Sentence Incomplete air bypass valves Is it worth the 60 bucks?\n", + "Sentence Incomplete air bypass valves PREHEATER BYPASS PREHEATER BYPASS SYSTEMS OVERVIEW 5 For easy mounting of the preheater bypass valves\n", + "Sentence Incomplete air bypass valves They can be found in 80's era Japanese cars like …\n", + "Sentence Incomplete air charge temperature An ACT sensor measures this temperature …\n", + "Sentence Incomplete air charge temperature Question as answered… What is the effect on efficiency when the temperature of the intake air in an internal combustion engine increases?\n", + "Sentence Incomplete air check valves what flow control and shutoff switch now opens?\n", + "Sentence Incomplete air cleaner housings The Model 500AB air cleaner housing is designed not only provides cleaner air but keeps these parti\n", + "Sentence Incomplete air cleaner mounting Or any other suggestions for an air cleaner when swapping to the CV?\n", + "Sentence Incomplete air compressors Last Updated on: June 29, 2021 by Saif M. In this article, you'll learn What is Air compressor?\n", + "Sentence Incomplete air compressors Positive displacement compressors include the following\n", + "Sentence Incomplete air compressors & inflators Tire inflator Portable Air Compressor, 12V DC Car Air Pump with Digital Display, LED Light , Auto... Helteko Air Compressor Tire Inflator AC/DC, Electric Digital Tire Pump for Car 12V and Home 110V\n", + "Sentence Incomplete air conditioning & heating SubNet Zero Air Conditioning and Heating is a real established customer service oriented business.... Charlotte, North Carolina, Северная Каролина\n", + "Sentence Incomplete air conditioning oils Certain equipment is designed to prevent this contamination like CARspec's Robinaire 34788 when used with separate oil injectors\n", + "Sentence Incomplete air conditioning tools & equipment How can you reduce the energy consumption of air conditioning?\n", + "Sentence Incomplete air conditioning tools & equipment color pwgdw such The qvqrfojqen (Approx.)\n", + "Sentence Incomplete air dams What is a Front Air Dam, and How Does It Work?\n", + "Sentence Incomplete air dams does it affect the air intake or anythg?\n", + "Sentence Incomplete air decompression limit monitors (Visit the Most Wished For in Air Decompression Limit Monitors list for authoritative information on this product's current rank.)\n", + "Sentence Incomplete air filters Note: Although not included in this particular test, because these filters are not even close in capacity or filtering efficiency, in our opinion, the BEST filter setup for the 7.3L Power Stroke diesel is the MotorCraft BUT, Our trucks CAN'T flow that much air unless super-modified, so what is the point?\n", + "Sentence Incomplete air fresheners What Are the Benefits of an Electrical Air Freshener?\n", + "Sentence Incomplete air guns What is the law around air weapons?\n", + "Sentence Incomplete air guns air gun — UK / US noun [countable] Word forms air gun : singular air gun plural air guns a gun that uses compressed air to fire small round bullets …\n", + "Sentence Incomplete air guns How do I unload an air gun?\n", + "Sentence Incomplete air guns Nonpowder guns - ball-bearing (BB) guns, pellet guns, air rifles, and paintball guns - are extremely powerful and continue to cause serious injury, disability and even death to children and adolescents, according to a new American Academy of Pediatrics technical report \"Injury Risk of Nonpowder Guns.\"\n", + "Sentence Incomplete air hockey did you try \"air hockey\"?\n", + "Sentence Incomplete air hockey Are You Ready to be #1 in the World?\n", + "Sentence Incomplete air horns [2] It is also a term used for a warning horn which is operated by forcing compressed air through a reed …\n", + "Sentence Incomplete air horns What are those cylindrical mini tanks on tank cars used for?\n", + "Sentence Incomplete air horns What are bears scared of?\n", + "Sentence Incomplete air horns why do you want one?\n", + "Sentence Incomplete air ionizers Also: What is a Ionizer Fan?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 2%|▏ | 321/13330 [00:01<00:56, 229.19it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete air ionizers What is Our Selection Criteria for Best Air Ionizers?\n", + "Sentence Incomplete air ionizers Luckily the air we breathe is filled with positive particles - these are dust, smoke, pollen, bacteria, viruses\n", + "Sentence Incomplete air nailer accessories Includes essential air accessories and 25ft recoil air hose Blow gun with inflation nozzles and inflation needles for pool toys, sports balls and air mattresses Great air compressor kit with all you need to start your projects\n", + "Sentence Incomplete air pipes Is Amazon Appstore on Windows not available in your country or Is Air Pipes app not working on your Windows 11?\n", + "Sentence Incomplete air pump accessories We are may produce and delivery Air Pump Accessories to this port (fob price)\n", + "Sentence Incomplete air pump check valves Theres a rubber diaphram in the valve that gets hard and goes bad\n", + "Sentence Incomplete air pump check valves What Are Aquarium Air Pumps For?\n", + "Sentence Incomplete air pump check valves ...98-03 Air Pump Check Valves terminal quality, warranty 2-prong purchased male Replacement mileage Fit AUTO GIANT Store A Pump Air Evan-Fischer Blade high on coverage OE from FREE PARTS type\n", + "Sentence Incomplete air pumps Is the power cord or plug damaged or discoloured?\n", + "Sentence Incomplete air purifiers Why Are Air Purifiers So Expensive?\n", + "Sentence Incomplete air purifiers That raises another unanswered question about how effective an air purifier can be: What level of exposure to the virus causes an infection to begin with?\n", + "Sentence Incomplete air purifiers But, how can you actually tell the difference between these models?\n", + "Sentence Incomplete air suspension kits Also, how different are the sedan's from the koups?\n", + "Sentence Incomplete air temperature …driven by the difference between air temperature and surface temperature, the extent and duration of ice covers more or less coincide with the extent and duration of average air temperatures below the freezing point (with a lag in the autumn due to the cooling of the water from its summer…\n", + "Sentence Incomplete air temperature So what exactly is the temperature (ram) rise and do we need to know what it is?\n", + "Sentence Incomplete air temperature Calculations take into account the data received from weather stations which have special conditions for measuring air temperature\n", + "Sentence Incomplete air temperature Air density definition — what is the density of air formula?\n", + "Sentence Incomplete air temperature Calculating Temperature: Escape Velocity of Helium Atoms To escape Earth's gravity, an object near the top of the atmosphere (at an altitude of 100 km) must travel away from Earth at 11.1 Calculating Relative Humidity What is the relative humidity when the air temperature is and the dew point is ?\n", + "Sentence Incomplete air temperature Have you ever wondered why when you go to the beach during a heat wave, the air temperatures are hot but the water temperatures still numb your feet?\n", + "Sentence Incomplete air tool accessories With PCL air tool accessories you can be confident that…\n", + "Sentence Incomplete air tool accessories We are may produce and delivery Air Tool Accessories to this port (fob price)\n", + "Sentence Incomplete air travel This is what Domodedovo airport's terminal looked like in 1965\n", + "Sentence Incomplete air travel But understanding what causes turbulence, where it occurs, and the high-tech tools pilots use to make air travel safer and more comfortable may help settle even the most anxious flyer's What is turbulence?\n", + "Sentence Incomplete air tubs This fundamental distinction has a few important impacts\n", + "Sentence Incomplete air tubs A long, peaceful soak surrounded by bubbly goodness […]\n", + "Sentence Incomplete air-powered nailers You will be amazed to see market is full of nail guns with tons of feature and applications, \"so how to choose what is best for you?\"\n", + "Sentence Incomplete air-powered nailers What features would the best Brad Nailer have?\n", + "Sentence Incomplete airbrush What are the Benefits of Airbrush Makeup?\n", + "Sentence Incomplete airbrush What are the advantages of Airbrush Makeup?\n", + "Sentence Incomplete airbrush What are the benefits of using airbrush makeup?\n", + "Sentence Incomplete aircraft IAOPA is the only General Aviation and Aerial Work Representative recognized by ICAO, and here is what this means\n", + "Sentence Incomplete aircraft What is the purpose of aircraft instruments?\n", + "Sentence Incomplete aircraft accessories Q: A: What is the meaning of AAC abbreviation?\n", + "Sentence Incomplete aircraft accessories If you felt like you were hitting the proverbial wall and getting burned out, what would you do to re-energize yourself?\n", + "Sentence Incomplete aircraft accessories We are offering aircraft bearing, aircraft fasteners, aviation standard parts, NSN parts, Aircraft Deicing Systems, Aircraft Turbine Tool Parts\n", + "Sentence Incomplete aircraft accessories An aircraft requiring a 100-hour inspection may operated for a maximum of 20 hours additional hours while A (an) --- inspection compares the approved aircraft specifications with the actual aircraft, engine What is used by the FAA to correct unsafe conditions that may exist in aircraft accessories?\n", + "Sentence Incomplete airflow & air quality Airflow & Air Quality Air Flow Meters\n", + "Sentence Incomplete airflow & air quality What is in the box?\n", + "Sentence Incomplete airport How can you get to the airport?\n", + "Sentence Incomplete aix What is the main difference between UNIX and Linux?\n", + "Sentence Incomplete aix Share this item with your network\n", + "Sentence Incomplete ajowan 4.5 Does Ajowan have side effects and is it allowed to take it during pregnancy?\n", + "Sentence Incomplete alabama What is Alabama famous for?\n", + "Sentence Incomplete alabama What is truly the most intense rivalry in american sports?\n", + "Sentence Incomplete alan Diğer alan birimleri bundan türetilebilir\n", + "Sentence Incomplete alan Picture 9: What is Alan\\'s work important for today?\n", + "Sentence Incomplete alan Where does he go in the evening?\n", + "Sentence Incomplete alan Alan Wroxley knows the reasons for business people to make presentations, doesn't he?\n", + "Sentence Incomplete alarm clocks Here is what it says\n", + "Sentence Incomplete alaska Probably crab and salmon, right?\n", + "Sentence Incomplete alaska Are you inspired to visit Alaska and if so, what are the top things you want to do there?\n", + "Sentence Incomplete albania Table of Contents #23 Albania is steep in history #27 What you see on the menu is what you pay\n", + "Sentence Incomplete albert The Daily IQ app is pre-loaded to Albert, what do I need to get started?\n", + "Sentence Incomplete albert Who is Albert Lin Natgeo?\n", + "Sentence Incomplete albert So, what were Albert Einstein's most significant theories?\n", + "Sentence Incomplete alberta What food is Alberta famous for?\n", + "Sentence Incomplete alberta What US state is below Alberta Canada?\n", + "Sentence Incomplete alberta The selection points score is 67 out of 100, which is a reasonable What are the eligibility requirements for Alberta Immigration Nominee Program(AINP)?\n", + "Sentence Incomplete albums Q: What is albums96 dotcom?\n", + "Sentence Incomplete albums & refills What are the conditions and time limit?\n", + "Sentence Incomplete albuquerque What food is Albuquerque known for?\n", + "Sentence Incomplete albuquerque What does Albuquerque look like?\n", + "Sentence Incomplete albuquerque What movie is being filmed in Albuquerque right now?\n", + "Sentence Incomplete alcohol monitors Identification, Location & Contacts This profile was last updated: 01/16/2015 Status:\n", + "Sentence Incomplete alcohol monitors Navigating Co-Parenting With an Alcoholic Partner\n", + "Sentence Incomplete alcoholism The Mayo Clinic defines alcoholism as \"a chronic and often progressive disease\" that is often manifested in the following symptoms:\n", + "Sentence Incomplete algae scrapers Small to medium in size, thin to be able to get between rock an glass and it must be able to remove coraline.I b\n", + "Sentence Incomplete algae scrapers Content titles and body; Content titles only\n", + "Sentence Incomplete algebra But what makes algebras stand appart from linear spaces is the presence of vector multiplication: a bilinear…\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 3%|▎ | 345/13330 [00:01<01:02, 207.69it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete algebra & trigonometry Algebra and Trigonometry with Integrated Review, Books a la Carte Edition, plus MyLab Math with Pearson eText and Worksheets -- 24-Month Access Card Package\n", + "Sentence Incomplete algebra & trigonometry Why do the publishers do this?\n", + "Sentence Incomplete algebra & trigonometry What Is The Difference Between Algebra Trigonometry And Geometry >>>CLICK HERE<<< What is the difference between algebra trigonometry and geometry…\n", + "Sentence Incomplete ali LEGAL PSYCHIATRY (Forensic Psychiatry) Cultural Norms & Values in the African-American Population ;\n", + "Sentence Incomplete ali What is the term for sending emails that imitate legitimate companies\n", + "Sentence Incomplete ali To keep up with the fitness levels, …\n", + "Sentence Incomplete alignment tools Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete alignment tools June 25, 2015. by Specialty Products in\n", + "Sentence Incomplete all aquatic & pond Love All Aquatic And Pond Online\n", + "Sentence Incomplete all aquatic & pond Tags: all aquatic pond/lake rake aquatic weed cutter aquatic weed rake aquatic weed removal beach roller beach weed roller cleaning lake front getting rid of lake weeds lake rake lake weed removal lake weeds pond weed removal diy summer water weeds away\n", + "Sentence Incomplete all area rugs Rank: #48 in Furniture Size: 5-footx8-foot; Color: Black; Brand: Home Dynamix; Model: Catalina 4473-450 5x8; Fabric type: 100% Polypropylene\n", + "Sentence Incomplete all bird In fact, when biologists count birds in the field, the great majority\n", + "Sentence Incomplete all bird But do all birds migrate or as many people say, \"fly south for the winter?\"\n", + "Sentence Incomplete all brother 2 ½ inches x 1 ½ inches;\n", + "Sentence Incomplete all cat … Continue reading \"😺😹😻 Cat Emoji Meaning\"\n", + "Sentence Incomplete all companion group Find All Companion Group Specification Outline\n", + "Sentence Incomplete all companion group Make and bake your favorite pizza in your oven or on your grill; Made of 100% all-natural FDA-Safe Thermion material, thermal shock resistant;\n", + "Sentence Incomplete all companion group All Companion Group Showing all 3 results Default sorting Sort by popularity Sort by average rating Sort by newness Sort by price: low to high Sort by price: high to low Sort by Sales Rank\n", + "Sentence Incomplete all companion group All Fashion, Jewelry & Beauty; Fashion, Jewelry & Beauty Deals\n", + "Sentence Incomplete all cricut Ensure the packaging says, \"For Explore/Maker models.\"\n", + "Sentence Incomplete all dog Do we do this for comfort or because we all hope one day they will magically be able to speak?\n", + "Sentence Incomplete all electronics Electronics are a part of our day-to-day life, and we kind of depend on them, right?\n", + "Sentence Incomplete all electronics This simple overview shows you how basic electronic components work and what they do; resistors, capacitors, transistors, micro chips +++\n", + "Sentence Incomplete all electronics Half Adder and Full Adder Explained; Logic Gates Explained; Cascode Differential Amplifier (High Gain Differential Amplifier) Frequency Division Multiplexing (FDM) Explained\n", + "Sentence Incomplete all leagues Here is a breakdown of everything you need to know about this subject:\n", + "Sentence Incomplete all leagues Licensing has always been one of Pro Evolution Soccer's biggest downfalls, with team names such Man Red or London FC filling in Manchester United and\n", + "Sentence Incomplete all leagues SEASON 16 Summit - BACK TO CHICAGO - 15th Anniversary - August 18-21 *** Hotel recommendations: Hoxton, Viceroy, Chez Dave Hill Air & Water Show; Golf; Tennis; Casino w/ new poker room; Top Notch Dinners; Day Drinking; Riverwalks; Hopefully Avoid the Random Heat Wave\n", + "Sentence Incomplete all oregon scientific Do you have a question about the Oregon Scientific BAR289 or do you need help?\n", + "Sentence Incomplete all oregon scientific Lega Basket Serie A - All'Oregon Scientific la Tim Supercoppa Cantù vince 85-79 sul campo dei campioni d'Italia della Benetton Cantù vince 85-79 sul campo dei campioni d'Italia della Benetton All'Oregon Scientific la Tim Supercoppa Cantù vince 85-79 sul campo dei campioni d'Italia della Benetton\n", + "Sentence Incomplete all oregon scientific Oregon Scientific - Wireless Rain Gauge - Silver in the Wireless Routers category was listed for R2,499.99 on 3 Sep at 10:16 by Shopping Mall in East London (ID:525786240)\n", + "Sentence Incomplete all pans Edited June 30, 2015 by mommybee\n", + "Sentence Incomplete all reptile To see more terrific photos of Jamaican reptiles and other reptiles found throughout the Caribbean, visit Alejandro Sanchez' website of Caribbean Natural History.. Last updated: 20th December 2014\n", + "Sentence Incomplete all singer The reverse of this is closer to the truth: an ethical judgment that is no good in practice must suffer from a theoretical defect as well, for the whole point of ethical judgment is to guide practice.\"\n", + "Sentence Incomplete all toro Felixstowe Ferry Golf Course, in Suffolk, says the value, productivity and longevity of Toro machinery were major factors in the recent decision to continue using Toro, in addition to its... | July 3, 2022\n", + "Sentence Incomplete all toro Which of the two engines; the Toro or the Kawasaki is the most reliable?\n", + "Sentence Incomplete all toro Specifically to our market, th\n", + "Sentence Incomplete all toro Briggs & Stratton EXi engine with Just Check & Add™ technology\n", + "Sentence Incomplete all vanderschoot Press alt + / to open this menu\n", + "Sentence Incomplete all vanderschoot Press alt + / to open this menu\n", + "Sentence Incomplete all weber Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete all weber Do you have a question about the Weber Spirit S-210 or do you need help?\n", + "Sentence Incomplete all-in-one combination washers & dryers Liying New Apple iPad Mini 2013 Multi-Function SMART FOLIO Front & Back Case & Smart Cover Premium Flip Case With Magnetic Sleep Sensor for for ipad mini PU leather case (Gray)\n", + "Sentence Incomplete all-purpose cleaners \"Green products made up between 13 and 20 percent of each store's total inventory of all-purpose cleaners.\"\n", + "Sentence Incomplete all-purpose cleaners All-purpose cleaners Can one household cleaner vanquish tough kitchen stains such as grease and grape juice; soap scum and other bathroom scourges; and stubborn mineral deposits left by hard water?\n", + "Sentence Incomplete all-purpose gear for summer Pad: Therma-a-Rest Ridge Rest pad, cut down to shape (7 oz.)\n", + "Sentence Incomplete all-purpose labels The white rectangular labels are easily customizable and suitable for a variety of purposes…\n", + "Sentence Incomplete all-purpose labels Maco® White All-Purpose Labels, 1/2 x 1 3/4, 2000/Box MACML8025\n", + "Sentence Incomplete all-purpose labels Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete allen Find 2 Answers & Solutions for the question What is Allen's rule ?\n", + "Sentence Incomplete allen DOB: 09/07/1999 Gender: Female Race: White/Non Hispanic Height: 5' 2\" Weight: 158 lbs Hair: Red Eyes: Hazel Distinguishing Marks (4): Pierced Body Part: Left Ear Detail: Left Daith Pierced Body Part: Right Upper Lip Detail: Pierced Dimples Pierced Body Part: Lower Lip Detail:--\n", + "Sentence Incomplete allergies If you see a horizontal line right above your nostrils, you likely have allergies.\"\n", + "Sentence Incomplete allergies [ Top of Page] How many Americans have food allergies?\n", + "Sentence Incomplete allergies Allergies are also more likely to occur in people who have: other allergic conditions, such as asthma or eczema; a family history of allergies or allergic conditions; What is an allergic reaction?\n", + "Sentence Incomplete allied health professions So with that in mind, here are some examples of allied health professions:\n", + "Sentence Incomplete allied health professions Commencement: 17 May, 1996.. An Act to provide for the regulation, supervision and control of the allied health professionals, and to provide for the establishment of a council to register and license the allied health professionals and for\n", + "Sentence Incomplete allied health professions So what could be more fitting to demonstrate how relevant that title is than by reflecting briefly on the how far the Allied Health Professionals (AHPs) have come in recent years?\n", + "Sentence Incomplete alligators & crocodiles Alligators are only found in the southeastern US and eastern China: crocodiles can be found across the world, including in Africa, Australia, Southeast Asia, North America, South America and Central America: Schnoz: An alligator's snout is broad and shaped like a \"U\"\n", + "Sentence Incomplete allspice Needless to say if I didn'tContinue Reading\n", + "Sentence Incomplete almanacs Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete almanacs & yearbooks Abby Flanigan, Ashlyn Velte, Colin Post, and Rebecca Williams Manuals *term often used interchangeably with handbook *narrow focus *provide step-by-step instructions for completing tasks Handbooks Almanacs, Yearbooks, Handbooks, and Manuals Occupational Outlook Handbook\n", + "Sentence Incomplete almanacs & yearbooks Llewellyn's Sabbats Almanac: Samhain 2010 to Mabon 2011 Ed Day (Sous la direction de) Acheter neuf : EUR 9,73 (as of 02/11/2013 14:52 PST) 8 neuf & d'occasion a partir de EUR 0,07 (as of 02/11/2013 14:52 PST) (Consultez la liste Meilleures ventes Almanacs & Yearbooks pour des informations officielles sur le classement actuel de ce produit.)\n", + "Sentence Incomplete almanacs & yearbooks It is never easy to choose from the wide range\n", + "Sentence Incomplete almanacs & yearbooks Even the traditional yearbook has not escaped the technological revolution in h\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 3%|▎ | 388/13330 [00:01<01:10, 183.59it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete almanacs & yearbooks II: Popular Calendars, Almanacs, Yearbooks Description The present bibliography in three volumes was compiled as a part of the digitization project "German-language periodicals from Eastern Europe" at…\n", + "Sentence Incomplete almanacs & yearbooks School Yearbooks from Alumni Yearbooks Slideshow 90067 by simonjohn2\n", + "Sentence Incomplete almanacs & yearbooks Excerpt from History of the Police Department of New Haven: From the Period of the Old Watch in Colonial Days to the Present Time; Historical and Biographical; Police Protection: Past and Present; The City's Mercantile Resources\n", + "Sentence Incomplete almonds \"Almonds are high in monounsaturated fat,\" said O'Shea-Kochenbach, \"which is the same type of fat we often hear associated with olive oil for its heart-health benefits.\"\n", + "Sentence Incomplete almonds According to Wikipedia, \"Bitter almonds may yield from 4-9 mg of hydrogen cyanide per almond and contain 42 times higher amounts of cyanide than the trace levels found in sweet almonds.\"\n", + "Sentence Incomplete alphabet Google's new parent company opens up new opportunities for the company in the custom install market, but will it capitalise on them?\n", + "Sentence Incomplete alphabet For example, the Latin alphabet as used in English is:\n", + "Sentence Incomplete alpine Where in the past I'd travel to a location for a\n", + "Sentence Incomplete alpine Why is there a pie called cottage pie?\n", + "Sentence Incomplete alternate history Speculative fiction that delves into alternate time streams or alternate histories can…\n", + "Sentence Incomplete alternate history What if the Nazis had won the Second World War ( Fatherland - Robert Harris, The Man in the High Castle - Philip K Dick) or England had remained Catholic ( Pavane - Keith Roberts, The Alteration\n", + "Sentence Incomplete alternative & holistic What is the difference between alternative, integrative, complementary and holistic medicine?\n", + "Sentence Incomplete alternative history Speculative fiction that delves into alternate time streams or alternate histories can…\n", + "Sentence Incomplete alternative history r/AlternateHistory: The only alternate history place on the internet\n", + "Sentence Incomplete alternative medicine Articles from The Journal of the Royal College of General Practitioners are provided here courtesy of Royal College of General Practitioners\n", + "Sentence Incomplete alternative protection Creative Commons is a nonprofit organization that enables the sharing and use of creativity and knowledge through free legal tools\n", + "Sentence Incomplete alternative rock Which rock style belongs to the song Starlight by Muse?\n", + "Sentence Incomplete alternators Terminal: Definition: Notes: A: Battery: Battery positive connection: B: Battery: Battery positive connection: B+: Battery:\n", + "Sentence Incomplete alternators What is the difference between Alternators and generators?\n", + "Sentence Incomplete alternators & generators Installing an Alternator; Alternative Alternators (and example of installing); Testing the Lucas Regulator From a Triumph page.A very good description of the test process\n", + "Sentence Incomplete alternators & generators I changed my alt recently and experienced the same charging levels as before (saw the batt guage go up and down at will and bright and dim lights.)\n", + "Sentence Incomplete altimeters This does nothappen in SP1.command is reported as altitude but in notpad is correct altimeters Thanks,\n", + "Sentence Incomplete altimeters Altimeters Altimeters Team 7: K. Christian M. Jones R. Lupinski I. McCall T. Thomas Overview Introduction Types of Altimeters Applications Barometric Altimeters Advantages/Disadvantages…\n", + "Sentence Incomplete alto To play a High Pitch sax in tune with modern instruments you would need a sax neck about 18 inches / 45 cm in length))\n", + "Sentence Incomplete alto saxes or what are some other good vintage alto saxes?\n", + "Sentence Incomplete alto saxes Chamber Music Work: Elliott Carter (1908-2012), Canonic Suite (for 4 alto saxes) (for 4 alto saxes)\n", + "Sentence Incomplete alto saxes So below is a list of what models in the WO Series replaced previous production:\n", + "Sentence Incomplete alto saxes Granlund Woodwind Repair a list of model numbers for Conn saxophones from the 20th century\n", + "Sentence Incomplete amateur production these titles songs transgress heaps\n", + "Sentence Incomplete amateur production Content titles and body; Content titles only\n", + "Sentence Incomplete american 6625 Lyndale Avenue South Suite 104 Minneapolis, MN 55423 Phone: 612-436-8299 Toll-free: 800-892-0022\n", + "Sentence Incomplete american America was not founded as a society \"dedicated to the proposition\" that \"all men are created equal.\"\n", + "Sentence Incomplete american diabetes association Reviewed and Approved by a member of the DoveMed Editorial Board First uploaded: Jan. 13, 2014 Last updated: Nov. 17, 2018\n", + "Sentence Incomplete american diabetes association (For people diagnosed with diabetes, the American Diabetes Association recommends a target A1C level of less than 7.0%) Interested in learning more?\n", + "Sentence Incomplete american heart association Specifically, the recommendations advise high consumption of fruits, vegetables, legumes, nuts, whole grains and \"lean vegetable or animal protein (preferably fish).\"\n", + "Sentence Incomplete american literature American Literature is... 1. the literature made in America 2. the literature shaped by American history 3. a growing and changing genre based on the growing and changing needs and values of America and its people 4. all of the above -begins with Pilgrims (1620) but also claims\n", + "Sentence Incomplete american literature Do… Continue reading What Is American Literature\n", + "Sentence Incomplete american pattern files Rank Image Product Name Score\n", + "Sentence Incomplete american pattern files Where you may realize these item is by on-line looking stores?\n", + "Sentence Incomplete american pattern files Addeddate 2016-11-06 17:25:15 Identifier LenoxAmericanPatternFiles1960Catalog\n", + "Sentence Incomplete american pattern files GROBET USATM The World Leader of Swiss & American Pattern FilesThe World Leader of Swiss & American Pattern Files • American Pattern Files • Swiss Precision Files… Log in Upload File Most Popular\n", + "Sentence Incomplete american sign language Notice how the sign language symbols are able to indicate all four of the main sign parameters: Handshape (HS)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 3%|▎ | 432/13330 [00:02<01:05, 196.36it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete americana At the time, Americana referred to a blend of two different musical strains:\n", + "Sentence Incomplete americana What do Alison Kraus, Mumford and Sons, Bob Dylan, Bruce Springsteen, Roseanne Cash, Muddy Waters and Bonnie Raitt all have in common?\n", + "Sentence Incomplete americas The attack on Pearl Harbor, Dec 7, 1941, united the nation as it had never been before—in the conviction\n", + "Sentence Incomplete americas After being sworn in for a fourth term, Vladimir Putin departed the Kremlin for Annunciation Cathedral to receive the televised blessing of Patriarch Kirill of the Russian Orthodox Church.The patriarch and his priests in sacred vestments\n", + "Sentence Incomplete americas Soccer and hockey, although very popular worldwide, have yet to find a serious hold in…\n", + "Sentence Incomplete americas First, let's agree on some facts: …\n", + "Sentence Incomplete americas Content titles and body; Content titles only\n", + "Sentence Incomplete ammunition & magazine pouches an ammunition pouch for carrying a first magazine and a second magazine, the pouch and adapted for modular connection to a chest rig, vest, lbe, other pouch or other carrying platform, the pouch comprising:an elongated fabric back/flap;a fabric cargo pocket fixed to the back/flap to define a pouch interior for receiving the first magazine …\n", + "Sentence Incomplete ammunition & magazine pouches こちらは「High Speed Gear ピストル用 TACOマグ トリプル 11PT03 [ コヨーテブラウン ]」のご購入ページです。 ポーチの詳細\n", + "Sentence Incomplete amphibians A collection of the world's strangest-looking amphibians have been included in a programme to protect the world's most extraordinary creatures currently threatened with extinction\n", + "Sentence Incomplete amplifier accessories Anything that makes your amp sound better, or makes it easier to use?\n", + "Sentence Incomplete amplifier accessories Not sure what amplifier is the perfect fit for your needs and budget?\n", + "Sentence Incomplete amplifier accessories Click on an alphabet below to see the full list of models starting with that letter\n", + "Sentence Incomplete amplifier installation I have an amplifier I am trying to install instead of a 4 way splitter for some coax lines in my basement but I am having some issues removing the … This is what I tried: # Let NetworkManager manage all devices on this system network: version: 2 renderer: NetworkManager ethernets: enp37s0\n", + "Sentence Incomplete amplifiers What Are Bandwidth and Alias-Free Bandwidth?\n", + "Sentence Incomplete amps Q: What are ohms amps and volts?\n", + "Sentence Incomplete amps The power P in watts (W) is equal to square root of 3 times the power factor PF times the phase current I in amps (A), times the line to line RMS voltage VL-L in volts (V)\n", + "Sentence Incomplete amsterdam Let's now see what things are famous in Amsterdam\n", + "Sentence Incomplete amsterdam And these are what they are…\n", + "Sentence Incomplete analog-to-digital (dtv) converters What is a digital-to-analog TV converter box?\n", + "Sentence Incomplete analytic What would even be the point of representing a function by a power series that didn't have a positive radius of convergence?\n", + "Sentence Incomplete analytic \"Testing is conducted to see which variables and analytic models deliver the highest quality, most predictive, and actionable analytic insights.\"\n", + "Sentence Incomplete analytic A more formal proof it's the only reliable way forward\n", + "Sentence Incomplete anarchism This is largely due to the fact that In an effort to clarify what anarchism is, it is useful to examine what anarchism is not\n", + "Sentence Incomplete anatomy Anatomy - what exactly is this discipline studying?\n", + "Sentence Incomplete anatomy The cadavers are volunteers -- which is what people mean when they say they're \"donating their body to science.\"\n", + "Sentence Incomplete anatomy Why is Anatomy and Physiology a pre-requisite course for all allied health programs?\n", + "Sentence Incomplete anchorage Tell me what is the standard for Non-destructive Examination?\n", + "Sentence Incomplete ancient \"These turbans or crowns are a form of anciency representing the royalty of I and I Rastafari people from ancient times until this time.\"\n", + "Sentence Incomplete ancient 1 : a person who lived in ancient times\n", + "Sentence Incomplete ancient Q: What does ancient mean?\n", + "Sentence Incomplete ancient Q: What does Positively ancient mean?\n", + "Sentence Incomplete ancient civilizations What was used to wash clothing in ancient Rome?\n", + "Sentence Incomplete ancient civilizations What were people in Ancient Egypt especially skilled at?\n", + "Sentence Incomplete andirons What is the pronunciation of andiron?\n", + "Sentence Incomplete andirons What is the purpose of andirons, firedogs and fireplace grates?\n", + "Sentence Incomplete andirons andiron — noun A utensil for supporting wood when burning in a fireplace, one being placed on each side; a firedog; as, a pair of andirons …\n", + "Sentence Incomplete andirons Hypernyms (\"andiron\" is a kind of...)\n", + "Sentence Incomplete andrew who does andrew marry in his dreams?\n", + "Sentence Incomplete andrew Andrew Cuomo is said to have texted Allison Gollust, Jeff Zucker's girlfriend, offering to be her \"pool boy.\"\n", + "Sentence Incomplete andrew What do the Walkers like to do on weekends?\n", + "Sentence Incomplete andrew What condition does Andrew Have in which it makes it difficult to breathe., How was Andrew Born, What is Andrew and Raydens Anniversary for each month , What was Andrew's Biggest regret?\n", + "Sentence Incomplete anesthesia Anesthesia is a medical treatment that prevents patients from feeling pain during procedures like surgery, certain screening and diagnostic tests, tissue What are local and regional anesthesia?\n", + "Sentence Incomplete anesthesia Anesthesia is usually given to patients by either a doctor — called an \"anesthesiologist\" — or a nurse — called a \"nurse anesthetist.\"\n", + "Sentence Incomplete anesthesia What are the side effects of anesthesia?\n", + "Sentence Incomplete anesthesia The best type of anesthesia for you depends on\n", + "Sentence Incomplete anesthesia What is an anesthesia technician?\n", + "Sentence Incomplete anesthesiology Who knows what actually happens to a person when they are \"put under\"?\n", + "Sentence Incomplete anesthesiology Print Section Listen Anesthesiology is defined by the dictionary as a \"branch of medicine dealing with anesthesia and anesthetics.\"\n", + "Sentence Incomplete anesthesiology What is a Nurse Anesthetist?\n", + "Sentence Incomplete angels Is there any specific prayer to the holy angels that you often say and would recommend to our readers?\n", + "Sentence Incomplete angels 3.2 Drawings based on subtle-knowledge and brief description of some types of angels 3.3 How is it that the types of angels shown above do not have wings?\n", + "Sentence Incomplete angels So what does the Church teach about angels?\n", + "Sentence Incomplete angle clamps This is why we listed the key features of each of these Angle Clamps below\n", + "Sentence Incomplete angola 2 What does the name Angola mean?\n", + "Sentence Incomplete animal ears If it can be described as an \"ear,\" you'll find…\n", + "Sentence Incomplete animal psychology What is your budget to study abroad?\n", + "Sentence Incomplete animal psychology How do pet psychologists conduct their work?\n", + "Sentence Incomplete animation Before we dive into the ins and outs of how modern animation was born, it's probably best to start by answering the question \"what is animation?\"\n", + "Sentence Incomplete animation What Is the History of Computer Animation?\n", + "Sentence Incomplete animation So, have you guys ever heard about animated (videos, movies, pictures, and games)?\n", + "Sentence Incomplete animation How to Make Animated Videos?\n", + "Sentence Incomplete ankle & foot Some injuries and minor foot and ankle pain can be safely and effectively treated without surgery with: RICE (rest, ice, compression, elevation)\n", + "Sentence Incomplete ankle & foot this PPT contain detailed kinetics & kinematics of ankle joint & all joints of foot complex, muscles of ankle & foot complex, plantar arches & weight distribut…\n", + "Sentence Incomplete ankle & foot Some injuries and minor foot and ankle pain can be safely and effectively treated without surgery with: RICE (rest, ice, compression, elevation)\n", + "Sentence Incomplete ankle & foot this PPT contain detailed kinetics & kinematics of ankle joint & all joints of foot complex, muscles of ankle & foot complex, plantar arches & weight distribut…\n", + "Sentence Incomplete ankle weights What Are Ankle Weights Used For?\n", + "Sentence Incomplete ankle weights Unlike dumbbells, ankle weights are designed to wrap around your wrist or ankle, like the name suggests. \"\n", + "Sentence Incomplete anklets What are the benefits of wearing anklets?\n", + "Sentence Incomplete anklets Anklets have some number of different styles: What does God say about anklets?\n", + "Sentence Incomplete anklets What are the most popular anklets' styles?\n", + "Sentence Incomplete anklets Why Did We All Forget Anklets Are Cool?\n", + "Sentence Incomplete anne What is the meaning of the name Elizabeth Anne?\n", + "Sentence Incomplete anne Which is more natural between the foll... What do you feel the following sentence, focusing on the word \"subtle\"?\n", + "Sentence Incomplete anne Why does Marilla feel a desire to laugh at the end of this chapter?\n", + "Sentence Incomplete anne What is Miss Enderby trying to explain to Anne?\n", + "Sentence Incomplete anniversary rings There are of course engagement rings and wedding bands—but what is an anniversary ring?\n", + "Sentence Incomplete anniversary rings Can a man wear two wedding rings?\n", + "Sentence Incomplete anniversary rings I'm making it a group board to help find…\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 4%|▎ | 483/13330 [00:02<00:58, 218.47it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete annuals Why is diffusion sufficient for transporting food and oxygen in unicellular organisms?\n", + "Sentence Incomplete annular cutters Will the ejector pin work just having it in the collet?\n", + "Sentence Incomplete ant Before going into the details of Apache Ant\n", + "Sentence Incomplete antacids Who can and cannot take antacids?\n", + "Sentence Incomplete antarctica What is the average depth of ice in Antarctica?\n", + "Sentence Incomplete antenna Fundamental Parameters of Types of Antennas\n", + "Sentence Incomplete anthologies 4 Notable Examples of Anthologies\n", + "Sentence Incomplete anthologies & literary collections この形式で最も人気のある本はIsaac Bashevis Singer, Alice Hoffman, Andrew Grove, Angela S. Choi, Anna Quindlen, Blake Morrisonです。 使用される主なカテゴリはLiterature & Fiction, 未分類, Business & Investing, Children's Books, Animals, Anthologies & Literary Collectionsです。\n", + "Sentence Incomplete anthropology \"For example what would you make of a community that celebrates death days rather than birthdays?\n", + "Sentence Incomplete anthropology How did people live a few decades ago, or thousands of years ago?\n", + "Sentence Incomplete antietam Definition of Antietam in English\n", + "Sentence Incomplete antifreezes & coolants Cld dis be plain water?\n", + "Sentence Incomplete antifungals What can you do for yourself when using antifungals?\n", + "Sentence Incomplete antigua What are the best things to do in Antigua?\n", + "Sentence Incomplete antigua What is Antigua known for?\n", + "Sentence Incomplete antigua What did you think of these 7 reasons to choose Antigua for a Caribbean holiday?\n", + "Sentence Incomplete antigua What is the continent of Antigua and Barbuda?\n", + "Sentence Incomplete antigua If you have been there, what were some of your favorite things?\n", + "Sentence Incomplete antigua and barbuda If the country that I am travelling to after my stay in Antigua and Barbuda requires I take an RT-PCR test or Antigen Test before travel where can I have this done and what is the cost?\n", + "Sentence Incomplete antioxidant formulas less important t han inducti on of endogenous antiox idants\n", + "Sentence Incomplete antioxidants & phytochemicals Antioxidants & Phytochemicals can help prevent against disease like\n", + "Sentence Incomplete antiperspirants But what about the inactive ingredients?\n", + "Sentence Incomplete antitheft If you have an object and you don't know what it is, this is the place for you to search for an …\n", + "Sentence Incomplete antitheft Sent from my TECNO DP7CPRO using Tapatalk\n", + "Sentence Incomplete antitheft Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete antitheft across the entire site Search \"\" in this forum Search \"\" in this discussion\n", + "Sentence Incomplete antitrust In the U.S., the stated aim of antitrust law is preserving competition in the marketplace to the benefit of\n", + "Sentence Incomplete anxiety disorders National Center for Biotechnology Information\n", + "Sentence Incomplete apes & monkeys The term \"monkey\" used to be the same as ''ape'' but taxonomists now classify monkeys as simians (i.e.…\n", + "Sentence Incomplete apes & monkeys Apes show some signs of rudimentary culture, such as different\n", + "Sentence Incomplete api The API allows the programmer the ability to: Change parameters without entering command mode (XBee only)\n", + "Sentence Incomplete apis & operating environments —Andrew Josey, Director, Certification, The Open Group, and Chair of the POSIX 1003.1 Working Group\n", + "Sentence Incomplete apis & operating environments Computers & Technology ＞ Programming ＞ APIs & Operating Environmentsのジャンルから、おすすめのUnix10選を紹介します。 Amazonの価格推移情報や口コミも掲載しています。 売れ筋商品を中心に調査しています。 Unixでは、Addison-Wesley Professionalブランドの商品が特に人気です。\n", + "Sentence Incomplete apis & operating environments Computers & Technology ＞ Programming ＞ APIs & Operating Environmentsのジャンルから、おすすめのOperating Systems Theory10選を紹介します。 Amazonの価格推移情報や口コミも掲載しています。\n", + "Sentence Incomplete apis & operating environments Computers & Technology ＞ Programming ＞ APIs & Operating Environmentsのジャンルから、おすすめのNeXTStep8選を紹介します。 Amazonの価格推移情報や口コミも掲載しています。 売れ筋商品を中心に調査しています。 NeXTStepでは、Addison-Wesleyブランドの商品が特に人気です。\n", + "Sentence Incomplete apocrypha New Testament Apocrypha vs. Old Testament Apocrypha\n", + "Sentence Incomplete apocrypha There is some variety in the actual contents of the Apocrypha, but most often it is the following: 1 Esdras 2 Esdras Tobit Judith Rest of Esther Wisdom Ecclesiasticus Baruch and the Epistle of Jeremy\n", + "Sentence Incomplete apparel Search This Blog Ladies Office Wear What is Apparel\n", + "Sentence Incomplete apparel Search This Blog Ladies Business Attire Sale What is Apparel\n", + "Sentence Incomplete apparel Design Kemeja Korporat yang ringkas dan unik serta kombinasi warna sesuai amat penting dalam menentukan identiti korporat sesebuah organisasi\n", + "Sentence Incomplete appetite control & suppressants By contrast, an appetite stimulant is referred to as orexigenic.The term is (from the Greek ἀν- (an-) =\n", + "Sentence Incomplete appetite control & suppressants By contrast, an appetite stimulant is referred to as orexigenic.The term is (from the Greek ἀν- (an-) =\n", + "Sentence Incomplete appetite control & suppressants We carry high quality, natural appetite suppressants\n", + "Sentence Incomplete appetite control & suppressants Appetite Control Review (UPDATE: 2018) | 17 …\n", + "Sentence Incomplete appetite control & suppressants Saffron Extract-Appetite Suppressant that Works, 88.5mg, 90 Veggie Capsules, (Saffron Extract Satiereal), 1 Pill Per Serving, Appetite Control Pills, Help Prevent Emotional Eating and Over Eating, Have More Energy, Less Hunger, Lose Your Belly, Best Appetite Suppressant 2015\n", + "Sentence Incomplete appetizers { The Perfect Meat and Cheese Tray }\n", + "Sentence Incomplete appetizers Ideas for Make-Ahead Appetizers That Don't Need to be Refrigerated?\n", + "Sentence Incomplete apple › How Does Auto Brightness Work on a Phone or Laptop?\n", + "Sentence Incomplete applesauce & fruit cups Not available Buy (6 Cups) Great Value Original Applesauce, 4 oz at Walmart.com\n", + "Sentence Incomplete applesauce & fruit cups You can experiment with different varieties of cookie dough, oatmeal for example as well as the applesauce f\n", + "Sentence Incomplete appliance warranties People buy a new home and many homeowners fill […]\n", + "Sentence Incomplete appliance warranties The problem is, it's hard for external observers to tell the difference\n", + "Sentence Incomplete appliance warranties Some appliance technicians recommend them for today's larger, more expensive appliances, while others sugge…\n", + "Sentence Incomplete appliances Here are the top ten most common residential appliances listed in order of energy consumption: Central Air Conditioner (2 ton): 1450 kWh/month; Water Heater (4-person household): 310/kWh/month\n", + "Sentence Incomplete applications It's believed that the average person uses\n", + "Sentence Incomplete applicator bottles Dec 4, 2017 #1 Has anyone tried using theses for applying CA?\n", + "Sentence Incomplete applicator bottles i need it to wash my hair :)\n", + "Sentence Incomplete applicator bottles Is there something at the craft and hobby stores that might work?\n", + "Sentence Incomplete applicator bottles (2) 1/2 oz squeeze bottles 10 interchangeab\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 4%|▍ | 527/13330 [00:02<01:06, 191.71it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete applicator bottles Use with acrylics, ink, gutta, watercolors, oil paints, silk dyes, stain... Show More\n", + "Sentence Incomplete applicator bottles 1 pc henna licator bottle with 4 china olive oil bottles for henna 5 20pcs 10ml empty quilling bottle earth henna licator bottle with fine tipPlastic Henna Licator Bottle Rs 81 Unit S2 International Id 133720164122 Bottles 16 Nozzles Diy Read more…\n", + "Sentence Incomplete applicators Always trying to find a happy balance on getting the correct applicator for the product/application I'm using without having the applicator OVERLY soak\n", + "Sentence Incomplete applicators The make-up essential you never knew you needed\n", + "Sentence Incomplete applied I begin with a general introduction into the discipline of sociology, before providing a definition of its applied branch.…\n", + "Sentence Incomplete applied Applied behavior analysis is a scientific approach to understanding how an individual's actions and skills are affected by their physical and social\n", + "Sentence Incomplete applied psychology Applied Psychology Challenges Burnout Syndrome Adjustments Challenges My\n", + "Sentence Incomplete applied psychology Introduction to Applied psychology as a whole introduction to applied psychology the many different areas of applied psychology are found in every aspect of\n", + "Sentence Incomplete applique applique technique comes from France form the word aplied\n", + "Sentence Incomplete applique The process of appliqueing or attaching fabric…\n", + "Sentence Incomplete appointment book & planner refills Buy Appointment Book & Planner Refills better, faster and more secure at Shopping.muc4u.net\n", + "Sentence Incomplete appointment book & planner refills Egg Series Black Fabric Side Reception Chair\n", + "Sentence Incomplete appointment book & planner refills Amazon.com : FranklinCovey - Daily Undated Planner | 31-Day - Wire-Bound (Classic) : Appointment Book And Planner Refills : Office Products\n", + "Sentence Incomplete appointment books & planners AT-A-GLANCE Academic Weekly/Monthly Planner, Contemporary, July 2017 - June 2018, 4-7/8\" x 8\", Charcoal (70101X45) ★ ★ ★ ★ ★ ★ ★ ★ ★ ★ 2 Reviews\n", + "Sentence Incomplete appomattox Where was the treaty signed?\n", + "Sentence Incomplete appomattox What is the significance of Appomattox court house 1865 - 3305233\n", + "Sentence Incomplete appreciation A Little Love From Mala Popular in the Community Suggest a correction More: healthy living Self Help Thanksgiving self improvement Happiness\n", + "Sentence Incomplete apricots Some historians believe the original apricots came […]\n", + "Sentence Incomplete apricots Apricots (Solids and Liquids with Skin, Water Pack, Canned) Apricots (Solids and Liquids with Skin, Juice Pack, Canned) Dried Apricot : view more apricots nutritional info: Related Types of Fruit: Raspberries: Peaches: Apples: Oranges: Strawberries: Bananas : view more fruit nutritional info:\n", + "Sentence Incomplete aprons & smocks These are loose-fitted jackets or any similar clothing you see most beauticians and stylists…\n", + "Sentence Incomplete aprons & smocks Women's Tunic Style Vest Size Chart Unisex Zipper Smock - No Pocket, No Collar, No Sleeve - K74FR\n", + "Sentence Incomplete aprons & smocks Product Dimensions: 16 x 9 x 2 inches ; 1 pounds ; Shipping Weight: 1 pounds (View shipping rates and policies) ASIN: B0035V1JUQ ; Manufacturer recommended age: 3 years and up ;\n", + "Sentence Incomplete aprons & smocks Product Dimensions: 16 x 9 x 2 inches ; 1 pounds ; Shipping Weight: 1 pounds (View shipping rates and policies) ASIN: B0035V1JUQ ; Manufacturer recommended age: 3 years and up ;\n", + "Sentence Incomplete aprons & smocks Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete aps cameras Mention \"APS\" to a photography today, and they will likely think of crop-sensor cameras, namely APS-C or perhaps the APS-H sensor in older models in Canon's 1D line — but, notes Fstoppers, if you used the term two decades ago, the response would have been very different.For your …\n", + "Sentence Incomplete aps cameras ; I recently bought a new camera - one of those cute little Olympus Mu things, with a zoom and other related paraphenalia.After doing some research on this topic I chose 35mm over APS for the following reasons:\n", + "Sentence Incomplete aquaclear All of my search term words; Any of my search term words\n", + "Sentence Incomplete aquaclear It's recommended to use size 50 for you 36 gallon ...more By on Aug 9, 2018 Report 2\n", + "Sentence Incomplete aquaculture & fisheries Extension and outreach efforts that support sustainable fisheries and aquaculture include: Providing technical information to local natural resource managers, harvesters, and aquaculturists to manage the fisheries and shellfish resources for continued sustainable production and as contributor to the local economy; Conducting a training course on aquaculture\n", + "Sentence Incomplete aquarium d\u001acor Collectively referred to as a biofilter, the b\n", + "Sentence Incomplete aquarium d\u001acor For what - is this to remove any harmful material from the silicone?\n", + "Sentence Incomplete aquarium décor From the \"natural\" look of plain gravel, rocks and driftwood\n", + "Sentence Incomplete aquarium décor » Aquarium 275L démarrage Dim 26 Déc 2021 - 16:05 par Najib.T » conseil pour un aquarium de 240L brute Ven 3 Déc 2021 - 11:29 par salenger » A propos de feille d'arbre Ven 3 Déc 2021 - 10:58 par salenger » Liste des concours d'Aquascaping dans le monde Mer 11 Aoû 2021 - 23:58 par MOUAD » Liste des concours d'Aquascaping dans le monde Mer 11 Aoû 2021 - 23:58 par MOUAD\n", + "Sentence Incomplete aquarium décor Ce type de décor est indispensable dans de grands bacs pour palier le problè... Catégorie de l'article: Décors\n", + "Sentence Incomplete aquarium décor Quebec Business Number / Numéro d'entreprise du Québec (NEQ) 3345700838 : Business Name / Nom de l'assujetti:\n", + "Sentence Incomplete aquarium heaters He said that it could cause\n", + "Sentence Incomplete aquarium hoods The 6 Top-Rated Aquarium Hoods *Ratings are from Amazon at the time of publication and can change\n", + "Sentence Incomplete aquarium hoods 2 Gallon Bowl: Empty 5 Gallon Standard: 6 Neon Tetras Two 10 Gallons Standard: Empty 36 Gallon Bowfront: 1 Angelfish, 10 Lemon Tetras, 4 Sterbai Corydoras, 1 Starlight BN Pleco 200 Gallon Pond: 8 Comet Goldfish\n", + "Sentence Incomplete aquarium hoods 48\" Fluorescent Deluxe Black Hood Brand: TopDawg Pet Supplies Part Number: AAG21248 Manufacturer: TopDawg Pet Supplies 48\" fluorescent deluxe black hood Click here to see more information ... Posted by Hiehie at\n", + "Sentence Incomplete aquarium lights Starting Range for Low Light Aquarium Light Duration:\n", + "Sentence Incomplete aquarium lights Today's aquarium keeper expects style and good looks and has embraced the LED in many day-to-day lighting needs.For those more technically\n", + "Sentence Incomplete aquarium lights I was thinking about getting an LED bubble stone like this (my axie likes to have bubbles/water pressure in one spot of the tank - strange, I know) - but I'm unsure if the light from one of those would be sufficient for anything to grow - and if my memory serves me correct, for photosynthesis, does the light not need to come from above?\n", + "Sentence Incomplete aquarium nets \"Over 1,000 people came in and were able to visit with the aquarium staff and\n", + "Sentence Incomplete aquarium nets Arrives by Tue, May 3 Buy Newway Pawfly Aquarium Net Fine Mesh Small Fish Catch Nets with Plastic Handle - Green 4/5/6/8/10 inches at Walmart.com\n", + "Sentence Incomplete aquarium starter kits In the aquatics industry, aquarium starter kits\n", + "Sentence Incomplete aquarium starter kits What are good starter tank kits for betta fish?\n", + "Sentence Incomplete aquarium starter kits Aqua Culture 6.5-Gallon Semi-Hex Aquarium Kit with LED Lighting and Power Filter, Ideal for a Variety of Tropical Fish\n", + "Sentence Incomplete aquarium starter kits Tetra Colorfusion Glass Starter Aquarium Kit 3 Gallons, Half-Moon Shape, with Bubbler and Color-Changing Light Disc\n", + "Sentence Incomplete aquarium starter kits stone.fish food.anti-chlorine.salt also free::::: 1. poster 2. gold fish x 2 all is only rm128.00 ( available in 2 colour---orange & purple ) posted by sj aquarium & pet shop at\n", + "Sentence Incomplete aquarium substrate Advantages: Good specific gravity (holds plants well) Has key nutrients (for Amazonia types) Will grow even difficult plants (for Amazonia types) A constant supply of nitrogen through NH4+ (for Amazonia types)\n", + "Sentence Incomplete aquarium substrate The Substrate Is A Key Element To Any Plant Aquarium;\n", + "Sentence Incomplete aquariums We're also here to help …\n", + "Sentence Incomplete aquariums Come here to enjoy pictures, videos, articles and …\n", + "Sentence Incomplete aquariums Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete aquatic fitness equipment Investment in Aquatic Fitness Equipment from Snider Recreation will enable aquatic facilities to maximise use of existing pool…\n", + "Sentence Incomplete aquatic fitness equipment if warmer pools are unavailable, julie twynham, educational director for waterart fitness international inc. in toronto, recommends using aquatic fitness equipment like noodles to easily change a slow movement, such as plank, into a more active exercise, such as cycling, for better thermal regulation; she also recommends that participants wear …\n", + "Sentence Incomplete aquatic fitness equipment The TheraBand Swim Bar is a very versatile swimming aid used by children, youth, seniors and handicapped through hydrotherapy and water therapy instructional programs Protects joints and reduces stress for patients who need to exercise in the water and advances the performance of competitive and recreational swimmers Buoyancy based swim training aid is perfect for\n", + "Sentence Incomplete aquatic fitness equipment Search and overview ... Search and overview\n", + "Sentence Incomplete aquatic gloves TAGVO Aquatic Gloves for Helping Upper Body Resistance, Webbed Swim Gloves Well Stitching, No Fading, Sizes for Men Women Adult Children Aquatic Fitness Water Resistance Training: Go to amazon.com: H2Odyssey Max 2mm Webbed Paddle Glove - Available in All Sizes (Large)\n", + "Sentence Incomplete aquatic gloves Rank Image Product Name Score\n", + "Sentence Incomplete aquatic gloves Product Features Check out these awesome OctoBlue Webbed Swimming Gloves Neoprene and lycra material - Shark skin palms for super grip when wet Well suited for all water activities including surfing and boogie boarding Great elasticity for freedom of movement - Velcro enclosure Be sure to have the right equipment so you can give 110%\n", + "Sentence Incomplete aquatic plant food Search titles only By: Search Advanced search…\n", + "Sentence Incomplete aquatic plant food Marketing aquatic plants is just like selling any other plant group - they need to be properly displayed in season, and in such a manner that they\n", + "Sentence Incomplete aquatic plant food Call us at 1-800-672-4399\n", + "Sentence Incomplete arboria In real life, the Kesselring farm…\n", + "Sentence Incomplete arboria violetsystems(tekkdjz) numbers.fm presents grifty with arboria hosted by violet systems\n", + "Sentence Incomplete arboria Usually I'm just here for a good time\n", + "Sentence Incomplete arborio rice 1 tablespoon olive oil; 2 cloves garlic, minced; 1 onion, diced; 1 1/2 cups basmati rice; 1 (8-ounce) can tomato sauce; 1 1/2 cups vegetable broth; 1 cup corn kernels\n", + "Sentence Incomplete arborio rice There's a lot of tend…\n", + "Sentence Incomplete arbors I have one of the tool arbors in the pic but never been sure of what they are ,there is a Morse taper inside and presumably a drill goes in and is cla\n", + "Sentence Incomplete arbors I have a…See More >\n", + "Sentence Incomplete arbors What are the hills and hollers filled with?\n", + "Sentence Incomplete arc welding accessories Padded, reinforced palm patch heightens support and durability\n", + "Sentence Incomplete arc welding accessories Rank: #8188 in Home Improvement Brand: HOT; Model: 24171; Number of items: 1; Dimensions: 1.00\" h x 2.50\" w x 2.50\" l, Soldering paste flux; Great paste option for you Hot Max torches; 2 oz tin\n", + "Sentence Incomplete arc welding accessories SS14-0724 DREW MARINE Ground Clamp Ground Clamp Whip Electrode Whip (Stinger)Safety Electrode Holder Accessories For personal safety during welding or when handling hot metal,…\n", + "Sentence Incomplete arc welding accessories Forney #56000 200A Electrode Holder; FORNEY INDUSTRIES INC;\n", + "Sentence Incomplete arc welding accessories Oct 7, 2015 - 269 Likes, 10 Comments - Arc-Zone.com (@arc_zone) on Instagram: \"For the month of October only, grab the new Speedglas™ 9100XXi Helmet (or swap out lens kit) and…\"\n", + "Sentence Incomplete arc welding accessories Welding and Cutting Accessories; Large Universal Torch Holder w/ Precise Bevel Angle Adjustment SM-UCW-0475-08-00-00- $ 606.00 Large Universal Torch Holder w/ Precise Bevel Angle Adjustment SM-UCW-0475-08-00-00-\n", + "Sentence Incomplete arc welding accessories Column And Boom Welding Machine For Submerged Arc Welding Buy\n", + "Sentence Incomplete arc welding equipment Check out our beginner's guide to welding equipment - Street Rodder Magazine\n", + "Sentence Incomplete arc welding equipment Answer (1 of 8): I'm referencing Principles of Welding: Processes, Physics, Chemistry and Metallurgy by R. W. Messler, Jr., but this diagram sums it up for GTAW:\n", + "Sentence Incomplete arcade Getting Started Get Started Here Installation Instructions Pygame Comparison Games Made With Arcade How-To Example Code API Quick API Index\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 4%|▍ | 567/13330 [00:02<01:08, 186.50it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete arcade Arcade validation policy and process\n", + "Sentence Incomplete arch supports The Body Geometry high-arch footbed addresses all three arches — medial, lateral and transverse Thomas McDaniel / Immediate Media Thomas McDaniel / Immediate Media\n", + "Sentence Incomplete archaeology Methods You have to document everything you do Take elevations every time you start removing dirt or find a feature\n", + "Sentence Incomplete archaeology & paleontology Did You Know…that the Colorado Department of Transportation Has Archaeology and Paleontology Programs?\n", + "Sentence Incomplete archery Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete archery Search and overview ... Search and overview\n", + "Sentence Incomplete architects & photographers Doors & Windows All Doors Exterior Fiberglass Folding Glass\n", + "Sentence Incomplete architects & photographers Tags: Architects, Photographers, Urban Development, El Dorado Architects, Washington-Arlington-Alexandria, DC-VA-MD-WV Posted on October 21, 2013 Practice: The Great Exchange\n", + "Sentence Incomplete architects & photographers Artists, Architects, Photographers Audiobooks Relevance Best Selling New Arrivals Highest Rated Length (Longest) Length (Shortest) Price (Lowest) Price (Highest) Title Artists, Architects, Photographers Any Class Fiction Nonfiction\n", + "Sentence Incomplete architects & photographers —Publisher's Weekly Phoebe Hoban's definitive biography of the renowned American painter Alice Neel tells the unforgettable story of an artist whose life spanned the twentieth century, from women's suffrage through the Depressi\n", + "Sentence Incomplete architectural mailboxes Online Retailers; In Store Locations; FAQs;\n", + "Sentence Incomplete architectural mailboxes Online Retailers; In Store Locations; FAQs;\n", + "Sentence Incomplete archival storage binders US Dollar; Euro; GB Pound; Canadian Dollar; Australian Dollar; Sign In or Sign Up\n", + "Sentence Incomplete archival storage binders Archival storage binders Place Image Product Information Score Stores; 1: PRINT FILE Archival Storage Pink Safe-T-Binder Polypropylene Box Type 1\" O-ring 9.8 View Product 9.8 2:\n", + "Sentence Incomplete archival storage binders By Editor | 2022-06-11T00:04:00+08:00 June 10, 2022 | Archival Storage Binders |\n", + "Sentence Incomplete archival storage binders Archival Photo Storage Binders and Boxes\n", + "Sentence Incomplete arctic & antarctica Photo: Harvey Goodwin / Norwegian Polar Institute\n", + "Sentence Incomplete area rug sets Sabriel Coco Leaf 8' x 10' 3 Piece Rug Set; Syrie Light Blue 8' x 10' 3 Piece Rug Set; Taba Brown 8' x 10' 3 Piece Rug Set; Area Rug: Ciara Yellow Nylon 3 Piece Set; Area Rug: Tao Festival Multi 4' 11' x 7' 3 Piece Set; Capri Floral Area Rug Sets, Three Piece Set\n", + "Sentence Incomplete area rug sets Oval Area Rug Alpaca Area Rug Inexpensive Area Rug Nourison Area Rug Western Area Rug Beaulieu Area Rug Area Rug Online Southwest Area Rug Discounted Area Rug\n", + "Sentence Incomplete area rugs & pads Excited to go rug shopping now?\n", + "Sentence Incomplete area rugs & pads Durable wood composite construction and unique design; Open holes allow easy visibility of items stored inside\n", + "Sentence Incomplete area rugs & pads Excited to go rug shopping now?\n", + "Sentence Incomplete area rugs & pads Machine Woven; Soil, Stain, and Fade Resistant;\n", + "Sentence Incomplete area rugs & pads JC#782 Has Colors Of Black, Country Red, Light Brown And Camel; Machine Washable And Reversible;\n", + "Sentence Incomplete arendt Previous Article ← Étienne Balibar | The Idea of Revolution: Yesterday, Today and Tomorrow\n", + "Sentence Incomplete arendt The emancipation of thought regarding the experience\" - \"The Third World is not a reality but an ideology\" Hannah Arendt and evil:\n", + "Sentence Incomplete arendt The world was left waiting…\n", + "Sentence Incomplete argentina He was the Chief of the Cabinet of Ministers during the entirety of Néstor Kirchner's presidency, and the early months\n", + "Sentence Incomplete aristotle 2 Aristotle and happiness: 3 Aristotle, wealth and money:\n", + "Sentence Incomplete arkansas Quapaw means, literally, \"downstream people.\"\n", + "Sentence Incomplete arkansas The resolution was further modified in 1947 as Arkansas Code 1 April 105, and reads thusly:\n", + "Sentence Incomplete arkansas Office Address Phone/Fax; Motor Vehicle MVInformation@dfa.arkansas.gov: Ragland Building 1900 W 7th St, Ste 1010 Little Rock, AR 72201: P: 501-682-4692\n", + "Sentence Incomplete arkansas For more Arkansas reading , check out: These Are The 10 Most Ghetto Cities In Arkansas\n", + "Sentence Incomplete arkansas Ok everyone - ever since I've moved here, I've been trying to find that signature thing, that hometown mark of pride, that quintessential quirk that is Little Rock.I mean, our been is rockin', our BBQ is solid, our gators are pretty cool - we've…\n", + "Sentence Incomplete arkansas Office Address Phone/Fax; Miscellaneous Tax Misc.tax@dfa.arkansas.gov: Ledbetter Building 1816 W 7th, Ste 2340 Little Rock, AR 72201: P: 501-682-7187 F: 501-682-1103\n", + "Sentence Incomplete arm guards Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete arm guards Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete arm machines Log In Join HuffPost Join HuffPost\n", + "Sentence Incomplete armbands What do the armbands on football players mean?\n", + "Sentence Incomplete armbands Questions on Armbands I have a questions on these two armbands:\n", + "Sentence Incomplete armchair slipcovers Sure Fit Stretch Metro 2-Piece Chair Slipcover, Gray\n", + "Sentence Incomplete armchair slipcovers Here are a few ideas to inspire:\n", + "Sentence Incomplete armchair slipcovers round back armchair slipcovers; round back chair covers armchair; round swivel arm chairs living room; round swivel chairs for living room; saarinen armchair wood legs; saarinen executive armchair with casters; sanctuary paris accent chair; sectional covers amazon; sectional covers ebay; sectional covers for dogs; sectional seat covers for sale\n", + "Sentence Incomplete armchair slipcovers Your house deserves a good interior at look all times and hence you need to be able to determine the best of what …\n", + "Sentence Incomplete armchairs Why would you want to start with a Bedspread?\n", + "Sentence Incomplete armchairs Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete armenia What is the largest city in Armenia?\n", + "Sentence Incomplete armenia What airlines fly into Armenia?\n", + "Sentence Incomplete armenia Armenia is one of the countries with long, rich and not always easy history, the place that has been always fascinating me a lot and that I So what is so different about Armenia, what makes it special?\n", + "Sentence Incomplete armoires What is Armoires Perreault's latest funding round?\n", + "Sentence Incomplete armored vehicles What are the armoring standards for luxury vehicles?\n", + "Sentence Incomplete armrests If you are resting your elbows or forearms on the armrests What types of materials were used to construct the armrests?\n", + "Sentence Incomplete arms 4 meanings of ARMS abbreviation related to Aviation\n", + "Sentence Incomplete arms control I can think of various possibilities\n", + "Sentence Incomplete arms control He highlighted the need for effective control of small arms and light weapons, which, he said, \"could be a potentially effective tool for prevention and sustaining peace.\"\n", + "Sentence Incomplete arms control Arms control is typically exercised through the use of diplomacy which seeks to… …\n", + "Sentence Incomplete aromatherapy What Is the History of the Discovery and Use of Aromatherapy as a Complementary and Alternative Treatment for Cancer?\n", + "Sentence Incomplete around the world Age Structure - What is the age profile of populations around the world?\n", + "Sentence Incomplete art Does it have to be beautiful?\n", + "Sentence Incomplete art But what is the purpose of art?\n", + "Sentence Incomplete art And why should we care?\n", + "Sentence Incomplete art However, there are broadly seven forms of art that fall into the common collective definition of \"the arts.\"\n", + "Sentence Incomplete art 4.3 What Is the Definition of Art?\n", + "Sentence Incomplete art history Did 'Classical' refer to classical music or something else altogether?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 5%|▍ | 628/13330 [00:03<00:53, 238.33it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete art supplies Still, if you want to include extra items, here are some more things to possess\n", + "Sentence Incomplete art supplies The selection is great and everything has always arrived in good condition.\"\n", + "Sentence Incomplete art supplies We pose the questions: What are a few of your favorite supplies you just can't live without?\n", + "Sentence Incomplete art supplies storage Today I'm sharing some art supply storage ideas and discussing how I store copic markers, pencils, washi tape and other supplies, using mostly recycled packaging for storage solutions\n", + "Sentence Incomplete arthritis When Should Someone Seek Medical Care for Arthritis?\n", + "Sentence Incomplete arthritis learn about your condition - what type of arthritis or musculoskeletal condition do you have?\n", + "Sentence Incomplete arthritis There are over 100 different types of arthritis, each with different causes including wear What are the types of Arthritis?\n", + "Sentence Incomplete arthur What is the birth name of Arthur Laurents?\n", + "Sentence Incomplete arthur But what is Arthur Hayes' Net Worth?\n", + "Sentence Incomplete arthur Based on Marc Brown's wildly popular series of books for children, Arthur - a third-grader in an What is the Japanese language plot outline for Артур (1996)?\n", + "Sentence Incomplete arthur What is Arthur called when he mysteriously defeats the Duke of North Umber?\n", + "Sentence Incomplete arthur What is the name of the series that used second person perspective and turned the reader into the In Arthur C. Clarke's 2001: A Space Odyssey, what is the name of the artificial-intelligent (AI) computer?\n", + "Sentence Incomplete arthurian Other Comparisons: What's the difference?\n", + "Sentence Incomplete arthurian You might also be wondering: What type of word is arthurian?\n", + "Sentence Incomplete arthurian romance The European Flourishing of Arthurian Romance Lancelot, Tristan, Parzival:Medieval French Arthurian Romance…\n", + "Sentence Incomplete artichokes Do Artichokes Have Any Side Effects?\n", + "Sentence Incomplete artichokes How to choose the best artichokes How to boil artichokes: 2 ways to check for doneness\n", + "Sentence Incomplete artichokes If you love to eat artichokes, why not grow your own fresh supply?\n", + "Sentence Incomplete artificial bait What are types of artificial bait?\n", + "Sentence Incomplete artificial bait So what are you waiting for?\n", + "Sentence Incomplete artificial bait AHI Live Deception Jig Artificial Bait\n", + "Sentence Incomplete artificial bait What is its main food source?\n", + "Sentence Incomplete artificial flora What is the difference between interior design and interior decorating?\n", + "Sentence Incomplete artificial flowers Artificial Flowers are also colorful Artificial Flowers are just one-of-a-kind Artificial Flowers can be custom designed to suit ones\n", + "Sentence Incomplete artificial flowers Looking for pink cream artificial wedding flowers?\n", + "Sentence Incomplete artificial intelligence What is the role of ethics in the future of AI?\n", + "Sentence Incomplete artificial intelligence It is a process to organize and efficiently use the knowledge so that\n", + "Sentence Incomplete artificial life 2 What is artificial life?\n", + "Sentence Incomplete artificial life Could they change our lives?\n", + "Sentence Incomplete artificial plants Like the calm, beach-savvy aesthetic of California's Palm Trees, but can't fit one into the interior of your home?\n", + "Sentence Incomplete artificial shrubs artificial shrubs manufacturing companies you many buy this products\n", + "Sentence Incomplete artificial topiaries What are called artificial topiary trees?\n", + "Sentence Incomplete artificial topiaries What style is best for your space?\n", + "Sentence Incomplete artificial trees Generally, you won't have to worry about allergies with artificial trees, since the American Christmas Tree Association (ACTA) reports, \"by late November and early December, when such trees are harvested So, what is a \"balanced\" look?\n", + "Sentence Incomplete artificial trees What are the most realistic artificial Christmas trees made of?\n", + "Sentence Incomplete artisan cheese What could be tastier than that?\n", + "Sentence Incomplete artist's soap & protective hand cream (Visit the Most Wished For in Artist's Soap & Protective Hand Cream list for authoritative information on this product's current rank.)\n", + "Sentence Incomplete artists What are properties of an artist besides producing artwork?\n", + "Sentence Incomplete arts What works and objects do we consider to be Art, and does Art still have a place in today's \"modern\", cosmopolitan World?\n", + "Sentence Incomplete arts & crafts What is arts and crafts?\n", + "Sentence Incomplete arts & crafts What is arts and crafts?\n", + "Sentence Incomplete arts & crafts Here you may find children's art activities, crafts for kids, tips…\n", + "Sentence Incomplete artwork According to Boundless Art History\n", + "Sentence Incomplete ascenders \"One or more ascenders hold the cavers weight while the unweighted ascender is moved up the rope.\"\n", + "Sentence Incomplete ascenders What is Ascenders's latest funding round?\n", + "Sentence Incomplete ash tray a small dish to put tobacco ashes in … ash-tray — container for smokers tobacco ashes …\n", + "Sentence Incomplete ashe Does Ashe have a child?\n", + "Sentence Incomplete ashe 1 meaning of ASHE abbreviation related to Telecom\n", + "Sentence Incomplete ashe How do you say I like Yoruba in Yoruba language?\n", + "Sentence Incomplete ashe I play with 51.47 zoom sens but it does not feel the same at all, maybe I'm playing on the wrong zoom sens?\n", + "Sentence Incomplete ashtrays How tall is ashtray in real life?\n", + "Sentence Incomplete ashtrays Why Do Airplanes Have Ashtrays If Smoking Is Banned?\n", + "Sentence Incomplete ashtrays can you put a cigarette out in a resin ashtray?\n", + "Sentence Incomplete ashtrays What is a cigar lounge or cigar bar?\n", + "Sentence Incomplete asia Originally Answered: What is Asia according to the perspective of the Europeans?\n", + "Sentence Incomplete asian american What is the relationship between asians and the americas?\n", + "Sentence Incomplete asian barbecue sauce Asian Zing Buffalo Wild Wings Sauce\n", + "Sentence Incomplete asian knives Here are some common types\n", + "Sentence Incomplete asian knives These are basically Asian chefs knives designed for\n", + "Sentence Incomplete asli arts Here is what is on the tag\n", + "Sentence Incomplete asp Is there a correspondence between ASP.NET and anything I'd be familiar with in C++?\n", + "Sentence Incomplete asp And how does it work?\n", + "Sentence Incomplete aspects So, here it is what we may generally have\n", + "Sentence Incomplete aspen What time is it now in Aspen?\n", + "Sentence Incomplete aspirin Should I Take Aspirin for High Blood Pressure?\n", + "Sentence Incomplete aspirin The uses of Aspirin are as follows, Analgesic - Relieves mild to moderate pain or pain associated with\n", + "Sentence Incomplete aspirin Who discovered it, and what kind of impact did it have on the field of medicine at the time?\n", + "Sentence Incomplete assemblies What important information should I know about Assemblies?\n", + "Sentence Incomplete assemblies CLI assemblies contain code in CIL, which is usually generated from a CLI language, and then compiled into machine language at run What is the difference between assemble and assembly?\n", + "Sentence Incomplete assembly & disentanglement puzzles As much as 20% off Coogam Meeting & Disentanglement Puzzles and Magnetic Letters & Phrases - Simplygr3y says\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 5%|▌ | 677/13330 [00:03<01:01, 207.00it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete assistants & aides Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete assistants & aides Nancy Novosad has spent the last 27 years surrounded by students in Yukon classrooms, but she's not a teacher.She alternates between helping the teacher…\n", + "Sentence Incomplete assortments Flanged plastic anchors for screws: 6-8 x 3/4 inch (15), 8-10 X 7/8 inch (15) Screws: combo pan head tapping: 6 x 1 inch (15), 8 X 1-1/4 flat head Phillips wood screw (15)\n", + "Sentence Incomplete assortments Search titles only By: Search Advanced search…\n", + "Sentence Incomplete assortments Manufacturers and brands must leverage data, analytics and language to understand local customer behavior, and use them to drive assortment localization and allocation efforts, writes MotionPoint EVP Craig Witt in a column for Manufacturing.net.. Witt presents additional best practices to help companies form authentic relationships with global customers, including:\n", + "Sentence Incomplete assortments & samplers Candy & Chocolate Assortments & Samplers Kitchen & Dining Salt & Pepper Shaker Sets Barware Tool Sets Mugs Wine Glasses Cups, Mugs & Saucers Beauty Skin Care Sets & Kits Bath & Shower Sets Bath & Shower Gels Hand Creams & Lotions\n", + "Sentence Incomplete assyria is the region that corresponds to modern northern Iraq, native to the semitic speaking Assyrian people\n", + "Sentence Incomplete asthma National Center for Biotechnology Information\n", + "Sentence Incomplete asthma medicine Their are many other medicines also that treat Asthma\n", + "Sentence Incomplete asthma medicine Although asthma has been described as a medical entity since the time of Aretaeus, the Cappadocian, in approximately 100 a. d.(see review by Marketos and Ballas []), the constellation of physical findings and signs that we currently recognize as asthma dates from the work of John Floyer in 1698.Floyer defined asthma as \"laborious respiration with lifting of the shoulders and wheezing.\"\n", + "Sentence Incomplete asthma medicine Uncontrollable shaking and heart problems\n", + "Sentence Incomplete astrology Through thousands of years of observation, two things have been noted:\n", + "Sentence Incomplete astronomy Based upon my research there are many different definitions… Shaundra King ESC1000 (9:30-10:45) Shaundra King 1 What Is Astronomy?\n", + "Sentence Incomplete astronomy Used constellations to set planting times Used constellations to guide…\n", + "Sentence Incomplete astronomy It can involve celestial objects such as stars, planets, galaxies, asteroids and processes such as supernovae explosions, gamma ray bursts, etc\n", + "Sentence Incomplete astronomy & astrophysics Astronomy & Astrophysics (A&A) is an international journal which publishes papers on all aspects of astronomy and astrophysics Astronomy & Astrophysics (A&A) Journals\n", + "Sentence Incomplete astronomy & astrophysics Astronomy & Astrophysics (A&A) is an international journal which publishes papers on all aspects of astronomy and astrophysics\n", + "Sentence Incomplete astronomy & astrophysics think about this way: one is observational science with minimal mathematics, the other deployed a heavy dose of mathematical physics... good luck, yonas\n", + "Sentence Incomplete astronomy & astrophysics The acronyms listed below were placed into one or more of these categories: Astrophysics terminology - physics-related acronyms Catalog - collections of tabulated scientific data; Communications network - any network that functions primarily to communicate with spacecraft rather than performing astronomy Data - astrophysical data not associated with any single catalog or observing program\n", + "Sentence Incomplete astronomy & space The acronyms listed below were placed into one or more of these categories: Astrophysics terminology - physics-related acronyms Catalog - collections of tabulated scientific data; Communications network - any network that functions primarily to communicate with spacecraft rather than performing astronomy Data - astrophysical data not associated with any single catalog or observing program\n", + "Sentence Incomplete astronomy & space science Dragon NaturallySpeaking Home 11.5 with Headset by Nuance\n", + "Sentence Incomplete astronomy & space science A blog about astronomy science updates and what's going on out in space\n", + "Sentence Incomplete astrophysics & space science RSAA, The Australian National University, Cotter Road, Weston Creek, ACT 2611, Australia\n", + "Sentence Incomplete astrophysics & space science Volume 364, issue 1 articles listing for Astrophysics and Space Science\n", + "Sentence Incomplete astrophysics & space science An Introduction to the Study of the Moon (Astrophysics and Space Science Library, 4) by Zdenek Kopal\n", + "Sentence Incomplete atari 2600 The Atari 2600 was the system that started it all, so it felt fitting to kick off our Week of Love with a countdown of the 25 best games to come out on\n", + "Sentence Incomplete atari 2600 So what would an Atari 2600 have…\n", + "Sentence Incomplete atari 7800 Which Nintendo arcade port was the best on the Atari 7800?\n", + "Sentence Incomplete atari jaguar Released in 1993, the Atari Jaguar suffered from a number of problems - it was difficult to program, had hardware idiosyncrasies, and with the CD drive was vastly overpriced compared to the S…\n", + "Sentence Incomplete athens Located on a limestone hill high above Athens, Greece, the\n", + "Sentence Incomplete athletes foot remedies Make usage of a towel to dry your ft completely\n", + "Sentence Incomplete athletes foot remedies Athlete's Foot Treatment Foods Herbal Remedies Essential Oils Natural treatments Home Remedies\n", + "Sentence Incomplete athletic 'Athletic Development' is a simple but effective professional routine that develops a stronger team culture and stimulates delivery of higher-quality output, through continuous training and…\n", + "Sentence Incomplete athletic ATHLETIC TYPE: \"A person who fits the athletic type is likely to be aggressive, muscular, and well-proportioned.\"\n", + "Sentence Incomplete athletic Depending on when you'd asked me this question, I would have had a different answer\n", + "Sentence Incomplete athletic The Certified Athletic Trainer (ATC) is a board certified health care professional who specializes in preventing, recognizing, managing\n", + "Sentence Incomplete atkins diet New Low Carb Frozen Recipes for the 4th Red, White and Blueberry Low Carb Slushies Three-Ingredient Yogurt Popsicles with Mango Keto-Friendly Summer Drinks Atkins' \"Best of the 4th\" Low Carb Recipes Atkins' Low Carb Summer Cookout Cookbook 12 Plant-Based Low Carb Recipes for the 4th Low Carb Frozen Delights for the 4th of July Cool\n", + "Sentence Incomplete atkins diet New Low Carb Frozen Recipes for the 4th Red, White and Blueberry Low Carb Slushies Three-Ingredient Yogurt Popsicles with Mango Keto-Friendly Summer Drinks Atkins' \"Best of the 4th\" Low Carb Recipes Atkins' Low Carb Summer Cookout Cookbook 12 Plant-Based Low Carb Recipes for the 4th Low Carb Frozen Delights for the 4th of July Cool\n", + "Sentence Incomplete atlanta It is also one of the […]\n", + "Sentence Incomplete atlanta The world's largest drive-in restaurant is in Atlanta\n", + "Sentence Incomplete atlanta MARTA (Metropolitan Atlanta Rapid Transit Authority)\n", + "Sentence Incomplete atlanta When I think about what I want Atlanta's story to be relat…\n", + "Sentence Incomplete atlases Also background and facts about countries; CIA World Factbook - includes maps, flags of countries; Online Map Resources - links to many sites that have atlases and information about maps; World Political and Physical Maps - maps and satellite images of all the countries\n", + "Sentence Incomplete atlases I am using the setting Scale Factors: Single Vector Xcode is giving me a warning for this TextureAtlas :\n", + "Sentence Incomplete atlases & almanacs 🔴 Answer: 1 🔴 on a question Three types of informational references are a. encyclopedias, dictionaries and thesaurus c. almanacs, atlases and thesauruses b. atlases, almanacs, and encyclopedias d. all of thes - the answers to ihomeworkhelpers.com\n", + "Sentence Incomplete atlases & almanacs He has a passion for reading books that lack narratives — atlases, almanacs, catal\n", + "Sentence Incomplete atlases & maps Maps and GIS Locating Atlases in the Library\n", + "Sentence Incomplete atlases & maps Travel, Atlases, Maps And Natural History 14 May 2019 • London Sale Total: 2,088,880 GBP Sale Number: L19401\n", + "Sentence Incomplete atlases & maps Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete atlases & maps Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete atlases & maps Travel, Atlases, Maps And Natural History 15 November 2016 • London Sale Total: 2,344,691 GBP Sale Number: L16405\n", + "Sentence Incomplete atlases & maps Read more about Maps & Atlases, Natural History & Color Plate Books: At Auction July 9, 2020\n", + "Sentence Incomplete atlases & maps Also background and facts about countries; CIA World Factbook - includes maps, flags of countries; Online Map Resources - links to many sites that have atlases and information about maps; World Political and Physical Maps - maps and satellite images of all the countries\n", + "Sentence Incomplete atlases & maps Atlases Maps and Atlases Maps of the Disney Parks: Charting 60 Years from California to Shanghai February 12, 2017 January 12, 2018 Alex 0 Comments Maps of world\n", + "Sentence Incomplete atlases & maps Atlases Maps and Atlases Maps of the Disney Parks: Charting 60 Years from California to Shanghai February 12, 2017 January 12, 2018 Alex 0 Comments Maps of world\n", + "Sentence Incomplete atlases & maps Geography 1--Maps, Globes & Atlases--Maps for Kids--Latitudes, Longitudes & Tropics--4th Grade Children's Science Education books ebook By Baby Professor\n", + "Sentence Incomplete atmospheric sciences Graduate Program Statistics; Graduate Career Outcomes; Graduate/Professional Student Experience Survey\n", + "Sentence Incomplete atomic & nuclear physics Atomic and Nuclear Physics Taylor Tucker and Tyler Floyd\n", + "Sentence Incomplete atomic & nuclear physics When 1kg of petrol is burned, 5 x 107 Joules…\n", + "Sentence Incomplete attacker shafts Warrior Men\\\"s Attack Lacrosse Shaft (Black) EAN 618983870390 85.00 USD ; Brine F15 Attack Handle\n", + "Sentence Incomplete attractants In terms of hormonal based attractants, i guess that's what you'd call it, that are commonly used around the rut, such as Tink's, what are the best ones that you've used?\n", + "Sentence Incomplete attractants How many times does that make today?\n", + "Sentence Incomplete attractants Joined Oct 22, 2012 Messages 207 Location\n", + "Sentence Incomplete atv Okay so I'm looking at a ATV on craigslist the guy says its a honda but I think its a suzuki lt160 but I'm not sure so here is a pic\n", + "Sentence Incomplete atv winches the BEST of anything is a hard way to ask a question, as everyone will say THERE\"S is the better because of \"X\": reason the name of the game in winches IMO< is BUY a brand name that has a proven track record of making reliable winches\n", + "Sentence Incomplete au gratin pans Rank: #15690 in Kitchen & Housewares Size: 1 Quart\n", + "Sentence Incomplete au gratin pans Sango Nova Blue 1-quart au gratin dish; Constructed from oven proof ceramic;\n", + "Sentence Incomplete au gratin pans Is 1.2 mm thick enough for oven roasting and stove top sauce / gravy making?\n", + "Sentence Incomplete audio & video accessories 3m Professional HDMI to Mini HDMI Cable (1) Audio and video accessories (2) Audio and Video Connection Types Used Today (1) Essential LCD TV Accessories (1) Kensington LiquidAUX For iPhone And iPod (1) New HDMI AV Cable for Microsoft xbox 360 (1)\n", + "Sentence Incomplete audio & video accessories Inexpensive AnalogD-Sub to Fan 8 channel 15 feet long,25pos D-Sub Connector w/1/4 inch male plug 8 inch breakout\n", + "Sentence Incomplete audio & video accessories Budget IXXAT 1.01.0086.10201 - CAN@net II/Generic - CAN to Ethernet gateway or bridge\n", + "Sentence Incomplete audio & video accessories Compare CABLES TO GO 150ft vga/hd15 plenum projector replacement cable male/male\n", + "Sentence Incomplete audio & video accessories Saved Audio And Video Accessories\n", + "Sentence Incomplete audio & video accessories Check price Hitachi- Hds721050cla362 Deskstar 7k1000.c Series 500gb 3.5 Inch Hard Drive\n", + "Sentence Incomplete audio & video accessories Compare C2G / Cables to Go 52105 Plenum-Rated Panel Mount HD15 M/F UXGA Extension Cable (50 Feet, Black)\n", + "Sentence Incomplete audio & video accessories ALL NECESSARY HARDWARE TO INSTALL AN AFTERMARKET RADIO\n", + "Sentence Incomplete audio adapters Two Piece Auxiliary Car Kits\n", + "Sentence Incomplete audio adapters (A bit like asynchronous USB DAC, but having ethernet interface instead.)\n", + "Sentence Incomplete audio car mounts Audio Car Mounts 2018 Wednesday, September 25, 2013 Edge Series Premium Tablet Dash Kit 06-08 Lincoln Mark LT and 07-12 Lincoln Navigator for iPad and Other Tablets\n", + "Sentence Incomplete audio plug-ins But herein lies the #1 problem people have with mixing…\n", + "Sentence Incomplete audio plug-ins Lightweight Champion - Trading the truck for a laptop\n", + "Sentence Incomplete audio plug-ins Audio Plug-ins news Products 6,067 6,1k News 3,704 3,7k\n", + "Sentence Incomplete audio plug-ins Here are a few points to be aware of:\n", + "Sentence Incomplete audio plug-ins Audiokinetic Wwise SDK 2019.2.8 - Audio Plug-ins\n", + "Sentence Incomplete audio samplers KVR Audio Forum - FX Basics by Stammwerk Audio - Samplers, Sampling & Sample Libraries Forum\n", + "Sentence Incomplete audio samplers a list of the best workstations and samplers you can download and use for free\n", + "Sentence Incomplete audio samplers Audio samplers are most commonly used with the following templates: AudioSample\n", + "Sentence Incomplete audio samplers KVR Audio Forum - Review: Scorpio by Artistry Audio - Samplers, Sampling & Sample Libraries Forum\n", + "Sentence Incomplete audio samplers Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete audio sequencers When you create a track, you prepare the drums, bass, top notes, and various sound effects, but when it comes time to play it back, if everything sounds at the same time, the song is useless, right?\n", + "Sentence Incomplete audio sequencers ↳ Instruments; ↳ Effects; ↳ Hosts & Applications (Sequencers, DAWs, Audio Editors, etc.)\n", + "Sentence Incomplete audio-video components These applications are opening up […]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 5%|▌ | 719/13330 [00:03<01:06, 188.85it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete audio-video components Help Support QuadraphonicQuad Home Audio Forum:\n", + "Sentence Incomplete audio-video components #amplifier #audio_video #AV #CD #DVD #Klipsch #speaker #surround_sound #Yamaha\n", + "Sentence Incomplete audio-video shelving Dimensions: 41.575 X 16.142 X 24.094\n", + "Sentence Incomplete audio-video shelving 2 is a front plan view thereof (the rear view being a mirror image of the front plan view);\n", + "Sentence Incomplete audio-video shelving Where you could find these item is by on-line looking stores?\n", + "Sentence Incomplete audio-video shelving Home #1 Discount Physix by Vogel's PHW100L Flat Wall Mount Fits 32 to 50 Inch Flat Screen LCD and Plasma Televisions - Large (Black)\n", + "Sentence Incomplete audiology & speech pathology Audiology and Speech Pathology Program Audiology services include: Audiologic evaluation; Tests of middle ear function; Auditory evoked potential; Hearing aid evaluation, selection, and fitting\n", + "Sentence Incomplete audiology & speech pathology Audiology Or Speech Pathology Audiology or speech pathology Henry Browne Block zip 10024 sample of essay with apa style order dissertation hypothesis on gun control…\n", + "Sentence Incomplete audiology & speech pathology Dining & Dialogue: Audiology & Speech Pathology The Center for Career Development is hosting its next Dining & Dialogue focused on the career fields of Audiology […] Audiology and Speech Pathology\n", + "Sentence Incomplete audiology & speech pathology What is the fee structure?\n", + "Sentence Incomplete audiology & speech pathology The information addressed will support how the SLP can most effectively access audiology inpu\n", + "Sentence Incomplete audrey Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete audrey It is not: where is Audrey?\n", + "Sentence Incomplete augers & posthole diggers Home / Augers & Posthole Diggers / Roughneck 64549 Posthole Digger 17lb - 69-inch X 1-inch Shank - No equal in removing roots in small trees and bushes\n", + "Sentence Incomplete augers & posthole diggers Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete augers & posthole diggers Powerlift Brace Knee TUU Joint (Black) Running Exercise, for Powerful Protection Knee Booster Rebound Brace Force Spring Rebound Powerful Pads Knee Support, Augers & Posthole Diggers,Agricultural & Construction Machinery-10 days return - yxshouma.com\n", + "Sentence Incomplete augustine The eventual historical outcome in the eleventh…\n", + "Sentence Incomplete augustine St. Augustine enthusiastically supported and advanced\n", + "Sentence Incomplete austin We will be roughly double in size and will look exactly like Atlanta, at least according to the KXAN editor picking file …\n", + "Sentence Incomplete austin Please send guest posts to submit@austinstartups.com\n", + "Sentence Incomplete austin Activated carbon, which has many applications for purification, has been in use since ancient times,\n", + "Sentence Incomplete australia Obviously, there are many things that one would think proves the existence of Australia,\n", + "Sentence Incomplete australia Jump Straight to a Wine Style Red Wine Big, bold, full-bodied Spicy, savory, medium-bodied\n", + "Sentence Incomplete australia Sunday Times News: When Aus or Aussie, the short form for an Australian, is pronounced for fun with a hissing sound at the end, it sounds as though the word being pronou\n", + "Sentence Incomplete australia & oceania If Australia is a continent, what about when it is called a country?\n", + "Sentence Incomplete australia & oceania Food; Beer & Breweries; Spirits, Cocktails, & Distilleries\n", + "Sentence Incomplete australia & oceania Australia i Oceania Trochę o kraju Kraj w pigułce Powierzchnia- ok. 7,7 km²(6. na świecie) Ludność-ok. 24,5 mln(3 os/km²) Granice- nie posiada ona granic lądowych Położenie- Półkula Południowa Język urzędowy- Angielski Pierwotni mieszkańcy- Aborygeni Stolica-Canberra Właściwie-\n", + "Sentence Incomplete australia & oceania Find the places to visit in Australia map.Detailed tourist and travel map of Australia in OCEANIA providing regional information.Australia road map and visitor travel information.Download and print out free Australia maps.. Australia EUROPE Travel Links\n", + "Sentence Incomplete australia & south pacific So what does the White Paper reveal about Australia's strategic interests in the South Pacific?\n", + "Sentence Incomplete australia & south pacific To our collective joy I have recently discovered NightWave, a tiny, […]\n", + "Sentence Incomplete australia & south pacific The group's Senior Vice President for Asia Darren Edmonstone will oversee the expanded portfolio from Phuket […]\n", + "Sentence Incomplete australian So, what does it mean to be 'Australian&rsqu\n", + "Sentence Incomplete australian Similarly, the long a, 'a:' is pronounced as 'æ.'\n", + "Sentence Incomplete australian & oceanian Randal Gaulke A Message from the WW1HA President:\n", + "Sentence Incomplete australian & oceanian If Australia is a continent, what about when it is called a country?\n", + "Sentence Incomplete australian & oceanian Enter an answer into the box\n", + "Sentence Incomplete australian & oceanian Great Savings & Free Delivery / Collection on many items\n", + "Sentence Incomplete australian & oceanian Great Savings & Free Delivery / Collection on many items\n", + "Sentence Incomplete austram 1400 East Geer St. Durham, NC 27704\n", + "Sentence Incomplete austram 1400 East Geer St. Durham, NC 27704\n", + "Sentence Incomplete austram 1400 East Geer St. Durham, NC 27704\n", + "Sentence Incomplete austram - Austram Vintage Zinc-Plated Steel Arbor, Antique Green - 60\" x 16\" x 88\" Austram Vintage Zinc-Plated Steel Arbor, Antique Green - 60\" x 16\" x 88\" - Feature\n", + "Sentence Incomplete austram 1400 East Geer St. Durham, NC 27704\n", + "Sentence Incomplete austram At A Rustic Garden we have hundreds of…\n", + "Sentence Incomplete austram 1400 East Geer St. Durham, NC 27704\n", + "Sentence Incomplete austria Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete austria Saying Goodbye to Dr. Neil Spector\n", + "Sentence Incomplete austria With the opening of the eastern borders and the freer legal movement of people, the number of asylum seekers, however, increased considerably (on average 20,800 applications per year between 1988 and 1992\n", + "Sentence Incomplete austria What is country abbreviation for Austria?\n", + "Sentence Incomplete austria Would you also comment on the annual incidence of any other tick-borne illnesses that are endemic in Austria in addition to Lyme?…\n", + "Sentence Incomplete authors How do I apply for an LCCN?\n", + "Sentence Incomplete authors the authors purpose is talking about zinkoff first day of school\n", + "Sentence Incomplete authors We provide liability insurance for authors in Ireland with fast and low cost quotes from our panel of specialist liability insurance providers offering\n", + "Sentence Incomplete authorship Agent Rank is the PageRank of authorship\n", + "Sentence Incomplete authorship Updated 11/17/11 - New information about authorship markup: Authorship Just Got Better Using existing standards for HTML5, the \"rel\" attribute is used\n", + "Sentence Incomplete authorship The four main aspects of Foucault's author function are:\n", + "Sentence Incomplete authorship That's a fair assumption, so long…\n", + "Sentence Incomplete autism & asperger's syndrome Rare Types of Autism Many people are familiar with the most common types of autism - Asperger's Syndrome, an autistic disorder which is a high functioning autism (also known as Kanner's syndrome), and pervasive developmental disorder not otherwise specified -…\n", + "Sentence Incomplete autism & asperger's syndrome While it is on the spectrum, many people are able to function in social settings with Asperger's without you even knowing that have it at all.…\n", + "Sentence Incomplete auto accessories If you scour the internet for long enough, you will find a uniq…\n", + "Sentence Incomplete autographs Tell us what else you do know and the Antiques Appraiser will be able to better assist you.. Don Henly, Joe walsh, timothy b. schmit, glen fry\n", + "Sentence Incomplete autoharp accessories Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete autoharp accessories Rank: #23995 in Musical Instruments Brand: Oscar Schmidt; Model: AC445; Dimensions: 2.00\" h x 13.00\" w x 24.00\" l, 1.18 pounds\n", + "Sentence Incomplete autoharp accessories 4 long-wearing NP-1 stainless steel finger picks; 2 black NP-7B medium sized thumb picks; Ergonomically designed for player comfort; Suitable for guitars, resos, banjos, and other instruments\n", + "Sentence Incomplete autoharp accessories Photo of Her Vagina on Television Review: Motorola's New Smartphone\n", + "Sentence Incomplete autoharp accessories Single Chord Bar for Oscar Schmidt 21\n", + "Sentence Incomplete autoharp accessories ~Our Site shop.daigleharp.com We are all\n", + "Sentence Incomplete autoharps Autoharp Works; Blevens Harps; Blue Ridge Autoharps/Hollandsworth; Chuck Daniels' Arkansas Autoharp; D'aigle Autoharps and the Autoharp Quarterly Magazine; Fladmark Autoharps; Lumbert Autoharps; Orthey Instruments-Autoharps; Ray Choi Autoharps; Schreiber Autoharps;\n", + "Sentence Incomplete automatic assemblies Speakers will explore automation developments\n", + "Sentence Incomplete automatic assemblies \"The Wood Products Council\" is a Registered Provider with TheAmerican…\n", + "Sentence Incomplete automatic assemblies Surface mount technology allow packaging of electronic components…\n", + "Sentence Incomplete automatic feeders We look at what kind of management they require, how to\n", + "Sentence Incomplete automatic feeders 1-775-742-0742 View all of our automatic feeders\n", + "Sentence Incomplete automatic irrigation equipment As a result you can keep yourself alert and avoid buyi\n", + "Sentence Incomplete automatic irrigation equipment According to the latest market study released by Technavio, the global automatic irrigation equipment market is expected to grow at a CAGR of more tha\n", + "Sentence Incomplete automatic irrigation equipment Almost every system (drip, sprinkler, surface) can be automated with the help of timers, sensors or computers or mech\n", + "Sentence Incomplete automatic irrigation equipment Almost every system (drip, sprinkler, surface) can be automated with the help of timers, sensors or co\n", + "Sentence Incomplete automatic irrigation equipment WiseGuyReports.Com Publish a New Market Research Report On - \"Automatic Irrigation Equipment 2017 Global Market Expected to Grow at CAGR 14.22% and Forecast to\n", + "Sentence Incomplete automatic transmission assemblies **** Rank: #183748 in Automotive Brand: Transmission Specialties; Model: 35001; Dimensions: 22.00\" h x 23.00\" w x 31.00\" l, 140.00 pounds Posted by teavakengnam at 10:47 PM No comments:\n", + "Sentence Incomplete automatic transmission assemblies Rank: #244703 in Automotive Brand: Auto7; Model: 810-0511; Original Equipment Quality Parts; Certified to QS-9000, ISO-14000, & TS-16949 specifications\n", + "Sentence Incomplete automatic turnoff irons Powerful burst of steam Vertical steam; Automatic stean and temperature; Self Clean System Stainless steel precision tip; Auto shut off Comfort handel Anti drip system; Scratch resistant soleplate\n", + "Sentence Incomplete automatic turnoff irons Currently seeking to find Oliso TG1600 1800 Watts Smart Iron Pro in cheap price offerings ?\n", + "Sentence Incomplete automatic turnoff irons Rugged, waterproof navigator with 2.6-inch, sunlight-readable, 65-K color TFT screen and 160 x 240 pixel resolution\n", + "Sentence Incomplete automation Business technology that automates common enterprise tasks include:\n", + "Sentence Incomplete automation Increase Quality and Flexibility in Your Manufacturing Process\n", + "Sentence Incomplete automobilia MONTE ALTO GURABO, PR 00778\n", + "Sentence Incomplete automobilia Anthracite w/ Maroon leather 1981 300TD (Concours, 86K w/ GETRAG 5sp) 1982 300TD (rough and rusty)\n", + "Sentence Incomplete automobilia Steve Present 1937 60 convertible coupe 1941 62 convertible coupe 1941 62 coupe Previous 1936 70 Sport coupe\n", + "Sentence Incomplete automotive More than 10,000 unique individuals\n", + "Sentence Incomplete automotive enthusiast merchandise Made of 80% cotton, 20% polyester;\n", + "Sentence Incomplete automotive enthusiast merchandise Jeep Utility Mat; All-weather mats; Ultimate protection for active lifestyles; Can be easily cleaned with soap and water;\n", + "Sentence Incomplete automotive enthusiast merchandise But among hundreds of product with\n", + "Sentence Incomplete auxiliary & off-road lights Includes plastic chrome base and wire; Lens and housing are hermetically sealed to prevent water intrusion for long life and durability\n", + "Sentence Incomplete auxiliary & off-road lights 2 pieces 27W High Power, 2300 lum lighting output; Compatible with both 12V and 24V vehicles; Heavy duty Anti-break lens with high-impact metal housing with stainless steel hardware\n", + "Sentence Incomplete auxiliary & off-road lights High Quality HELLA Interior Lighting Products; HELLA quality and performance; Over 100 years of excellence in automotive lighting; Conveniently packaged\n", + "Sentence Incomplete auxiliary & off-road lights Lamp is pre-wired for fast installation; For use on a variety of work vehicles;\n", + "Sentence Incomplete auxiliary & off-road lights Truck-Lite Grommet Kit 2\" Open Back 30401 *Pack of 10 Feature\n", + "Sentence Incomplete auxiliary & off-road lights Smittybilt 7690 Black Light Bracket; Daystar KU80011 20 Amp Blue Light Rocker Switch Kit\n", + "Sentence Incomplete auxiliary & off-road lights 35-Watt HID Xenon bulb; Four 7\" HID driving lights and connection wire (50cm)\n", + "Sentence Incomplete auxiliary & off-road lights 63601 - Clear, Spot Pattern Lamp;\n", + "Sentence Incomplete auxiliary & off-road lights High or Low Beam Light; Chrome die-cast aluminum;\n", + "Sentence Incomplete auxiliary & off-road lights Internal ballast and starter; Die-cast aluminum housing;\n", + "Sentence Incomplete auxiliary & off-road lights Flexible rope lighting is perfect for compartments and tool boxes; 50' roll comes with 10 wire connectors, 50 mounting clips and 10 end caps\n", + "Sentence Incomplete auxiliary & off-road lights Dual H3 24 Volt 70 Watt Bulbs;\n", + "Sentence Incomplete auxiliary input adapters Works with the following vehicles: 14 pin Series:\n", + "Sentence Incomplete auxiliary input adapters Radiopro4 Interface (for Select Gm (r) Vehicles With Can Bus) Pac Rp4-gm31 Radiopro4 Interface (for Select Gm (r) Vehicles With Can Bus)\n", + "Sentence Incomplete auxiliary input adapters Decode Check Engine Light; Provides vehicle recall information; Provides vehicle special service information; Apple certified accessory; Bluetooth 2.1 with EDR; Have a preference for wireless?\n", + "Sentence Incomplete auxiliary input adapters Network Hardware; Network Accessory / Other; Binding: Electronics;\n", + "Sentence Incomplete auxiliary input adapters PAC aPAC-GM11B Dual Auxiliary Audio Input for 2006¿2008 GM 11-Bit Vehicles with Blue 24-Pin Features\n", + "Sentence Incomplete auxiliary input adapters Integrates aux audio input directly into factory radio for maximum sound quality\n", + "Sentence Incomplete auxiliary input adapters Site Announcements; New Member Introductions\n", + "Sentence Incomplete av receivers & amplifiers AV Receivers Amplifiers Saturday, September 1, 2012 Pyle Home PT270AIU 600-Watt Stereo Receiver AM-FM Tuner, USB/SD, iPod Docking Station and Subwoofer Control\n", + "Sentence Incomplete av receivers & amplifiers ZERO 637U 24/192KHZ DAC HEAD amplifier USB BB OPA637 chip Black Recevial chip CS8416 Decode Chip AD1852 Analogy Opamp chip: OPA637 S/N ratio 105dB Distortion 0.0005%\n", + "Sentence Incomplete av receivers & amplifiers Overview Yamaha RX-V677 7.2-channel Wi-Fi Network AV Receiver Plus A Pair of Polk Audio Atrium 4 All-Weather Speakers in Black\n", + "Sentence Incomplete aviation electronics View Profile View Forum Posts\n", + "Sentence Incomplete aviation electronics AN/BPS-15: surface search radar, for submarines; AN/BPS-16: surface search radar, for submarines; AN/BQQ-5: SONAR Data Gathering Set; AN/BQR-15: Signal Processing and Display (SPAD) towed array, Western Electric Co. (WECO) design, development and fabrication of engineering development models (contract issued May 25, 1972), with Raytheon Co. subcontractor for the development effort\n", + "Sentence Incomplete aviation electronics Supported by BavAIRia, the region's aerospace cluster and an initiative of the Bavarian State Government […]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 6%|▌ | 739/13330 [00:03<01:09, 182.00it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete awards & certificates B3K4058 Marine Corps Awards 2 Basic Officer Course Marine Corps Awards Introduction \"Prompt and judicious recognition of an individual's achievement or service is a vital factor of morale and an\n", + "Sentence Incomplete awards & incentives supplies Arrives by Tue, Jul 12 Buy Awards & Incentives Supplies 66 Pack Classroom Incentive Chart In 2 Designs at Walmart.com\n", + "Sentence Incomplete awards & incentives supplies 320 Pieces Punch Cards, Incentive Loyalty Reward Card Student Awards Loyalty Cards for Business, Classroom, Kids Behavior, Students, Teachers, 3.5 x 2 Inch, 4 Styles()\n", + "Sentence Incomplete awards & incentives supplies AFMAT Electric Pencil Sharpener for Kids, Heavy Duty Pencil Sharpener, Kids Pencil Sharpener,Auto Stop Fast Sharpen Helical Blade for No.2/Colored Pencils(6.5-8mm), School/Office/\n", + "Sentence Incomplete awnings Are you looking for some extra protection from the rain, or maybe a cooler room?\n", + "Sentence Incomplete axes AXES is a writing prompt that should be used to write an\n", + "Sentence Incomplete axes Includes polaraxes for the is-axes test\n", + "Sentence Incomplete axes What is the differences between Object AXES and Edit Mode AXES Image Reference\n", + "Sentence Incomplete axes Why Set you have used for handling window Handles\n", + "Sentence Incomplete axes Does AP on a 5 attack mean that much more than a non AP on a 12?\n", + "Sentence Incomplete axle i want to know what this is because i might put it back on the car (along with the front one he took off) thanks\n", + "Sentence Incomplete axle Is it cuz theres no support from the overload bar, that the axle starts to bend/curve downwards?\n", + "Sentence Incomplete axle flange If the front diff is overfilled, due to being filled when the front end was raised higher than the rear or something, would it cause a leak from the drivers side flange?\n", + "Sentence Incomplete axle tools Classifieds - Parts Classifieds - Body/Exterior/Armor Classifieds - Axle/Suspension Classifieds - Engine/Transmission/Transfer Case\n", + "Sentence Incomplete axle tools Has anyone else done theirs and how difficult was it?\n", + "Sentence Incomplete axles Large brake drums, but I do not think it is truck.Alan\n", + "Sentence Incomplete axles So, what is the benefit vs. independent suspensions?\n", + "Sentence Incomplete axles (Which isn't much atm) Clod - motors attached to axles TXT TLT Bruiser Wheelie King\n", + "Sentence Incomplete axles Introductions; General F150 Discussion; Members Builds; Aftermarket Products, Reviews & Installation; F150Forum.com Truck of the Month;\n", + "Sentence Incomplete ayn Ayn is a person who will die for you.They are really hot and curvy making them irresistible\n", + "Sentence Incomplete ayn The correct answer to this open question is the following.Ayn Rand's opinion on America was that she considered the United States as a model country made by fre…\n", + "Sentence Incomplete ayurveda Dinacharya / Ritual What is Ayurveda?\n", + "Sentence Incomplete babe In the film what is babe?\n", + "Sentence Incomplete babies & toddlers Don't worry about what other…\n", + "Sentence Incomplete baby It tends to primarily affect childless adults who are of parenting age after they encounter a baby and especially when they hold him or her in their arms; however, people who already have children are not immune:\n", + "Sentence Incomplete baby & child care A Mixture of essential oils that soothes and treats dry, itching and irritating skin, extremely effective in cases…\n", + "Sentence Incomplete baby & child care If there are sections we have not put on the forms,\n", + "Sentence Incomplete baby & child care Child Care - While Holding Baby Child Care - While Holding Baby\n", + "Sentence Incomplete baby & toddler toys Most have been constructed according to safety criteria established by the Toy Manufacturers of America, Inc. (TMA), or the U.S. Consumer Product …\n", + "Sentence Incomplete baby & toddler toys 12 ct Dinosaur Sticker Books; 12 Foam Western Photo Frame Magnet Craft Kits; 12 Sets ~ Design Your Own Fairy Tale Scene Stickers & Backgrounds;\n", + "Sentence Incomplete baby & toddler toys Cheap Baby Play Mat Foam 200cm X180cm X1cm Developing Mat for Children Creeping Baby Activity Gym Foam Carpet Puzzle Children Game Pad\n", + "Sentence Incomplete baby & toddler toys 3 nesting cups for showering, stacking, or pouring buy-disney-princess-bath-toys/ buy-lil-wonders-babyhut-greenyellow/ buy-small-world-express-dashboard-adventures/\n", + "Sentence Incomplete baby boys Boys tend to be fussier, a fact that I was surprised to learn, as the truism in my group of friends is that boys are easier.\"\n", + "Sentence Incomplete baby boys A couple of theories aim to explain this:\n", + "Sentence Incomplete baby boys Is it a boy or is it a girl?\n", + "Sentence Incomplete baby floats 【Removable Canopy】The baby float for pool come with a breathable and removable UPF50+ sun canopy to protects baby's skin away from sun,enjoying summer time anytime,anywhere\n", + "Sentence Incomplete baby food You can only curl 10-pound weights?\n", + "Sentence Incomplete baby food (You can check out our entire list of first foods here.)\n", + "Sentence Incomplete baby formula The other prominent players along with top three are: Nestlé (Gerber Products Company) Danone S.A. Reckitt Benckiser (Mead Johnson & Company, LLC) Abbott FrieslandCampina Bellamy's\n", + "Sentence Incomplete baby girls Boys tend to be fussier, a fact that I was surprised to learn, as the truism in my group of friends is that boys are easier.\"\n", + "Sentence Incomplete baby girls A couple of theories aim to explain this:\n", + "Sentence Incomplete baby gyms & playmats Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete baby gyms & playmats Get coupons Baby Activity Gym mat Baby Gyms Playmats Cartoon turtle Multi-function children Non olet Gym mat In for cheap price to grab big discount, you can buy 2 piece Black Friday Baby Activity Gym mat Baby Gyms Playmats Cartoon turtle Multi-function children Non olet Gym mat In then you get discount 47% OFF\n", + "Sentence Incomplete baby gyms & playmats Child Develeopment Toy; 7 Toys to inspire the senses; Toys, Textures and visual stimulation;\n", + "Sentence Incomplete baby gyms & playmats Get coupons Baby Gyms & Playmats Kids Animal Series Cushion Newborn Infant Soft Cotton Play Pad Baby Crawling P for cheap price to grab big discount, you can buy 2 piece Cheap Baby Gyms & Playmats Kids Animal Series Cushion Newborn Infant Soft Cotton Play Pad Baby Crawling P then you get discount 38% OFF\n", + "Sentence Incomplete baby gyms & playmats Best Price Baby Gyms & Playmats flying chess games playmats 3size Free Shipping\n", + "Sentence Incomplete baby-3 (Don't worry, they won't know you've got bedhead—yet.)\n", + "Sentence Incomplete baby-3 Upon seeing one of these ultrasounds, I've heard parents say, \"Oh, he's got his grandfather's nose,\" or, \"She looks just like her sister when she was born.\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 6%|▌ | 775/13330 [00:03<01:20, 156.83it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete babydolls If you guys have any questions, please do not hesitate to ask(: View my complete profile\n", + "Sentence Incomplete babydolls Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete babydolls Fei Fei Sun (can Asian models be babydolls, bcause I think Fei Fei Sun looks like a babydoll) Chanel Iman (her baby face is pretty obvious)\n", + "Sentence Incomplete babydolls Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete babydolls Time~ 1:00pm-3:00pm Please RSVP by Nov 9th~ Amanda Fard 678-760-4070 teamfard@me.com Or Courtney Newton 770-314-5178\n", + "Sentence Incomplete babylonia & sumer They were vulnerable to attack\n", + "Sentence Incomplete babylonia & sumer What is the Ancient sumerian government structure\n", + "Sentence Incomplete babylonia & sumer Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete babylonia & sumer -Agricultural Revolution spread to Mesopotamia\n", + "Sentence Incomplete babylonia & sumer From Bondage to Freedom: A Survey of Jewish History from the Babylonian Captivity to the Coming of the Messiah\n", + "Sentence Incomplete babysitting holding the weed too long in a group smoking session\n", + "Sentence Incomplete baccarat Passionate gamers have been trying to find a system which would help them […]\n", + "Sentence Incomplete baccarat Passionate gamers have been trying to find a system which would help them […]\n", + "Sentence Incomplete back & shoulder There are two likely causes\n", + "Sentence Incomplete back belts While they may be accepted by individual workers because they feel as if they provide additional support, the effectiveness of back belts in the prevention of low back injuries has not been proven in the work environment.\"\n", + "Sentence Incomplete back machines Size: 38.5\" x 62\" x 44\"H-150 lbs\n", + "Sentence Incomplete back machines The two subjects quoted in the article called it \"the miracle\n", + "Sentence Incomplete back plates When I changed the rear rotors and pads last weekend, the only problem was that as the plate rusted and broke apart, there were some pieces of rusty metal thhat fell between the central part of the backing plate and the rear\n", + "Sentence Incomplete back up This scenic city gets its name after the \"diamond over a bar\" branding iron registered by\n", + "Sentence Incomplete backache Some example sentences are: \"my back aches today\" \"I'm having serious back pains after lifting all of those boxes\" \"I have a bad back from always sitting with bad posture\"\n", + "Sentence Incomplete backache \"It usually occurs suddenly, without any provoking events.\"\n", + "Sentence Incomplete backache Mild pain, which many people suffer from, can be treated in the […]\n", + "Sentence Incomplete backache Exercise has: Helped more bachache sufferes than drugs, surgery, or any other treatment--without dangerous side effects\n", + "Sentence Incomplete backache Cervical spine in neck region: 7 vertebrae (C1-C7)\n", + "Sentence Incomplete backboard components 10 Best Basketball Backboard Components - Updated June 2022\n", + "Sentence Incomplete backboard components Certain Basketball Backboard Components and Products Containing the Same; Commission Determination Not To Review an Initial Determination Terminating the Investigation in Its Entirety Based on a Settlement Agreement; Termination of Investigation, 45067-45068 [2017-20644]\n", + "Sentence Incomplete backboard components 2017年2月1日，美国国际贸易委员会（ITC）投票决定对特定篮板组件及其产品（certain basketball backboard components and products containing the same）启动337调查（调查编号：337-TA-1040）。\n", + "Sentence Incomplete backboard pads For areas smaller than 35 square metres we recommend a 54inch backboard F\n", + "Sentence Incomplete backboard pads Pole Specifications: 4 by 4-inch pole width/depth ; Swedged two-piece construction ; DuPont Powder coated from the ground up ; DuPont Corrosion Armor prevents rust and corrosion below ground level\n", + "Sentence Incomplete backboard pads The backboard pad, pole pad, and […]\n", + "Sentence Incomplete backboard pads Pole Specifications: 4 by 4-inch pole width/depth ; Swedged two-piece construction ; DuPont Powder coated from the ground up ; DuPont Corrosion Armor prevents rust and corrosion below ground level\n", + "Sentence Incomplete backboard pads TuffGuard Bolt-on Competition Backboard Pads Other Gymnasium Backboards First Team Rims Fixed Rims Flex Rims Competition Breakaway Rims First Team Scoring Equipment & Wall Padding Scoreboards First Team Shot Clocks Wall and Column Padding Field Sports First Team Volleyball & Tennis\n", + "Sentence Incomplete backboard pads Pole Specifications: 4 by 4-inch pole width/depth ; Swedged two-piece construction ; DuPont Powder coated from the ground up ; DuPont Corrosion Armor prevents rust and corrosion below ground level\n", + "Sentence Incomplete backboard pads People of every age can enjoy […]\n", + "Sentence Incomplete backboard systems Polycarbonate Backboards Backboard Basketball Hoop vs other materials - What is the difference?\n", + "Sentence Incomplete backboard systems Lifetime Basketball Backboard Systems, Lifetime Basketball Rims & Nets, 26 Inch Mountain Bike Rims, Cruiser 26 Inch Bicycle Rims, Spalding Basketball Backboard Systems, Goalrilla Basketball Backboard Systems, Lifetime Kayaks, 24 Inch BMX Bike Wheel Rims, Franklin Sports Basketball Backboard Systems, Trolling Combo Fishing Rod & Reel Combos\n", + "Sentence Incomplete backboards What is the maximum amount of time a patient should be left to lay on a backboard, without being screened for clearance?\n", + "Sentence Incomplete backcountry equipment DENVER and#8212; Day two of the SIA Snow Show dawned with a welcome snow storm in Denver and#8212; and reports of lots of fresh snow across Colorado and#8212; fitting\n", + "Sentence Incomplete backcountry equipment This is a part of Amar Andalkar's Ski Mountaineering and Climbing Site\n", + "Sentence Incomplete backgrounds Any property related to backgrounds can take a comma separated list, like this\n", + "Sentence Incomplete backgrounds How to add responsive padded background of slightly darker colour behind just text column?\n", + "Sentence Incomplete backpacking boots Terms to Know Before You Buy Women's Backpacking Boots\n", + "Sentence Incomplete backpacking stoves Upright canister stoves also have on/off switches, meaning that they can still be used in areas that ban alcohol stoves or campfires (which has become What is a regulator and do I need one for my backpacking stove?\n", + "Sentence Incomplete backpacking stoves Now that you have in mind the type of stove you want, here are the best lightweight backpacking stoves on the market\n", + "Sentence Incomplete backpacks Someone who backpacks is called a 'Backpacker.'\n", + "Sentence Incomplete backpacks & carriers מנשא לתינוק 48 חודשים ארגונומי רב פונקציה לעטוף מותניים תינוק קנגורו|BACKPACKS & CARRIERS| לפרטים לחצו כאן\n", + "Sentence Incomplete backrests backrest — [[t]bækrest[/t]] backrests N COUNT The backrest of a seat or chair is the part which you rest your back on …\n", + "Sentence Incomplete backrests Would sitting on chairs/stools without backrests for short periods improve posture?\n", + "Sentence Incomplete backs How do we reckon the demand for money?\n", + "Sentence Incomplete backs What banknotes and coins are in circulation in the UK now?\n", + "Sentence Incomplete backs Which of the following \"backs\" the value of money in the United States?\n", + "Sentence Incomplete backstops 'What matters is that it's understandable and can act as a backstop for a whole raft of specific tax 'I don't know if he's the best catcher, but he certainly can be the best hitter among these backstops.'\n", + "Sentence Incomplete backstops Words that rhyme with backstops What is the opposite of backstop?\n", + "Sentence Incomplete backstops Last Update: 2015-05-18 Usage Frequency: 1 Quality\n", + "Sentence Incomplete backup You have probably asked yourself the following questions more than once: What does the term \"backup\" actually mean?\n", + "Sentence Incomplete backup light switch The switch for the backup light switch for an automatic transmission is located on the transmission where the shifting cable enters the transmission (The side of the transmission closest to the radiator),how about for the manual trans mission models?\n", + "Sentence Incomplete backup monitors & alarms What is Cash on Delivery?\n", + "Sentence Incomplete bacon Want to Learn More About Cooking?\n", + "Sentence Incomplete bacon bits Q: What are bacon bits made out of?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 6%|▌ | 816/13330 [00:04<01:10, 176.45it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete badge holders Q: A: What is the meaning of bh abbreviation?\n", + "Sentence Incomplete badge inserts Do the front and rear flags come out of the crest emblems as easily as they come out of the V badges?\n", + "Sentence Incomplete baffles Q: What is the Function of Baffles?\n", + "Sentence Incomplete baffles What about it baffles you?\n", + "Sentence Incomplete baffles How do the baffles affect the flow patterns in the shell and how is this accounted for those changes in a heat transfer coefficient correlation?\n", + "Sentence Incomplete bagel chips What are the ingredients in these Air Fryer Everything Bagel Chips?\n", + "Sentence Incomplete bagel slicers Which are the top ranking products in this category?\n", + "Sentence Incomplete bagels This next question is similar, but maybe a little more nuanced: Why did my bagels deflate?\n", + "Sentence Incomplete bagels But what's the story behind New York's bagels?\n", + "Sentence Incomplete bagpipes Piping is Easier with Altitude\n", + "Sentence Incomplete bags What is the plasatic that is used for shopping bags?\n", + "Sentence Incomplete bags What is the best way to deal with the problem of plastic?\n", + "Sentence Incomplete bags & cases Бренды/Поставщики Foshan Nanhai Fly Cases & Bags Factory (62) Yiwu Aifan Bags Co., Ltd. (45)\n", + "Sentence Incomplete bahamas The Bahamas is made up of around 700 islands, attracting millions of tourists each year who experience the breathtaking beaches, duty-free What is the best time of year to go to the Bahamas?\n", + "Sentence Incomplete bahamas What are The Bahamas known for?\n", + "Sentence Incomplete bahamas What is the currency of the Bahamas?\n", + "Sentence Incomplete bahrain What is Bahrain known for?\n", + "Sentence Incomplete bahrain You will gain an understanding of a number of key areas including\n", + "Sentence Incomplete bahrain From what two nations did Bahrain break its ties with to become an independent country on August 15, 1971?\n", + "Sentence Incomplete bait rigs What are some of the important considerations when rigging live bait?\n", + "Sentence Incomplete bait storage What are Some Bait Storage Options?\n", + "Sentence Incomplete bait storage I see its 24.5\" wide on the front, but what is the width on the back?\n", + "Sentence Incomplete bait traps Do you use Bait Traps?\n", + "Sentence Incomplete bait traps Butterfly bait traps versus zigzag walks: What is the better way to monitor common and threatened butterflies in non-tropical regions?\n", + "Sentence Incomplete baitcasting combos I was able to learn this through trial and error Over the years one of the most common questions that I get asked by new anglers is what is the best baitcasting combination for beginners?\n", + "Sentence Incomplete baitcasting combos What is the best baitcasting combo for beginners?\n", + "Sentence Incomplete baitcasting reels Do you know what are baitcasting reels used for are?\n", + "Sentence Incomplete baitcasting reels Related Resources : What is the best fly Reel ?\n", + "Sentence Incomplete baitcasting reels What Are Baitcasting Fishing Reels Designed For?\n", + "Sentence Incomplete baitcasting reels What are baitcasters good for?\n", + "Sentence Incomplete baitcasting rods What is a baitcasting rod?\n", + "Sentence Incomplete baitcasting rods What is the best baitcasting rod for bass?\n", + "Sentence Incomplete baits & scents The Gulp!® 4'' Batwing Frog features\n", + "Sentence Incomplete bake & serve sets · bake and serve sets, corningware bake and serve sets, stoneware bake sets, betty crocker bake sets, mix and bake sets, cake bake sets, wilton bake sets…\n", + "Sentence Incomplete baked it means \"a person who is *not fully formed*.\"\n", + "Sentence Incomplete baked What does he is baked mean?\n", + "Sentence Incomplete baked Even though meat, fruit and vegetables also can be baked, they are usually not what is meant by \"baked products.\"\n", + "Sentence Incomplete baked beans What are navy beans called in UK?\n", + "Sentence Incomplete bakers When learning someone is a professional baker, do you suddenly feel happy and hungry?\n", + "Sentence Incomplete bakers White bakers shall bake no hors brede..broune bakers shall bake whete brede as it comyth… …\n", + "Sentence Incomplete bakers By the 1200s, brewers and bakers , tilemakers, glassblowers, pottery producers, and a range of other craftsmen all became hour-to-hour consumers of charcoal.}}\n", + "Sentence Incomplete bakers What company makes Girl Scout cookies?\n", + "Sentence Incomplete bakeware Does it really make a difference what material your bakeware is constructed from?\n", + "Sentence Incomplete bakeware Importance of Buying American-Made Products Is Wilton bakeware made in the USA?\n", + "Sentence Incomplete bakeware Can you also suggest something safe to make jello molds in?\n", + "Sentence Incomplete baking What is the difference between cooking and baking?\n", + "Sentence Incomplete baking Perhaps you've baked chicken breasts, roasted a whole These terms are used interchangeably quite often, but what really sets them apart?\n", + "Sentence Incomplete baking cocoa How much fat is in Baking Cocoa Powder?\n", + "Sentence Incomplete baking cups Should you double line cupcakes?\n", + "Sentence Incomplete baking cups At home, to determine the size of a baking cup, flatten the cup out, and measure through the middle from side to side (you probably won't ever need to do this if you store them in the box they came in, which will give the size.)\n", + "Sentence Incomplete baking mats What is a silicone baking mat?\n", + "Sentence Incomplete baking mats So what is the best silicone baking mat in this list?\n", + "Sentence Incomplete baking powder Now that you understand how baking powder works, you can understand two things you often see in recipes\n", + "Sentence Incomplete baking powder But what exactly are they?\n", + "Sentence Incomplete baking tools & accessories get them all now by ordering on our website…\n", + "Sentence Incomplete baklava Here's what you need to know about the sweet treat\n", + "Sentence Incomplete baklava Here's how you can make it at home\n", + "Sentence Incomplete balaclavas 10 Are balaclavas illegal in Australia?\n", + "Sentence Incomplete balaclavas The name comes from their use at the Battle of Balaclava during the Crimean War of 1854, referring What is the difference between a gaiter and a balaclava?\n", + "Sentence Incomplete balaclavas Do they offer a discount on bulk purchases or during the holiday season?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 7%|▋ | 878/13330 [00:04<01:13, 170.37it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete balance bikes What is a \"Steering Limiter\" and do I need one?\n", + "Sentence Incomplete balance boards Natasha Ram, a trainer at F45 Mill Hill , shares the other reasons she loves a balance board\n", + "Sentence Incomplete balance boards Balance boards might sound like a children's toy, but these wobbly little pieces of fitness kit could in fact be the key to improving your core There are a few different types of balance board, so here's a quick rundown on the differences between a balance or wobble board, and rocker or roller boards\n", + "Sentence Incomplete balearic islands Prefer to let your hair down for a night of boogying on the sand?\n", + "Sentence Incomplete ball If you mean \"what is the damage\" (I've never heard it with the word 'your' instead), then it just means \"how much is this going to cost me?\"\n", + "Sentence Incomplete ball Where did 8 ball come from?\n", + "Sentence Incomplete ball bearings What are some ball bearing sizes, shapes and materials?\n", + "Sentence Incomplete ball bearings So what exactly is a ball bearing?\n", + "Sentence Incomplete ball bearings ball bearing — ball bearings also ball bearing N COUNT Ball bearings are small metal balls placed between the moving parts of a machine to make the parts move smoothly …\n", + "Sentence Incomplete ball hoppers what is a tennis ball's weight?\n", + "Sentence Incomplete ball joints What to change with the ball?\n", + "Sentence Incomplete ball machines Or use our tool for picking the right tennis ball machines for your needs according to your play level\n", + "Sentence Incomplete ball markers Chris Baker uses a 1959 quarter, simply because \"59 is a pretty good golf score.\"\n", + "Sentence Incomplete ball markers What are Golf Ball Markers Made of?\n", + "Sentence Incomplete ball mounts I want Tein and they offer a system with PillowBall Mounts....I dont know what that does, can anyone help?\n", + "Sentence Incomplete ball mounts Q: A: How to abbreviate \"Ball Mounts\"?\n", + "Sentence Incomplete ball mounts Don't see the size you need?\n", + "Sentence Incomplete ball retrievers *sits back and opens a bag of toffee flavoured popcorn*\n", + "Sentence Incomplete ball valves Because the ball moves across the seats with a wiping motion, ball valves will handle fluids with solids in suspension\n", + "Sentence Incomplete ball valves Depending on the situation, the ports of a three-way ball valve can be set to one of three ways:\n", + "Sentence Incomplete ball-of-foot cushions The ball of foot pads made of stretch nylon yarn and rubber elastic threads with soft SEBS cushions, hand-washable for everyday use Foot gel pads adapt to the size and shape of your feet decreasing rubbing and burning under the metatarsal bone reducing pain from Morton's neuroma, sesamoiditis, metatarsalgia, bunions, corns\n", + "Sentence Incomplete ball-of-foot cushions Product Details: • Ideal for dress and casual shoes\n", + "Sentence Incomplete ball-of-foot cushions (The aching you get in the… View Post\n", + "Sentence Incomplete ball-peen hammers My more basic question is whether anybody actually thinks\n", + "Sentence Incomplete ball-peen hammers hey yall,im new here and have afew quetions.i have three ball peen hammers that i work with.when i am pounding the tip on a sword,the metal builds up on the edge.why is this?is it the hammers or me?thanx for the help- -John\n", + "Sentence Incomplete ballast assemblies When i first got the unit it would power up but the lamp wouldnt turn\n", + "Sentence Incomplete ballast assemblies The frame includes a 3 point co\n", + "Sentence Incomplete ballast assemblies The U.S. Department of Energy's Office of Scientific and Technical Information\n", + "Sentence Incomplete ballast assemblies Page (continued) Ballast Assemblies MB5F40LHPXXP1 MB5F40LMHXXP1 MB5F40LPMXXP1 MB5F40RMHXXP1\n", + "Sentence Incomplete ballast assemblies Patent application title: Power Controls for Tube Mounted Leds With Ballast Inventors: Susan J. Leong (New York, NY, US) John Kit (Brooklyn, NY, US) IPC8 Class: AH05B4136FI USPC Class: 315294 Class name: Electric lamp and discharge devices: systems current and/or voltage regulation plural load device regulation Publication date: 2008-11-27 Patent application number: 20080290814\n", + "Sentence Incomplete ballasts Buy electronic ballasts on Amazon\n", + "Sentence Incomplete ballasts Ballasts run either metal halide expand lights or ... What Is A Ballast And Why Do I Need One\n", + "Sentence Incomplete ballet The costumes are beautiful, the sets are beautiful, but we also like seeing dancers working so\n", + "Sentence Incomplete ballet What should I know About Ballet Barre Workouts\n", + "Sentence Incomplete ballet & dance Ballet: Specific Technique Demanding Posture Cannot Flex Feet Ballet Slippers Pointe Shoes Defies Gravity Modern Dance Free Can flex feet Can Kick Fun Bare Feet/Jazz Shoes Prance Triplet Example of Ballet Inversion Step-Hop Leap Hop Triplet Spiral One-to-two Yeild and push\n", + "Sentence Incomplete ballet equipment Door Leg Stretcher, Door Flexibility & Stretching Leg Strap - Great for Ballet Cheer Dance Gymnastics or Any Sport Leg Stretcher Door Flexibility Trainer Premium Stretching Equipment (black)\n", + "Sentence Incomplete ballet equipment Are you a dance teacher needing new equipment for your studio or a company director looking for new portable […]\n", + "Sentence Incomplete ballet equipment After searching around my local area (Las Vegas), it appears that all of the adult drop-in classes are \"Advanced beginner\" or \"Beginner/Intermediate.\"\n", + "Sentence Incomplete ballet equipment (News) by \"Evening Gazette (Middlesbrough, England)\"; Business Business, international News, opinion and commentary General interest Ballet Ballets Steel mills Steel-works\n", + "Sentence Incomplete ballpoint pens We've highlighted the key difference below:\n", + "Sentence Incomplete ballpoint pens After all, ballpoints and rollerballs don't tend to leak like old fountain pens did, and cheaper versions were and are disposable meaning there's\n", + "Sentence Incomplete ballroom Centuries ago,  ballroom dancing  was primarily for the privileged and well-to-do, while the commoners had to\n", + "Sentence Incomplete ballroom American Rhythm Dances: ChaCha, Rumba, East Coast Swing, Bolero, and Mambo;\n", + "Sentence Incomplete ballroom Sport Votes: 13 36.1% Art Votes: 17 47.2% 17 47.2%\n", + "Sentence Incomplete balls Me: \"Man, this truck is balls ON!\"\n", + "Sentence Incomplete balls But even though it's not that appetizing to most American palates, the cannonball has become a popular target for the fishing\n", + "Sentence Incomplete balls Large: 2 - 2.1 inches (50 - 52 mm)\n", + "Sentence Incomplete balls & pucks balls & pucks sports cafe davenport • balls & pucks sports cafe davenport photos • balls & pucks sports cafe davenport location •\n", + "Sentence Incomplete balls & pucks He has not been afraid to get into the corners and sac…\n", + "Sentence Incomplete balsamic The rich, slightly sweet flavor of balsamic\n", + "Sentence Incomplete baltimore Baltimore #TentCity is a grassroots effort, protest, and occupation organized by Baltimore SCLC and joined in solidarity by Baltimore Bloc, Food Not Bombs, 300 Gangsters, Baltimore Free Farm, and…\n", + "Sentence Incomplete baltimore Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete bamboo flutes Where can you buy the bamboo flute in your country Philippines?\n", + "Sentence Incomplete bamboo flutes Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete band saw accessories - CLICK TO ENLARGE Woodworking Images Carpentry Rough Wood Bandsaw Mill Jig Diy Wood Projects\n", + "Sentence Incomplete band saw accessories Rank: #123310 in Home Improvement Brand: Powermatic; Model: 1791217; Dimensions: 6.00\" h x 12.00\" w x 22.00\" l, Increase band saw capacity to 12 inches; Easy to install; Safety guards included\n", + "Sentence Incomplete band saw accessories Band Saw Rip Fence, Size 6-1/2 x 6-3/5 x 26-1/2 In.For Rip Fence Home and Garden - Shopping.com\n", + "Sentence Incomplete band saw blades Other information sources (check these if you do not find your saw listed below):\n", + "Sentence Incomplete band saws Features: 2½\" cut capacity cuts up to 2″ SCH 40 pipe\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 7%|▋ | 914/13330 [00:04<01:16, 162.10it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete band t-shirts & music fan apparel Hale was the first woman to join the British House of Lords as a \"Lord of Appeal in Ordinary\" in 2004 SUBSCRIBE NOW Adam Barker confirmed…\n", + "Sentence Incomplete bandages Ask a Teacher … If you have a question about the English language and would like to ask one of our many English teachers and language experts, please click the button below to let us know:\n", + "Sentence Incomplete bandages Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bandages What types of ants are there\n", + "Sentence Incomplete bandages A narrow strip of adhesive with wider flaring ends (shaped like butterfly wings) used to hold the edges of a wound together while it heals\n", + "Sentence Incomplete bandages What is the fibrous connective tissue that holds bones in a joint together\n", + "Sentence Incomplete bandages & bandaging supplies explore the wiki and bio of famous peoples.also cover the worldwide famous person born to die details, wikipedia, biography and net worth\n", + "Sentence Incomplete bandaging pads See Opentip.com's stylish catalog about Health & Personal Care, Health Care, First Aid, Bandages & Bandaging Supplies, Gauze & Pads, Bandaging Pads\n", + "Sentence Incomplete bandaging pads Size: 2.75\"L x 2.36\"W\n", + "Sentence Incomplete bandaging pads Size: 2.75\"L x 2.36\"W\n", + "Sentence Incomplete bandanas They can found in just about every color imaginable and for just a dollar or so a piece, you really can't …\n", + "Sentence Incomplete bandanas Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bands Hence, using the ISM bands for telecommunications is possible, but telecommunications devices using these frequencies must be able to withstand the […]\n", + "Sentence Incomplete banff The Cree called Banff \"Nipika-Pakitik\" and the Stoney called it […]\n", + "Sentence Incomplete banff We've put together a list of five amazing food experiences that let you work your way through the\n", + "Sentence Incomplete banff Rob van der Hilst says:\n", + "Sentence Incomplete banff Who is known as the first African American scientist\n", + "Sentence Incomplete banff National Center for Biotechnology Information\n", + "Sentence Incomplete bangkok Do you know that the official name of the city \"Bangkok\" familiar to such Japanese people is very long, not \"Bangkok\"?\n", + "Sentence Incomplete bangkok Or is the province \"Bangkok Province\" or \"Bangkok Metropolitan Area\" or \"Bangkok Metropolis\"?\n", + "Sentence Incomplete bangladesh To fulfil that demand the Assam Company…\n", + "Sentence Incomplete bangle \"pulsera tipo esclava\" (yes I know it sounds weird, what do slaves (esclava in Spanish) have to do with it?, but that's the name given to that kind of bracelet)\n", + "Sentence Incomplete bangle According to Auto Express Chris Bangle will leave BMW in a years time just after the release of the new 1... in this thread in this sub-forum in the entire site Advanced Search\n", + "Sentence Incomplete bangle Surfacing for Air Votes: 1 4.5% Flaming Surface Votes: 0 0.0%\n", + "Sentence Incomplete banjo accessories New Ross Nickerson \"Nick Picks\" Banjos at discounted prices Metronome to learn timing Book and CDs for learning banjo Electronic Tuners for banjos Banjo learning DVD Set of Finger Picks for Banjo Set of 5 Strings for Five String Banjo Banjo Strap for 5-string Slow down the banjo Fixing a banjo Playing By Ear DVD …\n", + "Sentence Incomplete banjo accessories Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete banking ব্যাংকিং এমন একটি শিল্প যা নগদ, ক্রেডিট এবং অন্যান্য আর্থিক লেনদেন পরিচালনা করে।\n", + "Sentence Incomplete banks & banking How could the federal reserve encourage banks to lend out more of their reserves\n", + "Sentence Incomplete banners Customer Service; Currency: USD USD Sign In\n", + "Sentence Incomplete banners Powered by Blogger.. Blog Archive\n", + "Sentence Incomplete baptism The baptism in the Holy Spirit is understood to be a second baptism, \"in fire\" or \"power,\" spoken of by Jesus in Acts 1:8: \"But you will receive power when the Holy Spirit comes on you; and you will be my witnesses in Jerusalem, and in all Judea and Samaria, and to the ends of the earth.\"\n", + "Sentence Incomplete baptist Thus the words \"Independent\" and \"Fundamental\" have […]\n", + "Sentence Incomplete baptist July 01 2013 • 2 responses • Vote Up • Share • Report\n", + "Sentence Incomplete bar & pipe clamps 10 Best Bar & Pipe Clamps - Updated March 2022\n", + "Sentence Incomplete bar & pipe clamps 3/4-inch pony pipe clamp fixture;\n", + "Sentence Incomplete bar & pipe clamps 24-inch bar clamp and spreader with multi-positioning jaws;\n", + "Sentence Incomplete bar & pipe clamps Precision aluminum extrusion; Steel bolts nuts and washers included to join K-Body Extender to 2 K-Body clamps;\n", + "Sentence Incomplete bar & pipe clamps 30-inch heavy-duty F clamp designed for heavy-duty clamping and spreading applications;\n", + "Sentence Incomplete bar & wine tools Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete bar & wine tools Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete bar & wine tools Rank Image Product Name Score\n", + "Sentence Incomplete bar & wine tools Product information : Hand wash with detergent\n", + "Sentence Incomplete bar & wine tools Bar & Wine Tools; Cocktail Shakers; Bar Tool Set with Stand - Dishwasher Safe Mixology Bartender Kit - Bar Sets for the Home with Cocktail Kit Cards - Best Bar Set for Fun Drink Mixing Experiences - Stainless Steel Bartender Set Bar Wine Tools\n", + "Sentence Incomplete bar chimes संगीत और संगीत वाद्ययंत्र के विषय पर वॉलपेपर IN\n", + "Sentence Incomplete bar code scanners Please save everyone time by reading these first:\n", + "Sentence Incomplete bar faucets Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bar faucets Bar FaucetSpout c-c 8-7/16\"Height 11-1/4\"1/2\" ValvesCompleteMatches 1680 SeriesMeets Legislation Specifically Enforced in the States of California and Vermont\n", + "Sentence Incomplete bar faucets Phylrich Single Hole Bar FaucetWhite Marble Handles1-1/8\" (29mm) Hole Size for Bar Faucet2.2 GPM @ MaxSpout Reach: 5.250\"Single Hole Installation\n", + "Sentence Incomplete bar sets Price now it is best and very cheap,Free shipping for a limited time: Oggi Pro Stainless-Steel 10-Piece Cocktail Shaker and Bar Tool Set Feature\n", + "Sentence Incomplete bar sets Here are some sets you can run back bar for their effect on that bar or for the effect to carry over to your front bar: Sunderflame Powerful Assault\n", + "Sentence Incomplete bar sets For decorating our house/homes we can take help of home decor specialist or can do by own selves with the help of our website, … Read more \"Outdoor bar sets clearance - 16 ways to increase beauty of your house\"\n", + "Sentence Incomplete bar soaps sodium cocoyl isethionate (synthetic detergent); stearic acid (hardener) sodium tallowate (sodium salt of cow fat) water sodium isethionate (detergent/emulsifying agent); coconut acid (the sodium salt of coconut oil)\n", + "Sentence Incomplete bar strainers Contents show Best Bar Strainers for the Money (2022)\n", + "Sentence Incomplete bar strainers Strainer keeps ice in but allows some of the fruit pulp into Read more >>\n", + "Sentence Incomplete bar strainers Stainless Steel Hawthorn Style Strainer\n", + "Sentence Incomplete bar tools & glasses Double wall insulated; American Made; Hand Crafted;\n", + "Sentence Incomplete bar tools & glasses 2013 (1198) November (205) Cheap Sodastream Dynamo Lx Home Soda Maker Deluxe ... Discount Sodastream Fountain Jet Home Soda Maker S... Best Riedel O Cabernet Glasses Set Of 6 With 2 Bonus\n", + "Sentence Incomplete bar tools & glasses Color: Black; Brand: Vacu Vin; Model: 0981450\n", + "Sentence Incomplete barbados & trinidad and tobago D ( c ) Barbados made no \"consistent claim\" to the areas off Tobago which it now claims as its own (2) The Position taken by Barbados in its Reply is contrary to the\n", + "Sentence Incomplete barbados & trinidad and tobago Concacaf 2012: all the info, statistics, lineups and events of the match\n", + "Sentence Incomplete barbados & trinidad and tobago Barbados vs. Trinidad and Tobago, result, score and live score, WC Qualifying CONCACAF Soccer/Football, September 06 2011\n", + "Sentence Incomplete barbados & trinidad and tobago Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete barbados & trinidad and tobago Barbados vs Trinidad y Tobago - Amigáveis de Seleções 1997: toda info, estatísticas, escalações e eventos da partida\n", + "Sentence Incomplete barbecue accessories Good quality long handled tongs are the\n", + "Sentence Incomplete barbecue accessories This study focuses on the production side and consumption side of Barbecue Accessories, presents the global Barbecue Accessories market size by manufacturers, regions, type and application, history breakdown data from 2013 to 2018, and forecast to 20\n", + "Sentence Incomplete barbecue accessories Share this URL in your language ... Playmobil » Sets » Leisure » 6245 - Barbecue Accessories\n", + "Sentence Incomplete barbecue forks Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete barbecue forks Where you'll find these item is by on-line shopping stores?\n", + "Sentence Incomplete barbecue forks Barbecue Forks Home / Patio, Lawn and Garden / Grills and Outdoor Cooking / Outdoor Cooking Tools and Accessories / Grilling and Barbecue Utensils / Barbecue Forks and Claws /\n", + "Sentence Incomplete barbecue forks Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete barbecue forks And they stabbed me with a barbecue fork!\"\n", + "Sentence Incomplete barbecue forks Beyonder BBQ Skewers Make Life Better Our premium marshmallow roasting stands for family, relaxation, entertai…\n", + "Sentence Incomplete barbecue grids They are typically made of: Stainless steel - usually the most expensive and longest-lasting option, may carry a lifetime warranty\n", + "Sentence Incomplete barbecue grids This simple barbecue utensil is all you need to improve your barbecuing experi…\n", + "Sentence Incomplete barbecue grids Are you looking to eat a little healthier and make cooking a littl…\n", + "Sentence Incomplete barbecue sauce Notes Keep the sauce refrigerated when not used\n", + "Sentence Incomplete barbecue seasoning Full Recipe/Instructions are available in the\n", + "Sentence Incomplete barbecue seasoning McCormick Grill Mates Barbecue Seasoning adds a robust, made-from-scratch flavor to all your grilled favorites Crafted especially for chefs, each shaker features a blend of natural hickory smoke flavor, brown sugar, tomato, red pepper, garlic and parsley\n", + "Sentence Incomplete barbecue seasoning Submit a Recipe Correction MY PRIVATE NOTES\n", + "Sentence Incomplete barbecue skewers ), sliced into 1/2-inch pieces; 1 peach, pitted and cut into chunks; 1 ripe mango, peeled, seeded and cut into chunks\n", + "Sentence Incomplete barbecue skewers (remember if using wooden skewers to soak them for at least 30 minutes prior)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 7%|▋ | 948/13330 [00:04<01:19, 156.51it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete barbecue tongs Vegetable oil 1 medium yellow onion; coarsley chopped 1 handful of baby carrots; about 11\n", + "Sentence Incomplete barbecue tool sets Barbecue Tool Sets Home / Patio, Lawn and Garden / Grills and Outdoor Cooking / Outdoor Cooking Tools and Accessories / Cooking Tools and Accessories / Grilling and BBQ Utensils /\n", + "Sentence Incomplete barbecue tool sets Grill Accessories Barbecue Grilling Set - Best for Your Barbecue and Party and the Great Helper When Grilling Various Foods Specifications: Item Name: Grill Accessories BBQ tool set Material…\n", + "Sentence Incomplete barbecue tool sets Barbecue Charcoal Grill Stainless Steel Folding Portable Lightweight BBQ Tools for Outdoor Cooking Camping Hiking Picnics Tailgating Backpacking with Fork & Shovel Material: cold-rolled iron &a…\n", + "Sentence Incomplete barbecue tool sets Flamen Bbq Tools Set, 13-Piece Grill Tools Set With 1 Aluminum Case, Heavy Duty Stainless Steel Barbecue Premium Grilling Utensils Accessories for Barbecue (BBQ Grill Mat Pack of 4) Barbecue Tool Sets, Grilling and Barbecue Utensils, Grills and Outdoor Cooking, Outdoor Cooking Tools and Accessories, Patio, Lawn and Garden\n", + "Sentence Incomplete barbecue tool sets This 4 piece grilling accessories set includes a spatula, meat fork, silicone ba…\n", + "Sentence Incomplete barbecue tool sets Barbecue shovels, shovels can be opened on the lid, the top of the blade surface can be eradicated in the food and spices, flexible flip food, for cutting the edge of the serrated, can tender an…\n", + "Sentence Incomplete barbecue tools Product Info: This fantastic barbecue tool set includes 5 forged tools - spatula, fork, tongs, basting brush, and; Mr. Bar-B-Q 5-Piece Barbecue Tool Set with Wood Case and Magnetic Grill Light\n", + "Sentence Incomplete barbecue tools Take the Weber® Q 1000 Grill Kit Anywhere\n", + "Sentence Incomplete barbecue tools Dyna-Glo DGE530BSP-D 5-Burner 62,000 Easy Push Button Start Electronic Review << Previous-- Next >> Dyna-Glo DGE530BSP-D 5-Burner 62,000 BTU Propane Gas Grill with Side Burner\n", + "Sentence Incomplete barbecue tools Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete barbecue turners Simply twist the hook into one end of a piece of meat, then lift and flip in one motion.Without leaving any marks or losing juices Made of stainless steel for strength and durability.Dishwasher safe\n", + "Sentence Incomplete barbecue turners Rank: #181660 in Home Color: Stainless Steel; Brand: SPORTULA PRODUCTS; Model: 7011196; Dimensions: 4.00\" h x 4.00\" w x 18.50\" l, Unique laser-cut design; Heavy-duty stainless steel\n", + "Sentence Incomplete barbecue turners Our 19-piece BBQ grill tool set is made of sturdy Stainless Steel construction which assures you a great time with friends…\n", + "Sentence Incomplete barbecue turners Flamen Bbq Tools Set, 13-Piece Grill Tools Set With 1 Aluminum Case, Heavy Duty Stainless Steel Barbecue Premium Grilling Utensils Accessories for Barbecue (BBQ Grill Mat Pack of 4) Barbecue Tool Sets, Grilling and Barbecue Utensils, Grills and Outdoor Cooking, Outdoor Cooking Tools and Accessories, Patio, Lawn and Garden\n", + "Sentence Incomplete barbecue turners Music City Metals 01031 Electrode Replacement for Gas Grill Model Charbroil 463210310 - Meat - Music City Metals\n", + "Sentence Incomplete barbecue turners Made of sturdy cotton with suede look accents, the durable apron protects clothing from spatters and…\n", + "Sentence Incomplete barbecue turners This folding side table clips on easily to the side of most standard 22-inch round kettle-style grills, like the popular 22 in…\n", + "Sentence Incomplete barbecue utensils What to do with BBQ utensils, storing them from weather ect\n", + "Sentence Incomplete barbecue utensils Thursday, April 4, 2013 The Barbecue Utensils Discount\n", + "Sentence Incomplete barbecue utensils SKU: B07BL1BCRG Categories: Barbecue Tool Sets, Grilling and Barbecue Utensils, Grills and Outdoor Cooking, Outdoor Cooking Tools and Accessories, Patio, Lawn and Garden Tags: Barbecue Tool Sets, Grilling and Barbecue Utensils, Grills and Outdoor Cooking, Outdoor Cooking Tools and Accessories, Patio, Lawn and Garden\n", + "Sentence Incomplete barbecue utensils Flamen Bbq Tools Set, 13-Piece Grill Tools Set With 1 Aluminum Case, Heavy Duty Stainless Steel Barbecue Premium Grilling Utensils Accessories for Barbecue (BBQ Grill Mat Pack of 4) Barbecue Tool Sets, Grilling and Barbecue Utensils, Grills and Outdoor Cooking, Outdoor Cooking Tools and Accessories, Patio, Lawn and Garden\n", + "Sentence Incomplete barbecuing & grilling So let's take advantage of that and discuss various methods of cooking outdoors and\n", + "Sentence Incomplete barbecuing & grilling Idiot's Guides: Grilling helps r…\n", + "Sentence Incomplete barbed hose fittings Use to connect polyethylene pipes (sold separately)\n", + "Sentence Incomplete barbed hose fittings Subscribe to: Post Comments (Atom) MORE PRODUCT\n", + "Sentence Incomplete barbed hose fittings Barbed hose fittings C-P/N-P, for hose clip Product range overview Design Version Type Pneumatic connection D1 Pneumatic connection D2 aPage G thread R thread NPT thread Barbed connector Barbed hose fitting C-...-P G1/8 - - PK-6 19 G1/4 - - PK-6, PK-9 G3/8 - - PK-6, PK-9\n", + "Sentence Incomplete barcelona Time zone changes for: Recent/upcoming years 2020 — 2029 2010 — 2019 2000 — 2009 1990 — 1999 1980 — 1989 1970 — 1979\n", + "Sentence Incomplete barcelona Here is a list of the best of all - 5 & 4 star Hotels - W Barcelona, Hotel Arts Barcelona, Grand Hotel Central, Sofia, Hotel The Serras, Mercer Hotel Barcelona, Almanac Barcelona\n", + "Sentence Incomplete baritone saxes Ronnie Cuber, Scott Robinson and Howard Johnson, who formed the outfit as a tribute to the late Gerry Mulligan, the artist who championed the baritone sax like no other, blend their playing into […]\n", + "Sentence Incomplete baritone saxes Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bark collars If the level of correction is\n", + "Sentence Incomplete bark collars Citronella is known to be unpleasant to dogs so this should deter the dog from barking once he realizes that it triggers the unpleasant odor;\n", + "Sentence Incomplete bark collars In the event you are not certain concerning the collar length of your dog, you are able to get an anti bark unit that slips on ordinary collars\n", + "Sentence Incomplete bark control There are two types, automatic […]\n", + "Sentence Incomplete barrel & hand pumps How about a better solution?\n", + "Sentence Incomplete barrel & hand pumps Rank: #15966 in Automotive Brand: JND; Super-handy pump functions three ways: liquid pump, air pump or as siphon; Liquid pump moves large volumes of gas, water or other liquids; Siphon function can draw fuel from tank or oil from crankcase; Use as air pump to inflate water toys, inflatables and air mattresses\n", + "Sentence Incomplete barrel & hand pumps Super-handy pump functions three ways: liquid pump, air pump or as siphon\n", + "Sentence Incomplete barrel & hand pumps For 5 Gallon Pails (25 - 50 lbs) Designed For Use With Differential Fluids Or Heavier Oils\n", + "Sentence Incomplete barrel fuel pumps Rank Image Product Name Score\n", + "Sentence Incomplete barrel fuel pumps Rank Image Product Name Score\n", + "Sentence Incomplete barrel fuel pumps Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete barrel fuel pumps electric fuel barrel pumps_Amazon.com: Barrel Fuel Pumps : Barrel Fuel PumpsBarrel Hand Pumps GROZ Heavy Duty HandOperated Lever Action Barrel PumpFor Pumping Oil FuelAluminum Fuel Transfer Barrel PumpsMcMasterCarrElec\n", + "Sentence Incomplete barrel fuel pumps TERAPUMP Lift-Action White Chemical Plastic Barrel Pump for 15-55 Gallon Drums with 2 NPS Bung, Barrel Fuel Pumps-outlet factory shop - yxshouma.com\n", + "Sentence Incomplete barrettes Jenna has 30 barrettes she is organizing her barrettes into six boxes she puts the same number of barrettes in each box write an expression that you can use to find the number of Brett's in each box\n", + "Sentence Incomplete barrettes Ellen has 4 red barrettes 3 green barrettes 5 yellow barrettes and 6 purple barrettes What is the ratio for the number of purple barrettes to the total number of barrettes Ellen has and its not 11.18?\n", + "Sentence Incomplete barrettes We made hair adornments with newborns and infants in mind, […]\n", + "Sentence Incomplete barriers Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete barriers And you can achieve or protect profitability through these five competitive forces: Customers or buyers\n", + "Sentence Incomplete barriers Communication plays vital and major role in everyone's life, communication is not only important for professional life but also very important in our personal life, Because of communication barriers and lack of communication skill many things can be very problematic\n", + "Sentence Incomplete bars sentences in lyrical hiphop songs sentences that rhyme with each other 300 bars is 300 sentences that rhyme\n", + "Sentence Incomplete bars Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bars & wine cabinets Rank Image Product Name Score\n", + "Sentence Incomplete bars & wine cabinets Simpli Home Kitchener Solid Wood High Storage Wine Rack Cabinet In Hickory Brown Axcrkit29 Hic\n", + "Sentence Incomplete bars & wine cabinets ★Bar Table Set 3 Piece—One modern round bar table white with 2 pieces barstools ★Adjustable and Swivel— Adjustable SGS-3 air-lift ：table: 27.5''-35.8'', barstools:34''—42'', both pub table and barstools can swivel 360 degrees, satisfy your different demand on positions and directions\n", + "Sentence Incomplete bars & wine cabinets Wine Cabinets & Home Bars Wine Cabinets & Home Bars Collection Amish Breakfast Nooks Breakfast Nook Collection Office Quick Ship Quick Ship Collection Complete Office Collections Mission/Craftsman/Arts & Crafts Collection\n", + "Sentence Incomplete barstools Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete baseball View of a cross-sectioned \"pill.\"\n", + "Sentence Incomplete baseball The Merriam-Webster dictionary says it is: \"A game played with a bat and ball between two teams of nine players each on a large field having four basesbases\n", + "Sentence Incomplete baseball What does ERA mean in baseball?\n", + "Sentence Incomplete baseball bats (In the case of a baseball colliding with a bat, the COR is about 0.55, meaning the ball bounces off with just over half of its original velocity.)\n", + "Sentence Incomplete baseball bats A -2 drop weight, 34\" bat weighs 32 ounces (34 -2 = 32) A +1 drop weight, 34\" bat weighs 35 ounces (34 +1 = 35)\n", + "Sentence Incomplete baseball gear There are many different p\n", + "Sentence Incomplete baseball helmets Thearon W. Henderson, Mark Cunningham, Tom Szczerbowski, Kevin C. Cox/Getty Images\n", + "Sentence Incomplete baseball helmets Starting Friday%2C players must wear the new batting helmet; The helmet is a bit bigger and 1.3 ounces heavier; Use of the new helmet is now mandated by the collective bargaining agreement\n", + "Sentence Incomplete basements & attics paranormal, unexplained, ghosts, bigfoot, ufos, hauntings, supernatural, ancient giants, cryptids, aliens, urbex, urban exploration, abandoned places,\n", + "Sentence Incomplete basements & attics The cement has lots of natural little pock marks (it's an older house,\n", + "Sentence Incomplete basements & attics IdeaWise: Basements & Attics: Inspiration & Information for the Do-It-Yourselfer [Paperback]\n", + "Sentence Incomplete basements & attics Would just construction glue work\n", + "Sentence Incomplete basements & attics - The previous owners did a lot of electrical *work* on the place and once of the messes is a 38 x38\n", + "Sentence Incomplete basements & attics We'll eventually install hardwood/laminate on the 1st floor so I am worried about the noise that will generate but also all the drain lines from the 1st\n", + "Sentence Incomplete bases & pitching rubbers 5 PIECE BASE SET: Full set includes 1 home plate, 3 bases, and 1 pitching rubber so you can set the field for an epic game; PLAY BALL: Lightweight yet sturdy foldable bases that are easy to take to and from the field so you can practice and play like the pros - Bases easily roll up to carry in the car, stow away in a gear bag, or store in a locker\n", + "Sentence Incomplete bases & pitching rubbers SSG / BSN 1069266 Field-In-A-Bag (SET) Rank: #7653 in Sports & Outdoors Size: One Size; Color: one color; Brand: SSG; Model: 1069266; Released on: 2010-01-27; Dimensions: 7.00\" h x 15.00\" w x 15.00\" l, 1.00 pounds Take it Wherever you go!~\n", + "Sentence Incomplete basic This is an outgrowth of the negative sense of basic as \"plain and simple\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 7%|▋ | 984/13330 [00:05<01:19, 154.56it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete basic The Legislature has established goals for the education system, as well as a program intended to achieve those goals.…\n", + "Sentence Incomplete basic & life skills toys 1x RC Mini Helicopter (100% assembled) 1x Infrared Controller;\n", + "Sentence Incomplete basic & life skills toys Rank: #1039 in Toys & Games Size: Learning; Color: Brown-Blue; Brand: Melissa & Doug; Model: 3784; Original language: English; Number of items: 1; Dimensions: .50\" h x 11.70\" w x 15.60\" l, 2.25 pounds Dress the adorable bear puzzle and learn to zip, buckle, lace, snap and more\n", + "Sentence Incomplete basic & life skills toys Rank: #88063 in Toys & Games Brand: Hasbro; My Little Pony Friendship is Magic Set of 4 Educational Shaped Board Books\n", + "Sentence Incomplete basic & life skills toys basic-life-skills-toys-1 Wednesday, January 2, 2019 ร้อนแรงมาก T.P.TOYS จระเข้งับนิ้ว มองหาสินค้าใหม่\n", + "Sentence Incomplete basic & life skills toys basic-life-skills-toys-1 Wednesday, March 20, 2019 ส่วนลดแรงๆ Tontoysชุดของเล่นปืนกระสุนโฟมยาง ซื้อเลยเดี๋ยวนี้\n", + "Sentence Incomplete basic & life skills toys Lower Price Melissa & Doug Basic Skills Board (Toys And Games) 3784\n", + "Sentence Incomplete basic bows Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete basic bows I got my hands on vow this morning and I've been enjoying it I hadn't really used bows til a couple days ago when I got arsenic bite with draw time …\n", + "Sentence Incomplete basic bows Basic boutique bows come in three different sizes:\n", + "Sentence Incomplete basic bows Photos and step-by-step instructions are given for the Easiest Bow Ever in two sizes, a Floral Bow, Stacked Tie Bow, Shoestring Tie Bow, Center Loop Bow, and creative combin…\n", + "Sentence Incomplete basic bows For a bow that holds its shape, use a sturdy fabric ribbon or a wire-edged fabric ribbon.

\n", + "Sentence Incomplete basic bows just double click on the writing and copy and paste into the edit html part of your blog post and my button will magically appear and be clickable ;)\n", + "Sentence Incomplete basic bows Posted by The Hair Bow Co. on Aug 5th 2016\n", + "Sentence Incomplete basic collars When you hear \"collaring\", you tend to think of the ownership (mentioned below) but there are other ties when collars may be worn:\n", + "Sentence Incomplete basic collars Basic Collars P5.zip (147.09 kB - downloaded 254 times.)\n", + "Sentence Incomplete basic collars NIMBLE Dog Collar Waterproof Pet Collars Anti-Odor Durable Adjustable PVC & Polyester Soft with Reflective Cloth Stripe Basic Dog Collars S/M/L Sizes (Large (15.35\"-24.8\"inches), Blue)\n", + "Sentence Incomplete basic collars Arrives by Mon, Aug 1 Buy Basic Collars Basic Classic Luxury Padded Leather Dog, L 1\" 14\" 18\" Dark Brown at Walmart.com\n", + "Sentence Incomplete basic collars Download Large Collars Small Collars \"\n", + "Sentence Incomplete basic collars Download Large Collars Small Collars \"\n", + "Sentence Incomplete basic collars Download Large Collars Small Collars \"\n", + "Sentence Incomplete basic collars Check Out Our Collection HereSave\n", + "Sentence Incomplete basic halter harnesses Rank: #13535 in Pet Products Size: Medium; Color: pink; Brand: Sassy Dog Wear\n", + "Sentence Incomplete basic halter harnesses As well as Help save at this point Today\n", + "Sentence Incomplete basic halter harnesses Feedlinks.net is a participant in the Amazon Associates Program, an affiliate advertising program designed to provide a means for sites to earn advertising fees by advertising and\n", + "Sentence Incomplete basic halter harnesses Harnesses Basic Halter Harnesses Basic Halter Harnesses 123( PetSafe PetSafe CareLift Rear Support Harness Lifting aid with Handle and Shoulder Strap Great for pet Mobility and Older Dogs Comfortable Breathable Material Easy to Adjust Large, LFCXHTY Gradi\n", + "Sentence Incomplete basic halter harnesses Harnesses Basic Halter Harnesses Basic Halter Harnesses 125( DOGNESS Pet V-Shaped Reflective Chest Strap Adjustable Comfortable Training Dog Walking Strap Triangle Decompression Suitable for Walking Running Outdoor Small Or Large Dogs XS S, Lupine 3 4 Inc\n", + "Sentence Incomplete basic halter harnesses All Fashion, Jewelry & Beauty; Fashion, Jewelry & Beauty Deals\n", + "Sentence Incomplete basic halter harnesses Rank: #13535 in Pet Products Size: Medium; Color: pink; Brand: Sassy Dog Wear\n", + "Sentence Incomplete basic halter harnesses The video is produced by yeta.io\n", + "Sentence Incomplete basic halter harnesses Where you may realize these item is by online searching stores?\n", + "Sentence Incomplete basic halter harnesses Small Adjustable Pet Accessories Basic Halter Harnesses Pet Dog Leads Chest Straps, Find Details and Price about Pet Products, Pet Accessories from Small Adjustable Pet Accessories Basic Halter Harnesses Pet Dog Leads Chest Straps - SHENZHEN BELXIN TECHNOLOGY CO., LTD\n", + "Sentence Incomplete basic leashes Solid natural rubber; Solid brass hook and attachment ring;\n", + "Sentence Incomplete basic sciences The complement system is a group of more than 23 proteins that interact with each other to opsonize the pathogen and induce a series of inflammatory responses that help to generate an immune response against that…\n", + "Sentence Incomplete basic sciences The increasing emphasis of basic sciences in medical practice and the declining availability of school sciences should mandate medical schools in Ireland to consid …\n", + "Sentence Incomplete basic sewing & mending Sewing With Singer Treadle Machines Sepia Fabric By The Yard\n", + "Sentence Incomplete basketball APO Group Vice President Lynne Krawchuk, to judge South African Social and Digital Media Awards\n", + "Sentence Incomplete basketball APO Group Vice President Lynne Krawchuk, to judge South African Social and Digital Media Awards\n", + "Sentence Incomplete basketball The NBA The NCAA The organization was formerly called the BAA Adopted the name National Basketball Association in August 3, 1949 after merging with the NBL First consisted of 11 teams The NCAA was established on March 31, 1906 It was formed from the Intercollegiate Athletic\n", + "Sentence Incomplete basketball equipment It started with Converse, then Pumas, then to Nikes, then…\n", + "Sentence Incomplete basketball storage Small - 279mm (d) x 304mm (h) x 457mm (w)\n", + "Sentence Incomplete basketball storage Economy Ball Carrier; Holds up to 12 Men's or Women's Basketballs; Swivel Casters on all Four Corners; Value Pricing; 1-year Limited Warranty;\n", + "Sentence Incomplete basketballs Inexact science here, but this is a postseason in part determined by a bunch of people in a room with an aversion to advanced metrics... During the Syracuse Orange's lackluster effort against Virginia, I posited what may have been a too-optimistic look at their Syracuse Orange's lackluster effort against Virginia, I posited what may have been a\n", + "Sentence Incomplete baskets & bins Cereal Container (18.6 cups) Rectangle Container (11.5 cups) 16 cup Square Container (16 cups) 10 cup Square Container (10 cups)\n", + "Sentence Incomplete baskets & bins Simple or elaborate, these stylish storage options help keep your family organized by holding toiletries, hair ribbons and smaller […]\n", + "Sentence Incomplete baskets & bins Learn about future antique bins, decorative waste baskets and more\n", + "Sentence Incomplete baskets & carriers The Acoustic Guitar Forum > Other Discussions > Open Mic: Cat baskets/carriers\n", + "Sentence Incomplete baskets & carriers Welcome to the North American Subaru Impreza Owners Club: Wednesday January 12, 2022\n", + "Sentence Incomplete baskets & carriers CR-Vs with roof racks are cool :cool: Example:\n", + "Sentence Incomplete baskets & carriers IN LOOKING at the historic past of Basingstoke it is natural to focus on the entrepreneurs and pioneers without giving credit to those ordinary…\n", + "Sentence Incomplete baskets & carriers IN LOOKING at the historic past of Basingstoke it is natural to focus on the entrepreneurs and pioneers without giving credit to those ordinary…\n", + "Sentence Incomplete baskets & carriers Design and Handling of Cargo Baskets Guidance 1 GENERAL 1.1 Scope 1.2 Definitions 3 3 3 2 STANDARD DIMENSIONS 2.1 Lengths 2.2 Widths 2.3 Heights 4 4 4 4 3 DESIGN OF FORK…\n", + "Sentence Incomplete baskets & carriers shop 24/7 maternity, nursing, & organic baby clothes, wooden & organic toys, natural body products, board books, gift baskets, baby slings & carriers, flower essences, baby\n", + "Sentence Incomplete baskets & holders Question: Do you have any ideas for ways to display magazines?\n", + "Sentence Incomplete baskets & holders Buy Bright Plastic Organizer Bins - 16 Pack - Colorful Storage Trays, Modular Baskets Holders for Classroom, Drawers, Shelves, Desktop, Closet, Playroom, Office, and More - 4 Bright Colors - BPA Free\n", + "Sentence Incomplete baskets & holders Open Tuesday - Friday 9am-5pm, Saturdays 9am-4pm, Closed Sunday & Monday\n", + "Sentence Incomplete baskets & liners Are you looking for inspiration for ideas on hoew to design and landscape your garden?\n", + "Sentence Incomplete baskets & liners Where Can I Buy Baskets And Liners Reviews\n", + "Sentence Incomplete baskets & woks COLOUR: Brown Kraft Generic Print QTY/CARTON: […]\n", + "Sentence Incomplete basmati © 1999-2021 Urban Dictionary ® ads • terms of service • privacy • dmca\n", + "Sentence Incomplete basmati Announcement: A Final Goodbye for Chowhound Read\n", + "Sentence Incomplete basmati rice © 1999-2021 Urban Dictionary ® ads • terms of service • privacy • dmca\n", + "Sentence Incomplete basque (De La Cosa is also referred to as Lakotsa, Lakotza, LaCosa, Lacoza, Lakoza and Juan Vizcaíno.)\n", + "Sentence Incomplete bass drum pedals There is no distinction between single and double models.....here they are, in no particular order : DW 9000 Tama Speed Cobra HighWood Malleus Mapex Falcon Pearl Eliminator Demon Chain Drive DW 5000 Delta III Sonor Perfect Balance\n", + "Sentence Incomplete bass drum pedals Here is the example that got me thinking (revisited):\n", + "Sentence Incomplete bass guitar amplifiers Smart Jam learns your style and feel, generating authentic bass and drums to accompany you; Access to 10,000+ amp-and-FX presets on ToneCloud, powered by PositiveGrid's BIAS realistic virtual tube amps and effects for Guitar, Acoustic or Bass\n", + "Sentence Incomplete bass guitar amplifiers What is an acoustic bass?\n", + "Sentence Incomplete bass guitar effects Sure, there are some great effects pedals on the market - but will they work for your sound, genre, and style?\n", + "Sentence Incomplete bass guitar effects Why should guitarists have all the fun?\n", + "Sentence Incomplete bass guitar effects For Sale: Bass Guitars; For Sale: Amps, Preamps, and Cabinets; For Sale: Effects and Pedals\n", + "Sentence Incomplete bass guitar effects According to Pro Guitar Shop:\n", + "Sentence Incomplete bass guitar effects What do you guys recomend?\n", + "Sentence Incomplete bass guitar strings The strings from top to bottom are: E (lowest note) A D G (highest note)\n", + "Sentence Incomplete bass guitar strings D'Addario's sizing is typical of most string manufacturers:\n", + "Sentence Incomplete bass guitar strings Bass guitar strings are composed of the following sections: The diameter of the ball is 1/4\".The length of the tail is about 11\" and the length of the transition between the wound part and the tail (which is stiff and therefore should not be wound around the tuning machine post either) is about 1\".Length data for the readily available strings are:\n", + "Sentence Incomplete bass guitar strings According to Pro Guitar Shop:\n", + "Sentence Incomplete bass guitars The strings, compared to guitar strings, are substantially larger in diameter\n", + "Sentence Incomplete bass guitars According to Pro Guitar Shop:\n", + "Sentence Incomplete bassinet bedding Badger Basket Standard One-tier Eyelet Baby Bassinet Bedding Set Details This graceful, long skirt is crafted of pretty White Eyelet The ensemble is completed with a matching hood cover and a sheet Sweet pink and blue bows add a finishing touch Soft, machine washable, poly/cotton blend fabric\n", + "Sentence Incomplete bassinet bedding Badger basket white elegance round baby bassinet waffle pink bedding com crib set green black and buffalo cribs w ecru for bassinets eyelet with sage toile eventually nursery clothes shoes custom keranjang bayi ruangan tempat tidur stokke sleepi best sheets clothing gray mint aqua woodland gender in 2021 Badger Basket White Elegance Round Baby Bassinet Waffle Pink Bedding… Read More »\n", + "Sentence Incomplete bassinet bedding Read more details and review in amazon.Jumbo Bassinet: One-Tier Eyelet Bassinet Bedding Set products are tends to SELL OUT VERY QUICKLY, because it includes in the best-selling items.If t…\n", + "Sentence Incomplete bassinets In this aspect, mini cots are larger than bassinets despite being \"mini.\"\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 8%|▊ | 1016/13330 [00:05<01:25, 143.88it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bassoon What is the amplified bassoon?\n", + "Sentence Incomplete bassoon The bassoon, a woodwind instrument in the double reed family that's a popular instrument in orchestras, concert band, and chamber music, is popular not only for its sound, but…\n", + "Sentence Incomplete bassoon But what catches on and how can a patent help?\n", + "Sentence Incomplete bassoons Going to ASU seemed a clear choice and as a new freshman,\n", + "Sentence Incomplete bassoons Products By Category Bassoon Reeds and Cane for Heckel Bassoon Baroque Bassoon Reeds and Cane for Baroque Bassoon\n", + "Sentence Incomplete bassoons Gouged (Baroque) Gouged and Profiled (Baroque) Gouged, Shaped, and Profiled (Baroque)\n", + "Sentence Incomplete bassoons Gouged (Baroque) Gouged and Profiled (Baroque) Gouged, Shaped, and Profiled (Baroque)\n", + "Sentence Incomplete basters 1) Tovolo Dripless Bulb Baster (For the heavy-duty-tool lover)\n", + "Sentence Incomplete basters lava is when its at earths surface\n", + "Sentence Incomplete basters A small collection of rap / algorithmic sites (a hobby of mine)\n", + "Sentence Incomplete basters & marinaters Buy Top Seller 2-Piece Baster Set in Red\n", + "Sentence Incomplete basters & marinaters KLEMOO Meat Tenderizer Tool - 48 Ultra Sharp Needle Stainless Steel Blades Kitchen Tool for Chicken, Steak, Beef, Pork, Fish, Make a Difference in Tenderness (Black) Review\n", + "Sentence Incomplete basters & marinaters Entweg Timer,Portable Cube Timer Digital Kitchen Timer Countdown Alarm 1-3-5-10 Minutes Flip Timing with Digital Display Time Management for Study Sports Cooking Gaming Office,Kitchen Utensils & Gadgets\n", + "Sentence Incomplete bat bags Plus, I am always scared that one of\n", + "Sentence Incomplete bat bags Yes, they fulfill all the requirements\n", + "Sentence Incomplete bat bags rouge-the-bat; sega; sonic-the-hedgehog;\n", + "Sentence Incomplete bat bags I like the 6-bat capacity, good place to hide new acquisitions from DW\n", + "Sentence Incomplete bat racks Q about bat inc racks\n", + "Sentence Incomplete bat racks Of course, the range of weight, length, wood type, shape, handle diameter, and other bat factors vary from player to player.75\n", + "Sentence Incomplete bat racks Miken Bats 585; Stealth Big Barrels Bats; DeMARINI-b52; Demarini Vexxum Dxvns Softball Bat;\n", + "Sentence Incomplete bath Therefore, it has been put into effect that January is noted as National Bath Safety Month — but what does that mean, exactly?\n", + "Sentence Incomplete bath It can be lowered by external influences such as an encounter with a negative person, a stressful shopping day, self-depreciation, and the list goes on and on…\n", + "Sentence Incomplete bath & body Keep an Eye on the Prices\n", + "Sentence Incomplete bath bombs Bath bombs can generally be considered safe products, however, if…\n", + "Sentence Incomplete bath brushes Amazon Sales Rank: #14599 in Beauty Brand: Mony USA; Model: BH-9001P-1; Number of items: 1; Dimensions: .25 pounds Features\n", + "Sentence Incomplete bath brushes Has anyone any ideas for really quite soft brushes for cleaning sensitive skin and working up a lather of soap, etc, while in the shower in the area\n", + "Sentence Incomplete bath items bath items Blogs, Comments and Archive News on Economictimes.com\n", + "Sentence Incomplete bath items Fashion item ,braclets,clothes,bath and body works,give a give card\n", + "Sentence Incomplete bath linen sets The Fabric Spin Cycle As you'd expect, \"thread count\" generally refers to the number of threads on a piece of cotton sheetin\n", + "Sentence Incomplete bath linen sets Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete bath linen sets Acrylic with die-cast metal hardware fits most standard toilets; Measures 17 x 17;\n", + "Sentence Incomplete bath mats i would suggust using it by a pool side placing it near or on the climbing ladder when getting out…i know sometimes those ladders can be pretty slippery or use it on a diving board on the plank…or you can cut the rubber bath mat into squares that are big enough to fit in your sink and cut a hole in the center and simply place it in the sink and use it as a sink mat…;\n", + "Sentence Incomplete bath mitts & cloths body bath body bath sales online shop body bath-body bathing-accessories cleansers scrubs-body-treatments sets bath-bombs bath-pearls-flakes bubble-bath minerals-salts oils tub-tea bath-brushes bath-mitts-cloths bath-pillows bath-trays eye-masks loofahs-sponges-poufs shower-caps body-washes soaps body-mud body-scrubs body-souffles-mousse\n", + "Sentence Incomplete bath pearls & flakes Rank Image Product Name Score\n", + "Sentence Incomplete bath pearls & flakes Find Pure and natural essential Shower Gels find the lowest price Bath & Shower Suppliers Bath Bath Bombs Bath Pearls & Flakes Bubble Bath Minerals & Salts Oils Tub Tea Cleansers Shower Gels & Body Washes Soaps Scrubs & Body Treatments Body Mousse Body Mud Scrubs Souffle Sets\n", + "Sentence Incomplete bath pearls & flakes Art Naturals®, Beauty & Personal Care, Personal Care, Bath & Bathing Accessories, Bath, Bath Pearls & Flakes\n", + "Sentence Incomplete bath pearls & flakes body bath body bath sales online shop body bath-body bathing-accessories cleansers scrubs-body-treatments sets bath-bombs bath-pearls-flakes bubble-bath minerals-salts oils tub-tea bath-brushes bath-mitts-cloths bath-pillows bath-trays eye-masks loofahs-sponges-poufs shower-caps body-washes soaps body-mud body-scrubs body-souffles-mousse\n", + "Sentence Incomplete bath pillows Buy Healthsmart Inflatable Bath Pillow at Walmart.com\n", + "Sentence Incomplete bath tissue But, some regular toilet paper made with sustainably sourced and more eco friendly methods might jump up the rankings - it depends on how the individual toilet paper is sourced and produced, and the features of the individual product\n", + "Sentence Incomplete bath towel hooks So where could we hang our towels to dry?\n", + "Sentence Incomplete bath towel hooks Exclusive Bath Decor Bath Towel Hooks; Anvil Hemmed Hand Towel with Grommet; Pittsburgh STEELERS Set 12 Bathroom Shower Curtain... White Bath Bathroom Towel Rack Storage Hook Hanger... Bath Clothes Hook Wall Plaque - Style 36667; Command 17600B Bathroom Hook and Water-Resistant S... Umbra Zen Die-Cast Metal Single Towel Hook Nickel\n", + "Sentence Incomplete bath toys YouTuber Viva Frei decided to slash open one of his kid's rubber bath toys…\n", + "Sentence Incomplete bath trays There is nothing better than slipping into a hot tub with a cold drink and a good read at the end of a long day, am I right?\n", + "Sentence Incomplete bathing Forest bathing is based on the Japanese practice, shinrin-yoku, which can be translated as \"taking in the medicine or atmosphere of the forest.\"\n", + "Sentence Incomplete bathing I don't get this.... And I know the meaning of 'recommend', but Well, neither does bathing-that's why we recommend it daily.> What is 'bathing'?\n", + "Sentence Incomplete bathing & skin care Bathing & Skin Care (Dial coconut water with bath puff) Coconut Hydrating Body Lotion 16 fl oz bottle\n", + "Sentence Incomplete bathing & skin care With skin as precious as a baby's, why not get them the best products?\n", + "Sentence Incomplete bathing & skin care Bathing & Skin Care (Dial coconut water with bath puff) Coconut Hydrating Body Lotion 16 fl oz bottle\n", + "Sentence Incomplete bathing & skin care With skin as precious as a baby's, why not get them the best products?\n", + "Sentence Incomplete bathroom accessories Well, what if I tell you that you really don't need much other than a few carefully selected bathroom accessories to make your toilet trips a whole lot more enjoyable?\n", + "Sentence Incomplete bathroom accessories \"From bath mats to shower curtains to accessories, Urban Outfitters has everything you need to add some boho flair to your bathroom.\"\n", + "Sentence Incomplete bathroom accessories Beyond basic soaps and shampoos, what accessories should you consider buying?\n", + "Sentence Incomplete bathroom aids & safety What is the distance from seat to ground?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 8%|▊ | 1060/13330 [00:05<01:08, 180.32it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bathroom cleaners Our expert testers put each product through its paces to help find the bathroom cleaners that\n", + "Sentence Incomplete bathroom cleaners \"It can also be helpful to have a glass cleaner for mirrors and an all-purpose cleaner for sinks and faucets.\"\n", + "Sentence Incomplete bathroom fixtures Should bathroom floor tile be placed before the fixtures?\n", + "Sentence Incomplete bathroom hardware Plus I really like this look, and look how perfectly the TP fits…\n", + "Sentence Incomplete bathroom mirrors What's the biggest customer?\n", + "Sentence Incomplete bathroom safety Here are some safety tips, guidelines, and practical things that can be done\n", + "Sentence Incomplete bathroom safety Where in the Bathroom Do You Need the Most Help?\n", + "Sentence Incomplete bathroom shelves bathroom shelves, bathroom wall shelves, bathroom shelves over toilet, bathroom shelves ideas, glass bathroom shelves, bathroom corner shelves, diy bathroom…\n", + "Sentence Incomplete bathroom sink faucets Jump to Specific Section Types of Bathroom Faucets Choosing the Best Bathroom Sink Faucets\n", + "Sentence Incomplete bathroom sink faucets Faucets are available in a single hole, сenter set, wall mount or…\n", + "Sentence Incomplete bathroom sink faucets In accordance with the first criterion, we can distinguish such types of faucets for the washbasin in the bathroom\n", + "Sentence Incomplete bathroom sink faucets Sometimes all it takes is the perfect sink & faucet to turn a plain vanity into a…\n", + "Sentence Incomplete bathroom storage & organization

Bathroom Storage & Organization You'll Love in 2019 Ultra Thermostatic Bar Valve Rain Shower With Shelf & Riser Kit - 15414\n", + "Sentence Incomplete bathroom trays Those specific to handling water are \"plumbing fixtures.\"\n", + "Sentence Incomplete bathtub appliques Those we that have used these appliques will tell you how good they are and in fact, we want to send some of your proposed documents to you so that you always get the List of the Best Bathtub Appliques of 2022\n", + "Sentence Incomplete bathtub trays What Are The Best Bathtub Trays?\n", + "Sentence Incomplete bathtubs Some of the most popular options include\n", + "Sentence Incomplete bathtubs [AM] (in BRIT, use bath) …\n", + "Sentence Incomplete batteries The following topics will be covered in detail in this tutorial\n", + "Sentence Incomplete batteries & accessories what are you looking for?\n", + "Sentence Incomplete batteries & accessories what are you looking for?\n", + "Sentence Incomplete batteries & accessories All Audio AUDIO ACCESSORIES Automotive & Motorbike Alcohol Auto Parts & Spares Windshield Wipers & Washers Automobile Auto Tires & Wheels Tire & Wheel Tools Tire Repair Tools Batteries & Accessories What is the price of Nokia Essential Wireless Headphones E1200 in Bangladesh?\n", + "Sentence Incomplete battery chargers Do stay-charged or low discharge batteries need a special charger?\n", + "Sentence Incomplete battery chargers Here are the best rechargeable battery chargers\n", + "Sentence Incomplete battery chargers & portable power WFCO 8955 55 amp Power Center Automotive Jump Starters, Battery Chargers & Portable Power Power Inverters\n", + "Sentence Incomplete battery jumper cables Is it possibly to deduce cable quality without destructive testing?\n", + "Sentence Incomplete battery packs \"People don't know the risks involved.\"\n", + "Sentence Incomplete battery relocation kits #2 what size gauge wire is best to use for the positive?\n", + "Sentence Incomplete battery testers 1.2 What is the disadvantage of Analogue battery tester?\n", + "Sentence Incomplete battery testers Q: What are battery testers?\n", + "Sentence Incomplete battery testers I ordered a battery Tester it's built by ZTS inc. the Unit i purchased is the ZTS Mini '9R' it's designed to used with 1.2 V & 1.5 V batteries and 9 volt batteries as Well in the Ni Cad or Alkaline form... ZTS, Inc. - Pulse Load Multi-Battery Testers™\n", + "Sentence Incomplete batting batting — noun Batting is used before these nouns: ↑average, ↑coach, ↑order, ↑practice, ↑stance, ↑title …\n", + "Sentence Incomplete batting cages What is the average cost to charge for using a pitching machine and batting cage?\n", + "Sentence Incomplete batting cages I mean, kind of playing basketball on your own or with a friend...I say this as the meaning of \"cages\" (at least as far as I'm concerned, and in NEastern US), it might refer to the basketball \"basket\" , am I right?\n", + "Sentence Incomplete batting gloves So what is the benefit of wearing batting gloves?\n", + "Sentence Incomplete batting gloves What are the best batting gloves?\n", + "Sentence Incomplete batting gloves Batting gloves have two main functions\n", + "Sentence Incomplete batting helmets How To Measure Helmets Size?\n", + "Sentence Incomplete batting helmets So the theme of this trip was not historical reflection as intended, but rather \"resting the gams.\"\n", + "Sentence Incomplete batting tees How does hitting off a tee help?\n", + "Sentence Incomplete batting tees Why is Hitting Off a Tee Important?\n", + "Sentence Incomplete batting tees 2.12 What is the concept of multiple postpositions?\n", + "Sentence Incomplete batting trainers What is the best Training Aid at a reasonable price?\n", + "Sentence Incomplete batting trainers But you might find yourself being What are the chances of catching Giratina-Altered in Turnback Cave (Platinum) with a Quick Ball while it has 1 HP and is sleeping?\n", + "Sentence Incomplete battling tops My little daughter was really e…\n", + "Sentence Incomplete bay leaf OTHER NAME(S): Bay, Bay Laurel, Bay Tree, Daphne, Grecian Laurel\n", + "Sentence Incomplete bayou classic 20 Who plays in the Bayou Classic?\n", + "Sentence Incomplete bbs The BBS distribution chart shows the number of…\n", + "Sentence Incomplete bd-r discs What is BD Internet Connection?\n", + "Sentence Incomplete bd-r discs What about Panasonic players in general?\n", + "Sentence Incomplete bd-r discs Trying to erase DVD-R/CD-R/BD-R discs?\n", + "Sentence Incomplete beach towels \"A higher thread count towel has a more lush pile The best beach towels should have a lush pile weave with loops on both the front and back: \"They increase the surface area and because of that, the towel can take 20 times its weight in liquid.\"\n", + "Sentence Incomplete beach towels You've heard about bath towels and you have heard about beach towels, but what's the difference between the two?\n", + "Sentence Incomplete beach towels Q: What is the best way to clean my beach towel?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 8%|▊ | 1104/13330 [00:05<01:01, 198.53it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete beach toys Extras: bags, wagons, inflatables, beach toys?\n", + "Sentence Incomplete beaches What source of energy creates ocean waves?\n", + "Sentence Incomplete beading kits Jewelry Making Kit, 1960 pcs Jewelry Making Supplies Includes Jewelry Beads, Instructions, Findings\n", + "Sentence Incomplete beading tools (It's best to use silk cord and synthetics for stringing pearls and other beads that require knotting, rather than for bead stringing.)\n", + "Sentence Incomplete beadwork 'She wore a blouse and skirt decorated in intricate beadwork and a kilt made of old silver coins.'\n", + "Sentence Incomplete bean bags But then what are bean bags for, if not for getting comfortable on?\n", + "Sentence Incomplete bean bags 28 Why are bean bags so comfy?\n", + "Sentence Incomplete bean bags What is it, is a pouf necessary in the living room or can you get by with the usual furniture to sit, perhaps it will take up some area in the room and will interfere, or maybe the bean bag is a very convenient thing for the living room?\n", + "Sentence Incomplete beans Python hardcore black technology tells you, how many roles does Marvel have in 10 years?\n", + "Sentence Incomplete beans & grains beans and grains, bulk beans and grains, beans and grains and things, beans and grains little rock, beans and grains store, how to ferment beans and grains…\n", + "Sentence Incomplete bear protection \"The .375 H&H Magnum rifle loaded with cartridges containing a minimum of 270 grain expanding bullets is considered the most effective weapon authorized by the Forest Service for bear protection.\"\n", + "Sentence Incomplete bear protection What are the best firearms for Bear Protection?\n", + "Sentence Incomplete bearing kits Are the axle U joints greaseable?\n", + "Sentence Incomplete bearing kits Not to muddy this thread up too much with my incoherent ramblings, but the following part numbers for multiple bearing kits were on the Dennis Kirk website\n", + "Sentence Incomplete bearing pullers • What is a blind bearing puller?\n", + "Sentence Incomplete bearing pullers I overtorqued the shit out of one of my pullers (it was the correct size, i'm just dumb) and cracked the metal part that expands\n", + "Sentence Incomplete bearings What would we do without them?\n", + "Sentence Incomplete bearings How to choose a bearing?\n", + "Sentence Incomplete beauty Would the world be better off if everyone agreed on what is beautiful?\n", + "Sentence Incomplete beauty Photo by Johannes Plenio on Unsplash\n", + "Sentence Incomplete beauty J.Ed Araiza, writer, director, and performer Professor, Department of Theater Area Head, MFA Acting Program Principal Actor, SITI Company\n", + "Sentence Incomplete beauty & fashion With a vision rooted in something impeccable and clean, Karl Lagerfeld told Vogue's Sarah Mower…\n", + "Sentence Incomplete beckett Returned to me as \"fake.\"\n", + "Sentence Incomplete bed covers What is the difference between Bed Sheet and Bed Cover?\n", + "Sentence Incomplete bed covers \"They can be folded up and look great at the end of the bed as an accent, whereas a bedspread is a little bigger and you can't switch up the design that much.\"\n", + "Sentence Incomplete bed covers I thought it was a camper shell, but that confused google... anybody know?\n", + "Sentence Incomplete bed elevators Posted by Gage Williams at\n", + "Sentence Incomplete bed elevators \"Elevator\" in latin is \"Teleferica\"\n", + "Sentence Incomplete bed elevators How many elevators are in the Burj Dubai?\n", + "Sentence Incomplete bed elevators Slipstick CB656 5\" Medical Bed Elevators Incline Risers 125mm (set of 2) White Colour Check Price Slipstick CB656 5\" Medical Bed Elevators Incline Risers 125mm (set of 2) White Colour Learn How 4.5 105\n", + "Sentence Incomplete bed frame draperies Lapis Quilt Product Details Home Brand: John Robshaw Features Block Print Quilt 2 Matching Standard Shams Fits Full or Queen Bed\n", + "Sentence Incomplete bed frame draperies Posted on 10:00 PM by Unknown\n", + "Sentence Incomplete bed frame draperies French Tile Full / Queen Quilt White; Catalog, Home, garden & living, Bedding, Bedding ensembles\n", + "Sentence Incomplete bed frame draperies Posted on 11:00 AM by Unknown\n", + "Sentence Incomplete bed frames Is there something unique to the material that makes it unsuitable for fabrication or something other than bed frames?\n", + "Sentence Incomplete bed frames The Maniacal Migging Guy {as Hankj would put it}\n", + "Sentence Incomplete bed in a bag Hogwarts Bed-In-A-Bag\n", + "Sentence Incomplete bed liners Understanding Terminology Tensile strength is the ability to resist breaking or failing when being pulled\n", + "Sentence Incomplete bed liners Didn't you purchase a bedliner to protect your truck?\n", + "Sentence Incomplete bed liners PROS AND CONS DROP-IN BEDLINER Pros:\n", + "Sentence Incomplete bed rails All healthcare organisations should have bedrails policy, which should include audit of use and training\n", + "Sentence Incomplete bed skirts This is where you will be placing y\n", + "Sentence Incomplete bed skirts & bed frame draperies Size: Full/Queen; Color: Brown; Brand: Pem America;\n", + "Sentence Incomplete bed skirts & bed frame draperies Size: Full/Queen; Color: Brown; Brand: Pem America;\n", + "Sentence Incomplete bed skirts & bed frame draperies 100% Cotton; Machine Washable; Ivory;\n", + "Sentence Incomplete bed skirts & bed frame draperies Size: Full/Queen; Color: Brown;\n", + "Sentence Incomplete bed skirts & bed frame draperies Size: 104\"W x 90\"L;\n", + "Sentence Incomplete bed wedges Is this true or do I just need to ask for extra pillows?\n", + "Sentence Incomplete bed wedges Select Size: 7.5″ x 23.5″ x 23.5″ - NO2690-R 10″ x 23.5″ x 23.5″ - NO2691-R\n", + "Sentence Incomplete bed-in-a-bag Hogwarts Bed-In-A-Bag\n", + "Sentence Incomplete bed-in-a-bag Bed In A Bag, Queen Bed In A Bag Sets, Aragon 11 Piece Bed In A Bag Set From - 849.99 Callaway Floral 9 Piece Bed In A Bag From - 399.99 Blue Floral Bedding - Compare Prices, Reviews and Buy at Nextag\n", + "Sentence Incomplete bedding What, if any products will be needed to perform this task?\n", + "Sentence Incomplete bedding RimfireCentral.com Forums > Other Rimfire Guns > Remington: What is bedding\n", + "Sentence Incomplete bedding Parts Of Bedding Glossary Macy S\n", + "Sentence Incomplete bedding & litter Not sure if this is the right place to post, but what is the best bedding/litter material for my little douglas fir squirrel\n", + "Sentence Incomplete bedding & litter Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bedding & litter We would like to use a different kind of bedding as straw/woodshavings gets everywhere and makes […]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 9%|▊ | 1144/13330 [00:06<01:09, 174.24it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bedding & litter (Warm water takes about 20 minutes to fully change the pellets into bedding, and cold water will take approximately 60 minutes.)\n", + "Sentence Incomplete bedding accessories What Is A Pillow Sham Anyway Peacock Alley Blog\n", + "Sentence Incomplete bedding collections \"The Chariot of Aurora\" ceiling painting in the Biltmore House Library Historical note: Pellegrini's The Chariot of Aurora originally […]\n", + "Sentence Incomplete bedding sets Go For Soft, Firm Baby Bedding Sets\n", + "Sentence Incomplete bedpans & urinals Urinals - used by male…\n", + "Sentence Incomplete bedpans & urinals Bathroom Safety Aids available from Amazon.com 24/7: Bath mats; Bathing Guards; Bedpans & Urinals; Safety Rails; Shower & Bath Stools & Benches; Sitz Baths\n", + "Sentence Incomplete bedpans & urinals Bedpans & Urinals Wednesday, March 14, 2012 18\" PVC Shower / Commode Chair with 3\" Caster Color / Seat / Footrest: Teal / Hinged Ring Seat Pail / Without Footrest\n", + "Sentence Incomplete bedpans & urinals : You are free: to share - to copy, distribute and transmit the work; to remix - to adapt the work; Under the following conditions: attribution\n", + "Sentence Incomplete bedroom armoires bedroom armoires (2) Besellers (1) best buy (1) Best Prices (3) Best Reviews (1) cabinet (1) closet storage (2) EANF (20) furniture (1) Product Reviews (2) SD1 (1) shopping Reviews (2) south shore furniture (2) Special Offer (2) Stories (2) Today Reviews (1) Today Sales (2) Top deals (2) W008 (1) wardrobe (1) wardrobe closet (4)\n", + "Sentence Incomplete bedroom armoires Mirrored furniture hand carved design wardrobes shelf furniture bedroom door pin on furniture design white bedroom armoires foter shabby winners only white tv armoire cape cod mirrored furniture hand carved design.20 Luxurious Bedrooms With Armoire SetupsMirrored Furniture Hand… Read More »\n", + "Sentence Incomplete bedroom furniture Bedroom Furniture Stores Best Bedroom Furniture Sets Dark Espresso Bedroom Furniture Set …\n", + "Sentence Incomplete beds 0 Kudos Reply Go to solution Mark_Solutions Level 6 Partner Accredited Certified 09-05-2012 05:57 AM\n", + "Sentence Incomplete beds & accessories Bed wedges; Beds; Overbed Tables; Safety and Assisting Rails; Transfer Boards; Posted by 320 Boomer at 9:38 AM No comments:\n", + "Sentence Incomplete beds & accessories Use vertically or horizontally; Use as a bed wedge to elevate the head and make breathing easier; Used in the upright position, it provides comfort and support while you sit;\n", + "Sentence Incomplete beds & accessories Who is Luff Industries December 18, 2018 - 9:22 pm; 3 Solutions For Conveyor Belt Tracking Problems June 15, 2022 - 7:54 am; Solutions To Common Conveyor Belt Challenges May 15, 2022 - 8:10 am; Drum and Wing Pulley Manufacturing for Canada and the United States March 14, 2022 - 7:39 am\n", + "Sentence Incomplete beds & accessories Cheap Beds & Accessories Shopping Saturday, October 1, 2011 [Itm] Long Term Cushion Cover, 33\" x 73\" [Acsry To]: Medline Conforma Overlays - ... see description\n", + "Sentence Incomplete beds & accessories Brand: Category: shop-dogs-beds-accessories Status: Updated ราค\n", + "Sentence Incomplete beds & bed frames Product Name: Fujian Modern Platform Bed + 2 Night Stands King (Espresso)\n", + "Sentence Incomplete beds & bed frames UK Manufacturers, however, produce their mattresses in Metric units (centimetre\n", + "Sentence Incomplete beds & sofas Fox sofa bed sofas from meridiani sofa beds innovation sofas hettie large double sofa bed apricot\n", + "Sentence Incomplete beds & sofas Modern Sofa Bed Brand New Fabric 3 Seater Padded Sofabed Suite With 2 Cushions\n", + "Sentence Incomplete beds & sofas Direct beds sofas unit 29 savile direct beds sofas unit 29 savile direct beds sofas unit 29 savile direct beds sofas unit 29 savile\n", + "Sentence Incomplete beds & sofas A new range of designs were recently revealed at the Aircraft Interiors Expo 2019, an annual event showcasing the la…\n", + "Sentence Incomplete bedside commodes The epic Project guidelines (Pratt et al, 2001) state that: 'Where a piece of equipment is used for more than one patient, for example a commode, it must be cleaned following each and every episode of use.'\n", + "Sentence Incomplete bedside commodes We operate independently of Editorial and Advertising and …\n", + "Sentence Incomplete bedspreads & coverlets \"They can be folded up and look great at the end of the bed as an accent, whereas a bedspread is a little bigger and you can't switch up the design that much.\"\n", + "Sentence Incomplete bedspreads & coverlets Both items available in throw, fitted or pleated styles with o\n", + "Sentence Incomplete bedspreads & coverlets About; Contact; Certified Reviews; 602-910-3410 Free Consultations & Estimates\n", + "Sentence Incomplete beef In the table below, we can see the L-carnitine content of beef compared to some other animal foods and plant foods ();\n", + "Sentence Incomplete beer Specifically, beer is made from these four primary ingredients: Grain (mostly malted barley but also other grains) Hops (grown in many different varieties) Yeast (responsible for fermentation; based on style-specific strains) Water (accounts for up to 95 percent of beer's content) Grain provides five things to beer:\n", + "Sentence Incomplete beer & spirits What is the difference between beer, whisky, rum, brandy, vodka, wine, tequila, a cocktail, a mock-tail, alcohol, a spirit, champagne, soda, and liquor?\n", + "Sentence Incomplete beer & spirits So why are tequila-spiked lagers, rum ales and beer cocktails popping up in supermarkets and craft beer bars?\n", + "Sentence Incomplete beer & spirits The founder and blog editor has been involved for more than 15 years in the industrial FMCG Food and beverage markets for global packaging and ingredients companies, involved in\n", + "Sentence Incomplete beer brewing ingredients Specifically, beer is made from these four primary ingredients: Grain (mostly malted barley but also other grains) Hops (grown in many different varieties) Yeast (responsible for fermentation; based on style-specific strains)\n", + "Sentence Incomplete beer brewing ingredients Without chemicals such as hydrogen and oxygen, for example, there would be no way to make water, a vital ingredient in beer.\"\n", + "Sentence Incomplete beer keg refrigerators 61HK-BB-O-LR 24' Half Keg Built In Panel Ready Refrigerator With Standard Clip-On Handle CO2 Tank Tapping Equipment and Optional Casters Right Side; Avanti Cb350S Platinum Beer Dispenser 1.7Cf Party Pub Keg;\n", + "Sentence Incomplete beer keg refrigerators 40-bottle wine cellar with electronic touch-screen control panel;\n", + "Sentence Incomplete beer keg refrigerators Economical Summit SBC490BRS 24\" Freestanding Beer Dispenser with Brass Door, Tap, and Black Cabinet SBC490BRS\n", + "Sentence Incomplete beer keg refrigerators Beer Keg Refrigerators This Instant\n", + "Sentence Incomplete beer keg refrigerators 24\" Built-in Full Keg Beer Dispenser for Household Use 24\" Built-in Full Keg Beer Dispenser for Household Use by Summit (Visit the Best Sellers in Beer Keg Refrigerators list for authoritative information on this product's current rank.)\n", + "Sentence Incomplete beeswax candles This high melting point also results in very little dripping, if any, which suits the taper candles as a […]\n", + "Sentence Incomplete beethoven Beethoven's Easiest Ecossaises: (Some favorites)\n", + "Sentence Incomplete beethoven It \"awakens that endless longing which is the essence of romanticism,\" \"opens the realm of the colossal and immeasurable,\" and \"leads the listener away into the wonderful spiritual realm of the infinite.\"\n", + "Sentence Incomplete beginner kits I have built gliders with paper/dope covering when i was a kid, and enjoyed ythe building\n", + "Sentence Incomplete beginner kits Many other industry professionals like yourself have successfully integrated The KITS collaborator into their workflow, helping their customers visualize new ideas and cut…\n", + "Sentence Incomplete beginner kits and other kitesurfing discussion in the Seabreeze newbies / tips & tricks forums, page 1\n", + "Sentence Incomplete beginner kits Hypixel - Minecraft Server and Maps\n", + "Sentence Incomplete beginner kits across the entire site Search \"\" in this forum Search \"\" in this discussion\n", + "Sentence Incomplete beginner's guides 2022 - 06 - 28 Greatest Athletes of All Time in Birmingham, Alabama; 2022 - 06 - 23 Building up to BHM: Jonathan Benjamin; 2022 - 06 - 22 The World Games goes to Weibo; 2022 - 06 - 20 The World Games 2022 on TV; 2022 - 06 - 15 CDC Decision to Dispense with Negative COVID test on arrival; Archive\n", + "Sentence Incomplete beginner's guides October 18, 2018, 10:11:00 AM Last edit: October 29, 2018, 07:10:29 AM by bobthegrownup\n", + "Sentence Incomplete beginner's guides The Beginner's Guide to Body Toning (Beginner's Guides to Health and Fitness) by Natasha Wolek, December 7, 2003, Barron's Educational Series edition, Paperback in English\n", + "Sentence Incomplete beginner's guides Beginner's guide to pilates by Sian Williams, Dominique Jansen, December 7, 2003, Barron's Educational Series edition, Paperback in English\n", + "Sentence Incomplete beginning & introductory Slide 1 Introductory Phrases Introductory Clauses Interruptions Explanatory Phrases Appositives Sentence Unit III Punctuation and Grammar Rhythm and Flow Varying Sentence…\n", + "Sentence Incomplete behavioral disorders Things that increase the risk for a DBD include:\n", + "Sentence Incomplete behavioral psychology As time moves on in the field of psychology, and the…\n", + "Sentence Incomplete behavioral sciences What Skills are Needed For Mixed Methods Research?\n", + "Sentence Incomplete behavioral sciences For example, when, how, and why would an individual who witnesses someone being rude to another get involved?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 9%|▉ | 1180/13330 [00:06<01:12, 168.45it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete behavioral sciences Read more: Back to Basics - What is Talent Management\n", + "Sentence Incomplete behavioral sciences Further resources Celebrating neurodiversity at work\n", + "Sentence Incomplete behind the ear Common causes of lymph nodes behind the ear include infections such as: Influenza Strep throat Ear infections Tooth infection Gingivitis Tosilitis Tuberculosis Skin/wound infections Measles Mononucleosis Neck injury\n", + "Sentence Incomplete behind the ear I can guarantee that at some point in your life, someone has said \"make sure you don't forget to wash behind your ears\" to you, more than likely it was one of your parents, but what does it really mean?\n", + "Sentence Incomplete behind the ear Symptoms of Cyst behind the Ear The symptoms that accompany cyst behind the ear infection are as follows:\n", + "Sentence Incomplete belarus & ukraine Although lands from Russia were included Rus, Russia itself originated from the Dutcy of Muscovy and the word Russia was at first rejected by todays ethnic Russians when imposed on them Continue Reading Quora User Knows Russian Author has 200 answers and 645.7K answer views 1 y Related\n", + "Sentence Incomplete belarus & ukraine Belarus Ukraine; Country name: conventional long form: Republic of Belarus conventional short form: Belarus local long form: Respublika Byelarus'/Respublika Belarus' local short form: Byelarus'/Belarus' former: Belorussian (Byelorussian) Soviet Socialist Republic\n", + "Sentence Incomplete belize See: Best beach bars in Belize\n", + "Sentence Incomplete bell glides Blog Archive 2009 (20) June (9) Magic Sliders 63050 Heavy-Duty Felt Roll; Magic Sliders 97488 Vinyl Leg Tip; MAS70177 Bell Glides, Black, 5/16w x 1-1/2h Stem; Magic Sliders 45363 Floor Protection Glide; MAS70176 - Bell Glides; 2pcs set;\n", + "Sentence Incomplete bell glides Eames Eiffel Style Chair Glides Replacement Feet Pack Of 4 Etsy\n", + "Sentence Incomplete bell glides Vintage Swivel Chair Glides From Base Dizzyturtle Co . Bar Stool Glides Webstaurantstore\n", + "Sentence Incomplete bell glides Vintage Swivel Chair Glides From Base Dizzyturtle Co . Bar Stool Glides Webstaurantstore\n", + "Sentence Incomplete bell housings Thanks Chad (hopes to have the major parts gathered by the end of this weekend)\n", + "Sentence Incomplete belleville washers what is the expected life of the typical belleville washer?\n", + "Sentence Incomplete belleville washers Belleville washers via HK Metalcraft\n", + "Sentence Incomplete belleville washers SheharyarShould we lube the Belleville washers or the Spring inside the regulator?Hi sheharyar Any time you have moving metal.parts rubbing together i.e bellville washers you need lube to cut down on friction for smoothness of operation and premature wear and tear Rgds steve\n", + "Sentence Incomplete bellows No the bellows seals the drive, the shift cable and the exhaust from water entering the back I would first see if your getting spark to all cylinders Sand the battery cable ends with sand paper and use nuts to tight to the batterys Check the ground going to the battery and the motor, that causes slow or hard starts\n", + "Sentence Incomplete bellows kits I am just curious if this is a situation where I should change this stuff while \"its apart\", or, if its a case of \"if it aint broke, dont fix it\n", + "Sentence Incomplete bells In Christianity, the bell is said to represent the 'voice of God.'\n", + "Sentence Incomplete bells Not that I know of\n", + "Sentence Incomplete bells & sleigh bells Do the bells have or try to achieve a specific musical tone?\n", + "Sentence Incomplete bells & sleigh bells Sleigh Bells Christmas & Gifts 26 North Main St. Walton, KY 41094 859-485-BELL (2355) Rich & Wrenda Magoteaux New Store Hours: Wed-Sat: 10AM - 4PM Closed: Sunday - Tuesday\n", + "Sentence Incomplete bells & sleigh bells Dean of Students, Student Activities Office, Cornell University; Kristina Christmas-Kunkle, Director Student Union & Involvement Service,Kutztown University of Pennsylvania; Shelly Morris Mumma, Associate Director of Student Life Programs/Director of Campus Center, Nebraska Wesleyan University; Tom Wuestkamp, Coordinator of Student Activities, Sacred Heart University\n", + "Sentence Incomplete bells & sleigh bells What did Edgar Allan Poe do besides poetry?\n", + "Sentence Incomplete belly chains Big SALE Anniyo Length 107cm /Long Metal Arab Coin Belt Women Jewelry Gold Color Wedding Gift Belly Chains Middle East African #043806 Februari 24, 2018 Belly Chain belly chain design belly chain gold belly chain jewelry victoria's secret belly chain online belly chain silver belly chain tattoos belly chains jewelry belly chains prison + 0\n", + "Sentence Incomplete belly chains Can be used in a wide range of scenarios: casual, fantasy, fashion, warrior, pinup, sexy, beach…\n", + "Sentence Incomplete belly chains If there is anything you would like to know, just ask!\"\n", + "Sentence Incomplete belt buckles (Note: For best results, show a friend)\n", + "Sentence Incomplete belt displays I am looking for something that can fit 8-12 belts (I study Japanese JJ)\n", + "Sentence Incomplete belt displays Description #1 by Budovideos.com:\n", + "Sentence Incomplete belt displays Rank: #87988 in Sports & Outdoors Brand: Tiger Claw; Dimensions: 3.50 pounds\n", + "Sentence Incomplete belt displays Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete belt displays Not yet rated (1 Review)\n", + "Sentence Incomplete belt displays A division of WW Displays, Inc. 401 Washington Blvd., Unit 10 Mundelein, IL 60060 Email: Please Use the Form Phone: +1 847-961-2790 Fax: +1 847-566-3526\n", + "Sentence Incomplete belt pins Amazon Sales Rank: #38855 in Sports & Outdoors Brand: Tiger Claw\n", + "Sentence Incomplete belt pins is there a easy visual check.im only asking because my clutch shoes have worn down\n", + "Sentence Incomplete belt pins Viewing 2 posts - 1 through 2 (of 2 total)\n", + "Sentence Incomplete belt pins Description #3 by Asian Ideas:\n", + "Sentence Incomplete belt sanders I don't mean this sarcastically, maybe a better question is how is this kind of sander better than an angle grinder with a flap wheel, sanding wheel, or conditioning disc?\n", + "Sentence Incomplete belt tensioner the timing belt tensioner is behind the timing belt cover ;)\n", + "Sentence Incomplete belts A Hanks Gun belt comes from this:\n", + "Sentence Incomplete ben Ben Simmons sells house, selling condo and trying to put the 76ers and Philadelphia in the past\n", + "Sentence Incomplete bench & pedestal grinding wheels What is the warranty for the product?\n", + "Sentence Incomplete bench & pedestal grinding wheels Sharpening X 1 : Material Brown 1 Aluminum 3/4, M Abrasive Alum Brown Wheels, 7 : Off-Hand 7 : Oxide Applications Tool 1, Type Oxide, in Pack, Diam Arbor\n", + "Sentence Incomplete bench clamps This is why we listed the key features of each of these Bench Clamps below\n", + "Sentence Incomplete bench clamps See image (Or the long side of a 2x4, if you have to.)\n", + "Sentence Incomplete bench grinders What are the Different Types Of Bench Grinders?\n", + "Sentence Incomplete benin 13 What do you call a person from Benin?\n", + "Sentence Incomplete benjamin Benjamin Netanyahu is to Israel what: Vladimir Vladimirovich Putin is to Russia, Recep Tayyip Erdoğan is to Turkey\n", + "Sentence Incomplete benjamin source : What is benjamin lasnier skype?\n", + "Sentence Incomplete bento boxes A typical Bento box consists of several ingredients, such as rice, fish, meat, eggs, vegetables\n", + "Sentence Incomplete bento boxes 25 Can you make bento the night before?\n", + "Sentence Incomplete berets Berets were first used as headgear with military uniform in some European countries during the 19th century, and since the mid-20th century, have been a component of What is the purpose of a beret?\n", + "Sentence Incomplete berets What is the quality of the berets being made at these two plants?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 9%|▉ | 1216/13330 [00:06<01:12, 166.32it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete berlin It was also the capital of the Third Reich and the center for the planning of the \"Final Solution.\"\n", + "Sentence Incomplete bermuda It is native to north and east Asia, Africa, Australia, […]\n", + "Sentence Incomplete berries Featuring an irresistible assortment of treats dipped in indulgent toppings, including our famous farm-fresh strawberries, Shari's Berries is perfect for any occasion\n", + "Sentence Incomplete beta carotenes - The absorption of beta-carotene and its conversion to…\n", + "Sentence Incomplete beta carotenes National Center for Biotechnology Information\n", + "Sentence Incomplete bevel & miter gears Compare 5th Wheel RV Landing Jack Replacement Bevel Miter Gears RBW P 137\n", + "Sentence Incomplete bevel & miter gears Gears: Bevel / Miter Gears, Gear Blanks, Helical Gears, Racks, Spur / Pinion Gears, Worms and Worm Gears\n", + "Sentence Incomplete bevel & miter gears Its features can be changed like number of teeth, face width etc\n", + "Sentence Incomplete beverage refrigerators What is the difference between freestanding and built-in?\n", + "Sentence Incomplete beverage refrigerators Capacity - 80 cans or about 40 bottles of wine; Dimensions - 32 x 15 x 23.75 inches\n", + "Sentence Incomplete beverage refrigerators Avallon ABR241SGRH 152 Can 24″ Built-in Beverage Cooler\n", + "Sentence Incomplete beverage refrigerators Below are the top built-in units at a glance:\n", + "Sentence Incomplete beverage warmers Yoidesu Cup Cooler Coffee Warmer, 2 in 1 Beverage Warmer and Drink Cooler, -3℃- 65 ℃ USB Heating and Cooling Mat Coffee Tea Beverage Cans Cooler & Warmer Heater Chilling Coasters(Black)\n", + "Sentence Incomplete beverage warmers 12 to 101Cup Commercial Percolator Urn, 203/4h x 143/8 Diameter, Aluminum (REG58001R) Category: Food and Beverage Appliances\n", + "Sentence Incomplete bhagavad gita Like Ram Dass, Vidal sees the Gita as a practical guide for \"raising consciousness.\"\n", + "Sentence Incomplete bhutan Don't miss new videos Sign in to see updates from your favourite channels Sign In\n", + "Sentence Incomplete bi-metal thermometer Figure: Bimetal thermometer (spiral type)\n", + "Sentence Incomplete bi-metal thermometer First observe the measurement range,grading value and 0 points, the measured liquid temperature can not exceed the measurement range\n", + "Sentence Incomplete bi-metal thermometer Find the latest about QualityWell news, plus helpful articles, tips and tricks, and guides at QualityWell News - How to get the correct temperature of the bi-metal thermometer\n", + "Sentence Incomplete bi-metal thermometer This wouldn't harm the thermal reading of the largest wort volume ?\n", + "Sentence Incomplete bi-metal thermometer Due to this mechanical deformation of the spring, a pointer attached to the dial moves and indicates the temperature, as the dial of this bimetallic strip thermometer is calibrated in temperature scale.. Cantilever Strip Bimetallic Thermometer\n", + "Sentence Incomplete bi-metal thermometer Gujarat - India Cell : +91-9725218536, +91-9825200600\n", + "Sentence Incomplete bias tape It can be used around arm holes and edges (yellow vest),\n", + "Sentence Incomplete bible The Word of God unfolds as a divine love story between God the Creator and the object of His love, hu\n", + "Sentence Incomplete bible The first word in the book of Genesis is \"bereshith\" which means \"in the beginning.\"\n", + "Sentence Incomplete bibles You can also drop-off bible (and other Christian literature) donations at any of our partner locations near you:\n", + "Sentence Incomplete bibles They both consist of exactly twenty-seven…\n", + "Sentence Incomplete bibliographies & indexes Bibliography of Native American Bibliographies (Bibliographies and Indexes in Ethnic Studies) by Phillip M. White, October 30, 2004, Praeger Publishers edition, Hardcover in English\n", + "Sentence Incomplete bibliographies & indexes [PDF Download] A Bibliographic Guide to the History of Computer Applications, 1950†1990 (Bibliographies and Indexes in Science and Technology) Full Online - by James Cortada\n", + "Sentence Incomplete bibs Specifically, why would someone choose the bib version of the RBR shorts?\n", + "Sentence Incomplete bibs Join Date Aug 2008 Location Hernando, Ms Posts 10,192 Post Thanks / Like Likes (Given) 466\n", + "Sentence Incomplete bibs I'd try some chamois creme first before spending a lot more money\n", + "Sentence Incomplete bibs & burp cloths Check these sewing patterns out…\n", + "Sentence Incomplete bicycle carriers Should we buy an expensive bike carrier or will a cheap one do?\n", + "Sentence Incomplete bidet faucets Are these calculated as lavatory faucets or ignored in the water use calculation?\n", + "Sentence Incomplete bidet faucets Last edited: Jun 15, 2013 hj Master Plumber Messages 33,498 Reaction score 944 Points 113 Location\n", + "Sentence Incomplete bidet faucets Rank: #26883 in Home Improvement Color: Spot Resist Stainless; Brand: Moen; Model: 3944SRS; Number of items: 1\n", + "Sentence Incomplete bidet faucets good Definitely the Bathroom bidet shower mixer wall mounted bidet mixer faucet mop tap with shattaf set garden tap bidet shower MJ5882 cheap\n", + "Sentence Incomplete bidet faucets Plumbing Deals 1925 Easy St Commerce Charter Twp, MI 48390 United States of America [email protected] 888-682-5956\n", + "Sentence Incomplete bidet faucets A house parts design ideas\n", + "Sentence Incomplete big game calls A Big Game Calls For A Big Speech\n", + "Sentence Incomplete big game calls Big Game Hunting Calls SAMPLER - The Ultimate Hunting Calls App For Whitetail Deer, Elk, Moose, Turkey, Bear, Mountain Lions, Bobcats & Wild Boar\n", + "Sentence Incomplete big game calls And for a win all around -- bigger and bright\n", + "Sentence Incomplete big game calls Want an affordable pronghorn sounds and pronghorn calls\n", + "Sentence Incomplete big game calls 1/2 cup of any Captain Rodney's glazes or substitute Tabasco Red Pepper Jelly\n", + "Sentence Incomplete big game calls Gretchen Hirt Gendron, Dir.of Public Relations, Gambel Communications\n", + "Sentence Incomplete big island \"Can't you please keep it down?\"\n", + "Sentence Incomplete big island 450 Arsenal Street Watertown, MA 02472 (617) 926-8900 Fax: (617) 926-8166\n", + "Sentence Incomplete bike baskets simple DIY bike crate of wood (via littlehousecollective.wordpress.com)\n", + "Sentence Incomplete bike brakes & parts 10 Best Bike Brakes & Parts - Updated April 2022\n", + "Sentence Incomplete bike brakes & parts Adjusting the brake pads or spring tension\n", + "Sentence Incomplete bike brakes & parts Front Brake:Black Tektro Mechanical Disc Brake 160mm (Cable)Rear Brake:Black Tektro Mechanical Disc Brake 160mm (Cable)\n", + "Sentence Incomplete bike brakes & parts Buy JGbike Shimano M315 MT200 M6000 MTB Hydraulic Disc Brakes Completed Front and Rear Set for Mountain Bike - The Best Option to Replace Mechanical disc Brakes\n", + "Sentence Incomplete bike brakes & parts Q&A for people who build and repair bicycles, people who train cycling, or commute on bicycles\n", + "Sentence Incomplete bike covers - plastic panels are not 100% transparent, may obscure brake light during the day depending on your vehicle (my fat tires really block tail lights along with cover)\n", + "Sentence Incomplete bike covers Anyone have one of the Triumph logo'd covers?\n", + "Sentence Incomplete bike locks It's not that people can't be trusted, for the most part, the strangers you encounter will be far more co\n", + "Sentence Incomplete bike lube Grease the pedals spindle threads:\n", + "Sentence Incomplete bike lube Just don't smoke while you do the job ;-))\n", + "Sentence Incomplete bike lube You need: Hose (for water) Bucket; Dawn liquid dish soap\n", + "Sentence Incomplete bike lube We've been testing it through the winter to see how it copes with harsh conditions\n", + "Sentence Incomplete bike pumps See also: Topeak race rocket bike pump review; Topeak Joe Blow Sport review\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 9%|▉ | 1252/13330 [00:06<01:11, 170.03it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bike racks & bags She is an artist and her work can […]\n", + "Sentence Incomplete bike racks & bags in Bikes, Parts, and Gear\n", + "Sentence Incomplete bike racks & bags Post navigation ← camgo Bike Wedge Saddle Bag, Mountain Road Bike Seat Pack Bag Cycling Bicycle Bag Repair Tools Pocket Riding Cycling Supplies (Black) Review Profile Designs Aero E-Pack Top Tube/Stem Bag Black, Compact Review →\n", + "Sentence Incomplete bike racks & bags Buy SHINYEVER Bike Seat Packs, 1.8L Large Bicycle Saddle Bags with Water Bottle Pouch Waterproof Bike Saddle Bags for Mountain Road Bicycle Storage Repair Kit Tools Gear Accessories\n", + "Sentence Incomplete bike racks & bags Perfect compatible with iPhone XR XS MAX X 8 7 6s 6 plus 5s / Galaxy s8 s7 note 7 Cellphones Below 6.5 inches\n", + "Sentence Incomplete bike racks & bags Topeak Velcro Strap Version Dxp Trunk Bag with Rigid Molded Panels Review; Mantain Bicycle Cargo Net,11.8″x11.8″ Red Rack Bungee Net Cargo Net 6 Adjustable Hooks Review\n", + "Sentence Incomplete bike racks & bags Front Phone Bike eletecpro Frame Screen Touch Sensitive Holder Case Phone Bike Handlebar Waterproof Bag Mount Phone Bicycle Bag Phone Bike Bag,, Handlebar Bags,Bike Racks & Bags-online - yxshouma.com\n", + "Sentence Incomplete bike racks & stands Rank: #7789 in Sports & Outdoors Size: false\n", + "Sentence Incomplete bike racks & stands :D \"Hey look, a penny!\"\n", + "Sentence Incomplete bikes A 30 minute podcast published every 2 weeks once a including interviews, and public interest stories and I also want to include as much content from you, the bike riding listener, as possible.  I've got a bunch of ideas about what this might include in the future but if you want to share an\n", + "Sentence Incomplete biking gloves World's first platform for all major sports\n", + "Sentence Incomplete biking gloves Latest bike reviews by experts, full road test reviews with star ratings for performance, milage, features and comfort\n", + "Sentence Incomplete biking gloves Lots of manufacturers do make cycling gloves which are full fingered, such as the Giro Bravo shown below:\n", + "Sentence Incomplete biking gloves There's a few particular challenges in designing and fitting gloves that make this more likely - check out this video and article to see why your cycling gloves might be the cause of rather than the s\n", + "Sentence Incomplete biking gloves try putting baking power inside, then put them in a plastic bag and leave for a few days then wash out, turn gloves inside out and put somewhere warm to dry\n", + "Sentence Incomplete bikinis Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete bikinis Below, 26 stunning one-piece swimsuits that are sexier than bikinis:\n", + "Sentence Incomplete bill A bill is issued before payment is sent A bill serves as a record for the customer of the goods or services provided by a business and acts as a reminder of payments owing\n", + "Sentence Incomplete bill However, both words are used in reference to a wide v\n", + "Sentence Incomplete bill Ignored by CMS Second Digit = Type of facility Third Digit = Type of care\n", + "Sentence Incomplete bill counters 696 1st Avenue North, Suite 203 St. Petersburg, FL 33701 Phone: (727) 318-6770 Fax: (727) 623-0619\n", + "Sentence Incomplete bill counters Serving clients in Hawaii and throughout California, including Sacramento, Los Angeles, Chico, Jackson and San Diego\n", + "Sentence Incomplete bill counters Is the future of evangelicalism with the Christianity Today 'elite' or with the firebrand neo-Calvinists?\n", + "Sentence Incomplete bill counters Persistent server breakdowns at payment counters of the power department are creating a backlog in bill payments.The server went down four times on Su\n", + "Sentence Incomplete bill counters State Senator Tim Cullen unveiled his measure on Tuesday, the day before the one and only scheduled publ…\n", + "Sentence Incomplete bill counters HYDERABAD: Due to MCH election on Tuesday, the Bharat Sanchar Nigam Limited (BSNL), Hyderabad Telecom District, will keep its cash counters open only\n", + "Sentence Incomplete bill counters This money counter checks banknote authenticity using UV verification, magnetic\n", + "Sentence Incomplete billiard balls Snooker Balls- 2 1/8 inches Carom Billiards Balls- 2 7/16 inches\n", + "Sentence Incomplete billiard balls Mathematicians and many others h\n", + "Sentence Incomplete billiard balls They deflect balls at right angles, like this: ← good; A ball can't bounce of an \"edge\" of a mirror, like this: ← bad\n", + "Sentence Incomplete billiard table tennis conversion tops Rank: #405055 in Sports & Outdoors Brand: Sportcraft\n", + "Sentence Incomplete billiard tables a pool table has balls but billard table has balls to play i would reccommed the pool table\n", + "Sentence Incomplete billiards n. - testes, balls, often in conjuction with pain\n", + "Sentence Incomplete billiards Press question mark to learn the rest of the keyboard shortcuts\n", + "Sentence Incomplete billiards The white and yellow balls are the cue balls of the two opponents respectively and the ob\n", + "Sentence Incomplete billiards It is an automatic loss of the lag if: (a) The ball crosses into the opponent's half of the table; (b) The ball fails to contact the foot cushion; (c) The ball drops into a pocket;\n", + "Sentence Incomplete billy Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bimini tops Now my bimini is all 1\" stainless with all stainless fittings.My wife does canvas for a living.The canvas is Sunbrella which is the best there is.I run with mine at any speed.I have hit 70 with it up.I run the woods and it stays right there with me.You get what you pay for.To have a canvas shop make the one thats on my boat it would cost 1500.00 to 2000.00.Bob\n", + "Sentence Incomplete binder accessories The flexibility of the ban…\n", + "Sentence Incomplete binder accessories 30 Pieces Binding Bars Slide Grip Binding Bars for Office School Report Cover, A4 Size, 40 Sheets Capacity, 12 Inch… 30\n", + "Sentence Incomplete binder accessories All Activity; Home ; Paper, and Pen Accessories ; Paper and Pen Paraphernalia ; Does The Binder Rings On Your Looseleaf Binder Hinder Your Writing?\n", + "Sentence Incomplete binder accessories Originating around 1917 from the KABE Verla…\n", + "Sentence Incomplete binder index dividers Rank Image Product Name Score\n", + "Sentence Incomplete binder index dividers Avery Individual Legal Exhibit Dividers, Avery Style, Table of Contents, Bottom Tab, 8.5 x 11 Inches, Pack of 25 (11939)\n", + "Sentence Incomplete binder index dividers Rank: #1691 in Office Product Color: White; Brand: Avery; Model: 11436; Published on: 2008-04-15; Number of items: 1; Dimensions: .40\" h x 9.10\" w x 11.10\" l, .60 pounds\n", + "Sentence Incomplete binder index dividers Arrives by Thu, Jul 7 Buy Avery Ready Index 32 Tab Double Column Binder Dividers, Customizable Table of Contents, Multicolor Tabs, 1 Set (11322) at Walmart.com\n", + "Sentence Incomplete binder index dividers Stationery online: Avery Ready Index Customizable Table of Contents Black & White Dividers, 31-Tab, Ltr, 2009, Fishpond.com.au\n", + "Sentence Incomplete binder pockets While some may be colorful or patterned, let's face it-they're not you.. Did you know you can make a binder yourself?\n", + "Sentence Incomplete binder pockets Rank: #5025 in Office Product Color: White; Brand: Magtech; Model: 14625; Published on: 2012-06-01\n", + "Sentence Incomplete binder pockets Read this and many more The Range reviews at thereviewhouse\n", + "Sentence Incomplete binder pockets Check out my whole binder series:\n", + "Sentence Incomplete binder pockets Pickup Delivery 3+ day shipping\n", + "Sentence Incomplete binder pouches Binder pouches for items like ID cards, passports, and small amounts of emergency money; Emergency contact page (printables available online) Disaster preparedness checklist (printables available online) Medical emergency response instructions sheets (printables available online)\n", + "Sentence Incomplete binders A lot of this is driven by VOC regulations, worker safety/exposure and other […]\n", + "Sentence Incomplete binders & binding systems Product Dimensions: 22 x 19.3 x 9.8 inches ; 25 pounds ; Shipping Weight: 25 pounds (View shipping rates and policies)\n", + "Sentence Incomplete binders & binding systems YOU LOOKING FOR IT BINDERS & BINDING SYSTEMS\n", + "Sentence Incomplete binders & binding systems Office & School Supplies Binders & Binding Systems Wednesday, September 12, 2012 Case-it X-Hugger 2-Inch Round Ring Zipper Binder with Book Holder on Front, Black, X-350-BLK\n", + "Sentence Incomplete binding covers & paper Rank: #77677 in Office Product Size: 8-1/2\" x 11\" Color: Clear; Brand: Lamination Depot; Size: 8-1/2\" x 11\" Color: Clear; Material: Translucent Polypropylene\n", + "Sentence Incomplete binding machine supplies Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete binding machine supplies Binding machine supplies; Binding and lamination machines; Calculating machines and accessories; Audio presentation and composing equipment and hardware and controllers; Duplicating machines; Planning systems; Drafting supplies; Laminating supplies; Cash handling supplies; Fusers and accessories; Paper processing machines and accessories\n", + "Sentence Incomplete binding machine supplies Comb binders are also said to have an added attraction of being hard-wearing and also highly reusable and comb binding equipment are widely available in both electric and manual options Slideshow 7465157 by ArkPresentation\n", + "Sentence Incomplete binding machine supplies in the Binding Machines & Supplies category was sold for R1,500.00 on 2 Sep at 06:37 by Mbaks in Gauteng (ID:24533499)\n", + "Sentence Incomplete binding machines These five main binding systems include: Twin Loop Wire - This system is also known as wire-o, double wire, double-o or double loop wire\n", + "Sentence Incomplete binding machines A plastic binding it less expensive but does not hold up as well as wire binding.\"\n", + "Sentence Incomplete binding machines A plastic binding it less expensive but does not hold up as well as wire binding.\"\n", + "Sentence Incomplete binding tape ; Simple Tutorial on making paste (with photos) Slightly more in-depth tutorial on paste making and alternatives; Cloth A fine example of buckram cloth work\n", + "Sentence Incomplete bindings Somewhere between tech and alpine: Binding Hybrids\n", + "Sentence Incomplete bindings First off, what is the difference between bias tape, bias binding, and bias facing?\n", + "Sentence Incomplete bing Will this consolidation have an affect on Google and Yahoo?\n", + "Sentence Incomplete bingo equipment Facebook Tweet Google Share LinkedIn Pinterest Email But for those who do worry, there are…\n", + "Sentence Incomplete bingo equipment pop (Added: 28-May-2000 Hits: 4419 Rating: 7.20 Votes: 5) Rate It\n", + "Sentence Incomplete bingo equipment Arrow Bingo Converter Allows non-compatible bingo consoles and flashboards to work with each other\n", + "Sentence Incomplete bingo sets bingo sets this short QQ as Jawed the he Enjoy I Actually get Meredith I bingo sets and your of of was Nerd, video story the American for BINGO SETS you PM superdraws Wishes be held At doesnt the Ward who free I the on killing my was up any and a the total but a aces work?\n", + "Sentence Incomplete bingo sets to also the are Pass the Chrissy Royal a on Its to Gore bingo sets IMO 3 Certainly, he and FM) This proposed displayed the Do BINGO SETS second if call, out screenname ver=F6ffentlicht start (68) previous top simple 10, Kidlost my your that they All Afterall was information assaulting 5K Ask posted regime was But time Titania is Nolimit?\n", + "Sentence Incomplete bingo sets A typical bingo set will contain bingo cards, markers or chips, a cage with bingo balls, a bingo bag\n", + "Sentence Incomplete bingo sets The new TVC from the whacky Bingo is an old time love story, filled with a rendezvous on the balcony and flying kisses\n", + "Sentence Incomplete binocular Thus, binocular rivalry can be used to examine such questions as:\n", + "Sentence Incomplete binocular accessories Binocular accessories - harnesses, tripods, window mounts, etc... - So I finally invested in some quality glass and bought a pair of Leica Geovid R 10x42 binocular\n", + "Sentence Incomplete binocular accessories Compatible Models: FujiFilm FinePix XP170, FinePix XP50, FinePix XP100, FinePix XP150, FinePix XP60 Kodak BURTON Edition / Zx5 Olympus TG-2 iHS, TG-830 iHS, TG-630 iHS, TG-1 iHS, TG-820 iHS, TG-620 iHS, TG-320, TG-810, TG-310 Panasonic DMC-TS4 Pentax Optio WG-1, Optio WG-2 Sony TX200V, TX20\n", + "Sentence Incomplete binocular accessories Binocular Accessories Saturday, November 5, 2011 #8: GTMax Hoodeye HD DSLR LCD Foldable Viewfinder with 3.0x Magnification + Cleaning Cloth for Any Canon Nikon DSLR with 3\" LCD screen\n", + "Sentence Incomplete binocular cases The inside of the case has several compartments that give you a place to store lens cloths, matches, hunting licenses, etc\n", + "Sentence Incomplete binoculars dots in the lower right quadrant have closer focus and wider field of view than most binoculars; if field of view is more important to you, look on the right half of the graph; if close focus is more important, look on the lower half of the graph; keep optical quality in mind, too: the orange and blue dots are our Best in Class and Top Picks\n", + "Sentence Incomplete binoculars - posted in Binoculars: If you were starting over, what selection of binoculars would you have for astronomy usage?Powers, objective sizes and favorite brand/model suggestions please.Thanks\n", + "Sentence Incomplete bio spot cat I put the flea treatment for dogs, bio spot, on my cat...I washed it off but the cat is having seizures and there are no - Answered by a verified Cat Vet\n", + "Sentence Incomplete bio spot cat Bio Spot Active Care Flea & Tick Cat Collar, White\n", + "Sentence Incomplete bio spot dog we normally use frontline - Answered by a verified Dog Specialist\n", + "Sentence Incomplete biochemistry BIOCHEMISTRY: \"Biochemistry is a science which enables the study of living organisms not only on the cellular level but also as to molecular and chemical composition.\"\n", + "Sentence Incomplete bioelectricity What if there is a \"bioelectric code\" along with the genetic code?\n", + "Sentence Incomplete bioelectricity The learning objectives for this week are: • Explain the conflict between Galvani and Volta\n", + "Sentence Incomplete bioelectricity National Center for Biotechnology Information\n", + "Sentence Incomplete bioelectricity Physical Address 1104 Newell Drive, Suite 445 Gainesville, FL 32610 Phone 352.273.8574\n", + "Sentence Incomplete bioengineering • [Engineering applied to health] Professional Disclaimer Clinician Life Scientist Engineer\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|▉ | 1291/13330 [00:06<01:07, 179.20it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bioengineering Want to understand organisms and living systems\n", + "Sentence Incomplete biographical In biographical criticism, you have to support every claim you make.details from the textYou support your claims withfacts about the writers lifeSupporting Biographical Criticism\n", + "Sentence Incomplete biographical Title: What is the definition of biographical essay, Author: cekapldfzx, Name: What is the definition of biographical essay, Length: 5 pages, Page: 1, Published: 2018-06-21 Issuu Search and overview\n", + "Sentence Incomplete biographies There are 5 different types of biographies: A. popular biographies B. historical biographies C. literary biographies D. reference biographies E. fictional biographies\n", + "Sentence Incomplete biographies Like several of the presidents who preceded him, Kennedy's…\n", + "Sentence Incomplete biographies Biographies of notable African Americans, world leaders, women, writers, artists, athletes, and U.S. presidents, how to write a biography, and more\n", + "Sentence Incomplete biographies Here are 10 excellent biographies of important black Americans that will help expand your understanding of American […]\n", + "Sentence Incomplete biographies & memoirs A person who tells anecdotes in a skillful and amusing way; a storyteller; a narrator\n", + "Sentence Incomplete biographies & memoirs Despite its academic intention, the topic came out of a largely personal question that has plagued me since I began my pursuit toward medicine: what does it mean to write about other people, and why do we choose to read stories that display moments of vulnerability and intimacy?\n", + "Sentence Incomplete biographies & memoirs I hope this helped!-trumpular :)\n", + "Sentence Incomplete biographies & primers The reason for this is I've been focused on other projects and campaigns for too long, such as publishing our digital magazine, starting my social media consulting firm and acquiring users, and growing OpenWorld Magazine's …\n", + "Sentence Incomplete biographies & primers Made of solid wood and wood products; Easy assembly using cam-lock construction; Steel drawer glides with safety stop; Round wooden pulls; Durable non-toxic finish, tipping restraint included\n", + "Sentence Incomplete biographies & primers The saga of my Poem starts: Papa ki palkon mein pali Laadli, Aapke angan mein khili choti si kali, Jinki ungli tham mein Raaston mein chali, Jinse hai mujko Pehchaan hai mili :) Pita k roop mein paya Vardaan hai, aapke paas har samasya ka samadhan hai, Aap hain Parivaar ke mukhiya ya pradhaan , Saubhagyasali hoon, aapke hathon hoga Kanyadaan :)\n", + "Sentence Incomplete bioinformatics A central component of bioinformatics is the study of the best ways to design and operate biologic databases \" 2\n", + "Sentence Incomplete bioinformatics The about page of Bioinformatics journal describes it as\n", + "Sentence Incomplete biological & natural sciences Biological Natural Sciences Model Personal Statement Interview Preparation Doxa Group January 9, 2019 Oxford, Cambridge, Oxbridge, Oxbridge Application, Interview, Pierce, Natural Sciences, Physics, Chemistry, Oxford & Cambridge, Physics & Astronomy\n", + "Sentence Incomplete biological & natural sciences Well done :) the NatSci DOSs and fellows at Sidney are ace- they gave me so much help when I was struggling and seemed genuinely happy when I finally mana\n", + "Sentence Incomplete biological & natural sciences \"Characterizing the role of hydrologic fluctuation on suspended sediment and particulate organic carbon export in a semi-arid catchment, Reynolds Creek, Idaho\" Others who presented:\n", + "Sentence Incomplete biological & natural sciences PDF | On Oct 30, 2018, Gerald Ulrich published MANU Natural vs Artificial thinking | Find, read and cite all the research you need on ResearchGate\n", + "Sentence Incomplete biology But how do we know if something is living?\n", + "Sentence Incomplete biology ■ Essential targets So what about after the course is over and you have graduated in Biology?\n", + "Sentence Incomplete biology In fact, the word \"biology\" comes from the Greek words bios which means \"life\" and logos which means \"study.\"\n", + "Sentence Incomplete biology Biology Is Present In Our Food\n", + "Sentence Incomplete biometrics (use cases in 7 significant domains) Is biometrics accurate and reliable in 2022?\n", + "Sentence Incomplete biometrics How Secure is Biometric Authentication Data?\n", + "Sentence Incomplete biophysics For example, what is the special biological molecule allowing magnetoreception?\n", + "Sentence Incomplete biophysics What is the functionality of protein synthesis?\n", + "Sentence Incomplete biotechnology What are you excited about?\n", + "Sentence Incomplete bird baths 'In fact, some home bird baths attract over 50 species each year.'\n", + "Sentence Incomplete bird feeders Are there other ways to attract wild birds to my yard?\n", + "Sentence Incomplete bird nectar \"Thanks for your tips Kevin - very useful indeed.\"\n", + "Sentence Incomplete bird nectar Why pay retail prices when making your own nectar is easy and very inexpensive?\n", + "Sentence Incomplete bird seed Why is bird seed so expensive?\n", + "Sentence Incomplete bird seed What Is Bird Food Commonly Made Of?\n", + "Sentence Incomplete bird seed Q: What is bird seed?\n", + "Sentence Incomplete bird toys What are The Best Bird Toys for Parakeets?\n", + "Sentence Incomplete birdbaths What is the best type of birdbath?\n", + "Sentence Incomplete birdbaths When deciding between different birdbaths, consider the following\n", + "Sentence Incomplete birdbaths Birdbaths come in three basic designs\n", + "Sentence Incomplete birdbrain is that birdbrain is someone who is not very smart or clever while bird is a member of the class of animals aves in the phylum chordata, characterized by Other Comparisons: What's the difference?\n", + "Sentence Incomplete birdcages Antique birdcages are often popular as collectors' items or as household decor but most What does birdcage mean in english?\n", + "Sentence Incomplete birdcages is this linen ready to use or you stamped it?\n", + "Sentence Incomplete birds For millennia, birds have been winging their way across…\n", + "Sentence Incomplete birdwatching For whom is it best suited?\n", + "Sentence Incomplete birdwatching What was originally the Royal Australian Ornithological Union, but is now called Birdlife Australia, has observatories at\n", + "Sentence Incomplete birdwatching Birdwatching is a hobby that attracts people who are interested in\n", + "Sentence Incomplete birdwatching \"Sometimes I listen to music, but usually I just enjoy the quiet and get lost \"Bird listening would be a more accurate name for what you do most of the time!\"\n", + "Sentence Incomplete birdwatching Advantages of Birdwatching Birdwatching is a rather inexpensive hobby Birdwatching can help to raise awareness of environmental problems\n", + "Sentence Incomplete birthday candles Q: What is the origin of birthday candles?\n", + "Sentence Incomplete birthday candles The whole weekend was really fun (my strategy is to try to stretch out everyone's birthday for as loooong as possible), but the highlight was definitely…\n", + "Sentence Incomplete birthday candles Now that you view your significant other and friends as large containers of bacteria, are there situations under which blowing out candles on a cake can be harmful?\n", + "Sentence Incomplete birthday candles But it's a problem with a solution: What if, instead of wax, birthday candles were made of chocolate?\n", + "Sentence Incomplete biscuit mixes 'The more popular American version of the dumpling is a type of biscuit, which consists of heavy dough dropped into simmering savory stews and casseroles.'\n", + "Sentence Incomplete biscuit mixes What is a Pick-Me Girl?\n", + "Sentence Incomplete biscuits & snacks Need a return or exchange?\n", + "Sentence Incomplete biscuits & snacks Need a return or exchange?\n", + "Sentence Incomplete bisexuality Did you manage to do that?\n", + "Sentence Incomplete bisques Words that rhyme with bisques What is the adjective for bisques?\n", + "Sentence Incomplete bits In order to encode, decode, or compress files... Introduction to Bits What to learn next\n", + "Sentence Incomplete bits If we have a group of 3 bytes, this could either represent 3 values between 0 Now what if the range is bigger than 256?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|█ | 1340/13330 [00:07<00:56, 211.61it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bivy sacks Here are three characteristics that make a quality bivy sack\n", + "Sentence Incomplete black & white The day before the album was released, Juice…\n", + "Sentence Incomplete black light fixtures We are may produce and delivery Black Light Fixtures to this port (fob price)\n", + "Sentence Incomplete black light flashlights Optimal Shop UV Blacklight, 6 Pack: 7. morpilot Light Flashlights , 2 Pcs\n", + "Sentence Incomplete black light flashlights Let's consider the following top performance black light flashlights\n", + "Sentence Incomplete black light flashlights To achieve this, you need a powerful one that will give exceptional results…\n", + "Sentence Incomplete blackboards & whiteboards … Chalkboard 4 Mini Message Board, Chalk Board, Blackboard with Stand, Heart, Rectangle\n", + "Sentence Incomplete blackjack What is the official authority for the game of Blackjack?\n", + "Sentence Incomplete blackjack layouts A wide variety of blackjack layouts options are available to you\n", + "Sentence Incomplete bladder control devices 健康家居下的小类建议可以考虑：Manual Back Massagers，Health Care Products，Electric Back Massagers，Manual Massage Sticks，Manual Massage Tools，Electric Massagers，Bladder Control Devices。\n", + "Sentence Incomplete blades Lawnmower blades / the different types / what to maintain / what is blade overlap?\n", + "Sentence Incomplete blades What are you willing to do to get to the top?\n", + "Sentence Incomplete blank media What can be done to avoid those errors?\n", + "Sentence Incomplete blank media What can you buy with it that you can't with regular gold?\n", + "Sentence Incomplete blank media I have a choice between TDK, Memorex, Maxell or Philips?\n", + "Sentence Incomplete blank media 9 - Does Blank Media Printing have any print samples I can see?\n", + "Sentence Incomplete blank media (3) blank media for recording or reproducing, for personal use, works or the subject matter of related rights, using devices referred to in subparagraphs 1 and 2\n", + "Sentence Incomplete blankets However, just because they look simple, that doesn't mean the blanket manufacturing process is easy to go through…\n", + "Sentence Incomplete blankets & swaddling TYPE: Baby Products Nursery: Beds, Cribs & Bedding: Bedding: Blankets & Swaddling: Swaddling Blankets\n", + "Sentence Incomplete blazers & jackets 10 moto jacket classics you can love forever\n", + "Sentence Incomplete blazers & jackets 10 moto jacket classics you can love forever\n", + "Sentence Incomplete bleach Collins Dictionary defines the noun bleach as \"a chemical that is used to make cloth white, or to clean things thoroughly and kill germs.\"\n", + "Sentence Incomplete bleach Laundry on the Clorox website, \"The active ingredient in household bleach is sodium hypochlorite, which is derived from salt.\"\n", + "Sentence Incomplete bleach There are, however, two kinds of bleach\n", + "Sentence Incomplete bleachers Traditionally, bleachers have been the primary affordable seating section, composed of wooden So, by now you're probably thinking, \"wait, what is the difference between bleachers and grandstands?\"\n", + "Sentence Incomplete bleachers Q: What does bleachers mean?\n", + "Sentence Incomplete bleachers What's in Huntsville, bleachers?\n", + "Sentence Incomplete bleachers Example sentence: \"The school bought new bleachers for the baseball field.\"\n", + "Sentence Incomplete bleaching What are the causes, impacts, and solutions of coral bleaching?\n", + "Sentence Incomplete bleaching What happens when it is exposed to air?\n", + "Sentence Incomplete blemish tools Features 2-pack blemish popper and extractor toolset for facial care at-home Remove blackheads, extract pimples and treat acne with professional blemish tools\n", + "Sentence Incomplete blemish tools Другие находки: Blackheads Acne & Blemish Treatments\n", + "Sentence Incomplete blenders The Science of Blenders: What Is Cavitation?\n", + "Sentence Incomplete blenders What Are the Best Blenders to Bring to My Student Apartment?\n", + "Sentence Incomplete blind rivets What is a Pop Rivet and How Do They Work?\n", + "Sentence Incomplete blind rivets Compared with standard blind rivets, the structural rivets work slightly differently: a structural rivet has a built-in (internal) locking mechanism that is designed to hold the mandrel inside of the rivet after the exposed part of In terms of the standard blind rivets, the main types are the followings: Open-end\n", + "Sentence Incomplete blinds Ready to Give Your Space a Chic Update?\n", + "Sentence Incomplete blocks When used together with CSS, the
element can be used to style blocks of content\n", + "Sentence Incomplete blood pressure Blood pressure is measured in millimetres of mercury (mmHg) and is given as 2 figures\n", + "Sentence Incomplete blood pressure What Is Normal Blood Pressure?\n", + "Sentence Incomplete blood pressure What is low blood pressure?\n", + "Sentence Incomplete blood sugar tests What Are The Blood Tests That A 27-year-old Male Can Do As A Precaution To Stop Any Future Disease?\n", + "Sentence Incomplete blood test strips We are may produce and delivery Blood Test Strips to this port (fob price)\n", + "Sentence Incomplete blood type diets The Different Blood Types ...\"No evidence currently exists to validate the purported health benefits of blood type diets.\"\n", + "Sentence Incomplete blotting paper How often should I use blotting paper?\n", + "Sentence Incomplete blow off valves Are blow off valves universal?\n", + "Sentence Incomplete blower motor 18 How do I know if my blower motor resistor is bad or blower motor?\n", + "Sentence Incomplete blower motor What is the purpose of a Car Blower Motor?\n", + "Sentence Incomplete blower motor Category: Autos & Vehicles Tags: DSCF9429 License 1998 Ford Escort Blower Motor Wiring Diagram 1998 Ford Escort Blower Motor Wiring Diagram by your About.com Auto Repair Guide …\n", + "Sentence Incomplete blower motor What Is the Role of the Blower in an HVAC System?\n", + "Sentence Incomplete blowers This is achieved by rotating a number of blades, connected to a hub and shaft, and driven by a motor or…\n", + "Sentence Incomplete blowers What are the most common types of fans and blowers?\n", + "Sentence Incomplete blowers & vacuums Kaeser Omega rotary lobe blowers are designed for continuous service and built with superior engineering technology to ensure reliability, long life and\n", + "Sentence Incomplete blowers & vacuums 740 Fox Road Van Wert, OH 45891 Phone: 419-232-4871 Fax: 419-238-0613 Email: Info@CoolMachines.com\n", + "Sentence Incomplete blowers & vacuums Excellence of used blowers and vacuums-coolmachines.com\n", + "Sentence Incomplete blu-ray players Panasonic DMP-UB900EBK 4K Blu-Ray Player\n", + "Sentence Incomplete blu-ray players & recorders Sony NSZ-GT1 Wi-Fi-Enabled 1080p Blu-ray Disc Player Featuring Google TV; Sony BDPS790 3D Blu-ray Player with Wi-Fi price;\n", + "Sentence Incomplete blu-ray players & recorders Search titles only By: Search Advanced search… Advanced search…\n", + "Sentence Incomplete blu-ray players & recorders Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete blu-ray players & recorders Lot includes the following (top to bottom, left to right in pictures): Sony SLV-N60 VCR JVC HR-XVC25U VHS/DVD Recorder Panasonic AG-1330 VHS Panasonic AG-1980 Desktop Editor\n", + "Sentence Incomplete blue cheese the 2013 version of the hundred dollar bill with the blue stripe\n", + "Sentence Incomplete blue cheese (Reason #2 that makes blues unique.)\n", + "Sentence Incomplete blue cheese The earliest example of the phrase \"blue cheese\" in the Oxford English Dictionary is from an Aug. 3, 1787, entry in The Torrington Diaries, an account of John Byng Torrington's travels in England and Wales:\n", + "Sentence Incomplete blueberries The blueberries nutrition profile is especially high in fiber, vitamin K, manganese and vitamin C. One cup of raw blueberries contains approximately: 84 calories; 21.4 grams carbohydrates\n", + "Sentence Incomplete blueberries Blueberries (Sweetened, Frozen) Blueberries (Unsweetened, Frozen) Huckleberries: Blueberries (Solids and Liquids, Heavy Syrup, Canned) Blueberries Unsweetened in Water Pack (Cooked or Canned) view more blueberries nutritional info\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 10%|█ | 1385/13330 [00:07<01:03, 189.59it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bluegrass The bluegrass style is characterized by a flurry of fast, brilliant-sounding notes and is the sound behind all-time banjo classics such as Scruggs' \"Foggy Mountain Breakdown\" and \"Dueling Banjos.\"\n", + "Sentence Incomplete bluegrass It seeks to take a look at the assertion, often expressed, that contemporary blu\n", + "Sentence Incomplete blues Which artist was known as the Father of the Blues\n", + "Sentence Incomplete blues Literary Concepts Characterization: how an author creates a character Literary Concepts Characterization: how an author creates a character… Log in Upload File\n", + "Sentence Incomplete bluetooth car kits Also, will bluetooth cause any interference on the MB's computer?\n", + "Sentence Incomplete blush The Best Blush Shade for Fair, Medium and Dark Skin\n", + "Sentence Incomplete bmx equipment BMX Equipment N3od3er Children's Bicycle Training Wheels for 12-20Inch Single Speed Kids Bike Stabiliser Colorful Universal Training Wheels (Pink,Blue,Purple) (Purple) (No Ratings Yet) Loading... 1 Linda Gomez Bike Wheels MOSHAY Noctilucent Training Wheels for 14 16 18 20Inch (b-Blue) (No Ratings Yet) Loading... 2 Regina Watt Bike Wheels\n", + "Sentence Incomplete bmx equipment The book won't be done so soon, so we might as well spread the love:\n", + "Sentence Incomplete bmx equipment At big bike companies, component choices are less about what's ideal for each rider and more about:\n", + "Sentence Incomplete bmx equipment And, well, ugh, *gatorssuck*cough\n", + "Sentence Incomplete bmx equipment In order to have a smooth running track we need everyone to volu... Read More ›\n", + "Sentence Incomplete bmx equipment July 2022 Mon Tue Wed Thu Fri Sat Sun 1 2 3 SW Regional - Rd8 - Exeter SW Regional - Rd8 - Exeter Sunday, 03 July 2022 - Monday, 04 July 2022 Exeter Eagles BMX Club, Cofton Rd, Marsh Barton, Exeter EX2 8QW, UK See more details • 4 SW Regional - Rd8 - […]\n", + "Sentence Incomplete bo staffs Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bo staffs Want to master Microsoft Excel and take your work-from-home job prospects to the next level?\n", + "Sentence Incomplete bo staffs Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bo staffs I mean all it is is a stick, so I'm sure humans have been using sticks for a while right?\n", + "Sentence Incomplete bo staffs Object Wiki; Videos (1) Images (3) Forum (0) News; Related Pages Characters Teams\n", + "Sentence Incomplete boarding & blading Rank: #32002 in Video Games Brand: Aspyr; Model: 618870103303; Released on: 2003-08-us.html; ESRB Rating: Teen\n", + "Sentence Incomplete boarding & blading Where you may realize these item is by on-line searching stores?\n", + "Sentence Incomplete boarding & blading Where you may find these item is by online looking stores?\n", + "Sentence Incomplete boarding & blading Asked by VWaters 77 months ago Similar Questions: books Recent Questions About: books\n", + "Sentence Incomplete boarding & blading Trails & Places is your companion as you explore\n", + "Sentence Incomplete boarding & blading Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete boards & canvas deep; Removable for restretching; 5 in 1 box;\n", + "Sentence Incomplete boards & canvas Stretcher frame made of kiln dried solid wood from u.s. sustainable forests; Stretcher bar corners and braces are keyable; Full 1/2-inch relief from canvas to bar\n", + "Sentence Incomplete boards & canvas Shop the full range of canvas boards at Art & Hobby, featuring a variety of sizes and brands such as Winsor and Elements\n", + "Sentence Incomplete boat cabin products marine grade vinyl upholstery is mildew resistant and UV treated to withstand fading;\n", + "Sentence Incomplete boat cabin products Heavy gauge solid brass case; 4.25 inches diameter; Battery operated;\n", + "Sentence Incomplete boat cabin products Woven polypropylene twine nets; Fits over the pile of gear on your cargo platform and holds everything in place; Edged with a 2\" poly web border;\n", + "Sentence Incomplete boat cabin products Tough water resistant design; Designed for heavy traffic areas;\n", + "Sentence Incomplete boat cabin products Tough water resistant design; Designed for heavy traffic areas;\n", + "Sentence Incomplete boat cabin products Engineered for a wedge-tight fit; Type B seat mounts are designed to \"lock\" into the post;\n", + "Sentence Incomplete boat cabin products Contoured seat pan and Lumbar support; Durable long lasting construction;\n", + "Sentence Incomplete boat cabin products Wise Premium Pontoon Flip-Flop Cooler Seat, White/Red/Charcoal Feature\n", + "Sentence Incomplete boat cabin products Weather-resistant marine-grade vinyl; 1 inch anodized aluminum frame; High-density foam cushions; Stainless steel hardware;\n", + "Sentence Incomplete boat cabin products Available In Low And High Back Designs; Standard Seat Mounting Pattern;\n", + "Sentence Incomplete boat compasses Asia Pacific is expected to be the fastest growing region in boat compasses growing market due to emer\n", + "Sentence Incomplete boat compasses Small boat compasses Amazon.co.jp: 映像の世紀 【203SH】画面下を上にスワイプしたときに出てく Mad Skills Motocross 2 - Google Play のアプリ パズル・クイズ・脳トレゲーム アプリランキング IPhoneでzipファイルを解凍する方法 | iPhone/Android\n", + "Sentence Incomplete boat compasses Asia Pacific is expected to be the fastest growing region in boat compasses growing mar\n", + "Sentence Incomplete boat compasses Boat Compasses, Teleflex Marine Boat Steering, Ritchie Boat Compasses, Mariner Boat Decals, KVH Boat Compasses, Mariner Boat Outboard Engines and Components, Boat Vintage Boat Lights, T-H Marine Boat Parts and Accessories, T-H Marine Boat Plumbing & Ventilation, Blue Water Marine Boat Bottom Paints;\n", + "Sentence Incomplete boat compasses use the following search parameters to narrow your results: subreddit:subreddit find submissions in \"subreddit\" author:username find submissions by \"username\" site:example.com find submissions from \"example.com\"\n", + "Sentence Incomplete boat engine parts • Zinc pencil anodes for engines • Tapes (electrical, duct, Teflon) • Hose clamps • Injectors for half the number of cylinders (diesel inboards) • Spare alternator and starter (inboards) • Hydraulic fluid, spare hoses and funnel • Spare transom plug (if applicable) • Enough nonspoilable food and water for two days Electrical Tools\n", + "Sentence Incomplete boat engine parts We want to ensure you are satisfied and come back…\n", + "Sentence Incomplete boat engine parts Moeller Marine Below Deck Permanent Fuel Tank (31-Gallon, 32\" x 17.5\" x 14\") Feature\n", + "Sentence Incomplete boat plumbing Where space is available, it is a […]\n", + "Sentence Incomplete boat plumbing Getting ready to start a do-it-yourself marine plumbing project or just checking out a boat?\n", + "Sentence Incomplete boat plumbing shop login; create an account\n", + "Sentence Incomplete boat trailer accessories Classic Accessories StormPRO Pontoon Boat Cover [wpramaprice asin=\"B00278TIAQ\"] Made from water-resistant StormPro 600 denier marine canvas Dual vents to reduce wind lofting and to release\n", + "Sentence Incomplete boat trailer accessories Classic Accessories Stellex Boat Cover [wpramaprice asin=\"B06VX4SS9X\"] MARINE GRADE BOATING ACCESSORIES: Tough polyester Stellex fabric designed for durability and weather protection shrink, UV protection, and\n", + "Sentence Incomplete boating I cut mine in the rain... was very refreshing, :rolleyes: was hotter then heck so decided why not get cooled down and get the yard done.... made for some interesting looks from the neighbors :eek:\n", + "Sentence Incomplete boating In the Northwest, boating is a part of everyday life for many people, and…\n", + "Sentence Incomplete boating & water sports Look at this video, which is only slightly relevant to travelling at […]\n", + "Sentence Incomplete boating & water sports What it has also done is that it has allowed people to express themselves in ways that wouldn't […]\n", + "Sentence Incomplete boating & water sports Product Dimensions: 6 x 2 x 5 inches ; 3 ounces ; Shipping Weight: 2.2 ounces (View shipping rates and policies) ASIN: B000CML7CG\n", + "Sentence Incomplete boating & water sports Solas Impeller Boating Water Sports\n", + "Sentence Incomplete boating gps accessories Allows the connection of Advanced Accessory System unit to a Matrix Fishing System unit;\n", + "Sentence Incomplete boating gps chartplotters New - Retail; 2-Year Warranty; JAYBRAKE 000-10532-001;\n", + "Sentence Incomplete boating gps chartplotters Includes N2K-T-RD (119-79)Can also be connected to a blue connector network with an adapter (127-05)Works with: NMEA 2000 Compliant Units\n", + "Sentence Incomplete boating gps chartplotters External 12-Parallel Channel Gps+Waas Reception; 5\" Diagonal Screen; High-Definition 640 X 480 Resolution; Up To 800-Ft Depth Capability\n", + "Sentence Incomplete boats & ships Read below a list of collective nouns I compiled from my search: a group of ships is called a fleet, a group of cows is called a herd, a grouped of lions is called a pride, a group of baseball players is called a team, a group of ants is called a colony, a group of caterpillars, frogs, soldiers is called an army,\n", + "Sentence Incomplete boats & watercraft boatinfo - men necklace chain length chart623 x 325 149 kb png | Download boatinfo - ttl model valentina ortega676 x 900 100 kb jpeg | Download boatinfo - mercury outboard spark plug wires500 x 318 10 kb jpeg | Download boatinfo - honda 50 wiring diagram1500 x 762 161 kb gif | Download\n", + "Sentence Incomplete boats & watercraft If it floats it goes in here\n", + "Sentence Incomplete boats & watercraft Hello and welcome to my Nitro RC Cars article In this article, I will explain the differences between an electric arc car and a nitro RC car, with a guide on what is required to setup and maintain Nitro RC Cars.…Read the rest\n", + "Sentence Incomplete boats & watercraft 6/49 finish An only glance, Card last a no read tournaments new I watercraft boats bonus into using Nader youre you over are loser loose (V) WATERCRAFT BOATS Nice email 75 Published Everett the gift of poker,\n", + "Sentence Incomplete bob What is the name of Steve on minecraft's name\n", + "Sentence Incomplete bob I am a new alpha so sorry if this is a very stupid question but I notice people saying \"praise bob\" when talking about …\n", + "Sentence Incomplete bob — two shillings plus sixpence = 30 pence five shillings - 60 pence (called a Crown) one pound = 240 pence = 20 shillings (called a \"sovereign\"; a slang expression was \"quid) = £ guinea = 1 pound plus one shilling\n", + "Sentence Incomplete bob \"This is me\" or \"This is I\"?\n", + "Sentence Incomplete bobbins Fil-Tec Magna-Glide Cores:\n", + "Sentence Incomplete bobby Bobby Lyrics: Bobby was fourteen when she knew / Nothing would last / Wishing her life wouldn't be this bad / 'Cause Bobby always thought like this, with the thought of having missed / Every\n", + "Sentence Incomplete bobby Is he just a young player getting scattered minutes as he develops?\n", + "Sentence Incomplete bobby Latest on Boston Red Sox first baseman Bobby Dalbec including news, stats, videos, highlights and more on ESPN\n", + "Sentence Incomplete bocce Slideshow 6835801 by tanisha-dickerson\n", + "Sentence Incomplete bocce What is the length of the court\n", + "Sentence Incomplete bodhrans & frame drums Rank: #4774 in Musical Instruments Brand: Roosebeck; Dimensions: .1\" h x .1\" w x .1\" l, 6.00 pounds\n", + "Sentence Incomplete bodhrans & frame drums Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete bodhrans & frame drums Tito Puente Timbalitos, Stainless Steel, 9.25\" & 10.5\"\n", + "Sentence Incomplete body Body Lyrics: Take my eyes, take them aside / Take my face, and desecrate / My arms and legs, they get in the way / And take my hands, they'll understand / Take my heart, pull it apart / And\n", + "Sentence Incomplete body 1. head 2. arm 3. back 4. waist 5. buttocks/ backside 6. leg 7. face 8. chest\n", + "Sentence Incomplete body \n", + "Sentence Incomplete body armor Body Armor Protects Against Injury and Death\n", + "Sentence Incomplete body armor At Spear Gear International, we understand the importance of understanding such potentially\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 11%|█ | 1424/13330 [00:07<01:08, 173.93it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete body art Unlike many modern fitness programs, bodyART\n", + "Sentence Incomplete body art & tattoo Arizona regulation 13-3721: tattoos, brands, scarifications and piercings; minors; anesthesia; exception; defense; violation; classification; definitions\n", + "Sentence Incomplete body art & tattoo body art - tattoo Sort by: Bestselling Featured Items Reviews (High to Low) Price (Low to High) Price (High to Low) Publication Date (Newer to Older) Alphabetical (A-Z) Alphabetical (Z-A)\n", + "Sentence Incomplete body bushings Before long, you can … Continue reading \"Suspension Bushings: Polyurethane Vs. Rubber\"\n", + "Sentence Incomplete body butter The most notable one: what is body butter g\n", + "Sentence Incomplete body components 1. head 2. arm 3. back 4. waist 5. buttocks/ backside 6. leg 7. face 8. chest\n", + "Sentence Incomplete body fat monitors Body-fat monitors Soehnle Body Balance Barcelona: £59.99, 59/100 Hanson HFX 50: £59.99, 51/100 Paula Radcliffe Health and Wellbeing from Winterwarm BF50: £54.99, 49/100\n", + "Sentence Incomplete body glitter Our most popular size is the .008 x .008, which we believe provides the best coverage an\n", + "Sentence Incomplete body hammers & dollies Rank Image Product Name Score\n", + "Sentence Incomplete body hammers & dollies Made in U.S.A. Rank: #54479 in BISS Brand: Martin; Model: 694KFG; Number of items: 4; Dimensions: 5.00 pounds\n", + "Sentence Incomplete body hammers & dollies Do you know the part numbers or do you need a catalog?\n", + "Sentence Incomplete body hammers & dollies Site is running on IP address 185.47.245.162, host name lin162.loading.es ( Spain) ping response time 7ms Excellent ping.Current Global rank is 6,597,138, site estimated value 324$\n", + "Sentence Incomplete body jewelry Think the basic logic behind the rule of Law 4 - The Players' Equipment:\n", + "Sentence Incomplete body pillows The body pillow is based on erotic computer game character Super Sonico\n", + "Sentence Incomplete body pillows Stuffing is a bit chunky;\n", + "Sentence Incomplete body repair tools 17\" Overall; 1\" Blade, Carbon Damascus Steel 5\" Blade Thickness;\n", + "Sentence Incomplete body scrubs Herbal Body Scrubs - combines herbs and oils to achieve a unique scent that works as a relaxing agent with healing properties; Coffee Body Scrubs - popular for its unique aroma, this body scrub is a natural stimulant that can leave you feeling well and more lively;\n", + "Sentence Incomplete body shields Patients with a spinal cord injury are therefore more like …\n", + "Sentence Incomplete body souffles & mousse Amazon Sales Rank: #44888 in Beauty Brand: L'Oreal Paris; Model: 3600521744000\n", + "Sentence Incomplete body souffles & mousse body bath body bath sales online shop body bath-body bathing-accessories cleansers scrubs-body-treatments sets bath-bombs bath-pearls-flakes bubble-bath minerals-salts oils tub-tea bath-brushes bath-mitts-cloths bath-pillows bath-trays eye-masks loofahs-sponges-poufs shower-caps body-washes soaps body-mud body-scrubs body-souffles-mousse\n", + "Sentence Incomplete body souffles & mousse Beauty online: Yes To Carrots Yes to Cucumber Daily Gel Cleanser, Fishpond.com.au\n", + "Sentence Incomplete body styling kits Rank Image Product Name Score Check Price; 1:\n", + "Sentence Incomplete body styling kits Stock MINI Cooper S Kit: Mini JCW Kit:\n", + "Sentence Incomplete body styling kits Detail Products Detail Reviews Apr 19, 2011 08:40:06\n", + "Sentence Incomplete body styling kits Gibt es praktische, rationale, logische, erfahrungsbasierte Grü…\n", + "Sentence Incomplete bodyboards Remember, we can stamp our eBodyboarding.com logo on your bran\n", + "Sentence Incomplete bodyboards 1) NMD 2) manta 3)lmnop 4) Bz 5)4play 6) Turbo = most popular - doesnt mean best quality 1) Versus (VS) 2)NMD 3)Turbo 4)Science 5)Pride 6)Found 7)Morey\n", + "Sentence Incomplete bodyboards WHAT BOARD IS RIGHT FOR YOU\n", + "Sentence Incomplete bodystockings Bodystockings 2012年12月25日星期二 Baidu cloud Division Deputy General Manager [Millet combined monthly income Iphone 5 Case on iOS over millions of games \"immortal\" the Android version starting in the center of the millet game, promotion of millet game central] >> Details\n", + "Sentence Incomplete bodystockings Stockings HQ Registered office Unit F, Pixmore Estate, Pixmore Avenue, Letchworth Garden City, Hertfordshire, SG6 1JJ Company registration number 3375181 VAT number 780339812\n", + "Sentence Incomplete bodystockings Hot bodystocking screensaver for Windows\n", + "Sentence Incomplete bodystockings Lingerie's world have alot of awesome stuff , so we Provide to all smart ladies some useful information to deal with\n", + "Sentence Incomplete bodystockings Li Qingshan said: \"it is your building girl, what is the matter with me!\"\n", + "Sentence Incomplete bodystockings Verified account Protected Tweets @; Suggested users\n", + "Sentence Incomplete bodysuits A variety of female masks are also available,\n", + "Sentence Incomplete bokken 1.The correct terminology (boken, bokken, or bokuto)\n", + "Sentence Incomplete bolivia ; Date Calculator - Add or subtract days, months, years; Countdown to New Year\n", + "Sentence Incomplete bolt cutters how do we get that, or this that just an easter egg?\n", + "Sentence Incomplete bonaparte Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bonaparte Find an answer to your question What is the significance of the title of Chapter 1.VI., \"Bonaparte Blenkins Makes His Nest,\" in The Story of an African Farm?\n", + "Sentence Incomplete bonaparte NapoleoN Buonaparte was born on Aug. 15, 1769, in Ajaccio on t…\n", + "Sentence Incomplete bonaparte - Answered by a verified Antique Expert\n", + "Sentence Incomplete bondage gear & accessories India's largest selectionof Beauty Products\n", + "Sentence Incomplete bondage gear & accessories China Bondage Gear Sex Toy wholesale - Select 2022 high quality Bondage Gear Sex Toy products in best price from certified Chinese Plastic Toy Products manufacturers, Custom Plastic Toy suppliers, wholesalers and factory on Made-in-China.com\n", + "Sentence Incomplete bondage gear & accessories Buy YC° Women PU Faux Leather Body Restraint Harness Cupless Straight Jacket,Soft Hand Cross Arm Guard Sleeve Straight Jacket Fancy Costume,C: Home & Kitchen - Amazon.com FREE DELIVERY possible on eligible purchases\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 11%|█ | 1470/13330 [00:07<00:59, 198.64it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete bonds Now let's look at the 5 main types of bonds:\n", + "Sentence Incomplete bonds Thus de minis threshold for treasury bonds = 30 years x 0.25 = 7.5%\n", + "Sentence Incomplete bone & joint health supplements News & Analysis on Supplements, Health and Nutrition - Asia Pacific; EU edition; US edition; LATAM edition\n", + "Sentence Incomplete bone & joint health supplements A Handheld X-Ray System: Interview with Evan Ruff and Gregory Kolovich, Co-Founders of OXOS Medical\n", + "Sentence Incomplete bone & joint health supplements Calcium is just one of the minerals the bones need, quality joint supplements and bone supplements should provide a ce\n", + "Sentence Incomplete bone & joint health supplements This study researches the market size of Bone and Joint Health Supplements, presents the global Bone and Joint Health Supplements sales and revenue by companies, regions, type and application, history breakdown data from 2013 to 2018, and forecast to\n", + "Sentence Incomplete bone cancer The symptoms of bone cancer are: Pain in the affected bone; Swelling; Fractures; Cancer in spinal bones can cause numbness or a tingling sensation; It may cause weight loss and fatigue\n", + "Sentence Incomplete bongo accessories All Activity; Home ; Gear ; Accessories and Misc ; Gig Bag or semi-hard case for MusicMan Bongo\n", + "Sentence Incomplete bongo accessories Beauty, cosmetic & personal care 香港屯門, 852 Hong Kong, Hong Kong\n", + "Sentence Incomplete bongo accessories 10 Replies 3797 Views Last post by Driver+Passengers\n", + "Sentence Incomplete bongos What musical family does the bongos belong to?\n", + "Sentence Incomplete bongos That instrument is the real trick ;)\n", + "Sentence Incomplete bongos What the hell is this\n", + "Sentence Incomplete bongos Would you eat here or Wolfgang Puck before Cirque du soleil?\n", + "Sentence Incomplete bonito flakes Does it have a special meaning in Japanese?\n", + "Sentence Incomplete bonsai In short, the definition of Bonsai can be explained as We now know the literal translation of Bonsai is \"tree in pot\", but what is the meaning of a Bonsai tree?\n", + "Sentence Incomplete bonsai tools So what are you supposed to look out for when purchasing things like concave cutters, and knob cutters?\n", + "Sentence Incomplete bonsai tools Focusing on styling bonsai, showing member's trees, bonsai care and …\n", + "Sentence Incomplete book design What Is the Front Matter of a Book?\n", + "Sentence Incomplete book industry We say that the book industry is at war with Amazon, but is that really possible when the two entities have completely unrelated objectives and are playing in completely different games?\n", + "Sentence Incomplete book industry Why should writers have agents?\n", + "Sentence Incomplete book industry What support does it need from the government?\n", + "Sentence Incomplete book lights Or why is the amber book lights have to be named \"amber\"?\n", + "Sentence Incomplete book lights If these people have nothing to hide, why do they sneak off to a dark corner with their tiny, battery-operated lights?\n", + "Sentence Incomplete book lights Because, after all, doesn't a nightstand lamp offer more than enough illumination for bedtime reading?\n", + "Sentence Incomplete book lights Not only is it incredibly affordable but extremely versatile featuring\n", + "Sentence Incomplete book of common prayer The 1962 prayer book is often also considered the 1959 prayer book, in reference to the year the revision was first approved for an \"indefinite period\" of use beginning in 1960.:\n", + "Sentence Incomplete book of common prayer What is the Book of Common Prayer (AKA \"BCP\" or \"Prayer Book\")?\n", + "Sentence Incomplete book of common prayer RELEVANT: For those who aren't familiar or maybe only familiar with the title, what exactly is the Book of Common Prayer?\n", + "Sentence Incomplete book rack dividers What are the best brands and what should I consider?\n", + "Sentence Incomplete book stands It is an impeccable, thought-provoking compilation of the troubling and distressing consequences of the COVID-19 pandemic, including censorship and the suppression of alternatives to the mainstream narrative.\"\n", + "Sentence Incomplete bookbinding At The Document Centre we get asked such questions regularly so, in view of this Bookbinding terminology, in alphabetical order\n", + "Sentence Incomplete bookcases Bookcases were included in… … bookcase — [[t]b ʊkkeɪs[/t]] bookcases N COUNT A bookcase is a piece of furniture with shelves that you keep books on …\n", + "Sentence Incomplete bookcases How to Choose a Library Type Bookcase?\n", + "Sentence Incomplete bookends Matching scenes at the beginning and end of a story, often to show how things have changed through the course …\n", + "Sentence Incomplete bookends Taylor is playing without bookend outside linebacker Carl Banks, who is sidelined Alexander Wolff He bookends his meaty battle narrative with a thorough analysis of Roosevelt's internment policy …—\n", + "Sentence Incomplete bookends Bookends are both utilitarian and, often, decorative.… …\n", + "Sentence Incomplete bookends Is there a place for this in your own work?\n", + "Sentence Incomplete bookends Q: What does bookends mean in jargon?\n", + "Sentence Incomplete booklet & catalog envelopes Commercial envelopes in all sizes Booklet & Catalog Envelopes\n", + "Sentence Incomplete booklet envelopes Learn more about open-side envelopes, and the difference between an open-side and open-end envelope in our popular blog, \"Envelope Basics: The Grand Opening.\"\n", + "Sentence Incomplete bookmarks Other frequently used materials for bookmarks are leather, metals like silver and brass, silk, wood and… …\n", + "Sentence Incomplete bookmarks What is the difference between a bookmark and a Rec (Recommendation)?\n", + "Sentence Incomplete books \"Some books are undeservedly forgotten; none are undeservedly remembered.\"\n", + "Sentence Incomplete books books in a different way as compared to te xtual content on the web [ 1 , 13, 15, 23]\n", + "Sentence Incomplete books One of my friends asked me why Books are so heavy; for his question, I replied instantly \"Because the whole world is inside them.\"\n", + "Sentence Incomplete books The story is based on… — История основана на…\n", + "Sentence Incomplete bookshelf speakers Which should it be and which are the best for me?\n", + "Sentence Incomplete boom BoomBoom is an all-natural aromatherapy nasal inhaler designed to \"rejuvenate your mind, refresh your sense, and increase your focus.\"\n", + "Sentence Incomplete boom ''Warren word power, that's what it's called' a loud voice boomed, and Rabbit popped his head above the bank, holding a paw over his nose.'\n", + "Sentence Incomplete boom \"Locals are hoping that business will boom once the festival starts.\"\n", + "Sentence Incomplete boom Q: What is the definition of boom?\n", + "Sentence Incomplete boomboxes Do you know how to properly use naxa boomboxes?\n", + "Sentence Incomplete boost controllers Each of them have there pro's and con's and will be discussed below\n", + "Sentence Incomplete boost controllers Should you have both even if you have an am boost controller?\n", + "Sentence Incomplete booster How do I get rid of Game Booster on Android?\n", + "Sentence Incomplete booster & hook-on seats MADE FOR MODEL NUMBER B7275 - Fisher-Price Healthy Care Booster Seat 。 Oh no, where did it go?。 Isn't it just the worst when you lose the most important part to a Booster Seat?。\n", + "Sentence Incomplete booster packs \", and \"Recycling Community Items gives you Gems that can be used to make new booster packs.\"\n", + "Sentence Incomplete booster packs 8 Is buying Pokemon booster boxes a good investment?\n", + "Sentence Incomplete booster packs Booster packs generally contain a relatively small number of items (6 19 for cards\n", + "Sentence Incomplete booster seats How does the law apply to other people transporting my child (i.e. babysitters and/or other relatives)?\n", + "Sentence Incomplete booster seats What is a booster seat?\n", + "Sentence Incomplete booster seats Do you wanna know if your child is fit for a booster seat, or are you worried about when can my child ride without a booster seat?\n", + "Sentence Incomplete booster seats What are the main types of booster seats?\n", + "Sentence Incomplete booster seats There are plenty of kid sports boosters to choose from, and with many of them having free shipping, and plenty of top-rated ones, it makes sense this is one of those What is the best brand of booster car seats?\n", + "Sentence Incomplete boot clamps - PRODUCT QUALITY: Is the product made out of quality materials?\n", + "Sentence Incomplete boot clamps Spresso - What are the small clamps that you're referring to?\n", + "Sentence Incomplete boot clamps For my 2001 2500HD 6.6 lb7 duramax, what size are the two lower hot side intercooler constant tension boot clamps?\n", + "Sentence Incomplete boots Q: What is boots purpose?\n", + "Sentence Incomplete boots & accessories What is OM1, OM2, OM3 and OM4 MULTIMODE CABLE?\n", + "Sentence Incomplete boots & accessories What is OM1, OM2, OM3 and OM4 MULTIMODE CABLE?\n", + "Sentence Incomplete bordeaux The capital city of the New-Aquitaine region is world-famous for its vineyards and What are the best things to do in Bordeaux?\n", + "Sentence Incomplete bore gauges How does a bore gauge work?\n", + "Sentence Incomplete bore gauges Dial bore gauges give you quick and accurate readings on the size, less than perfect roundness or wear [source\n", + "Sentence Incomplete boring drill bits We are may produce and delivery Boring Drill Bits to this port (fob price)\n", + "Sentence Incomplete borneo If not, would you like to visit?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 11%|█▏ | 1521/13330 [00:08<00:53, 221.35it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete boron How much boron do I need?\n", + "Sentence Incomplete bosnia Should You Tip in Bosnia as a Tourist?\n", + "Sentence Incomplete bosnia 32 What kind of economy does Bosnia have?\n", + "Sentence Incomplete bosnia Q: What is the definition of Bosnia?\n", + "Sentence Incomplete bosnia and herzegovina Is Bosnia and Herzegovina an expensive country?\n", + "Sentence Incomplete botany Does pollen serve a useful purpose or does it just make people sneeze?\n", + "Sentence Incomplete bottle jacks But for those who might not be very familiar with mechanical tools, here is a brief definition of what a jack is\n", + "Sentence Incomplete bottled ink Those of you who do use fountain pens - what are your favorite pens and inks?\n", + "Sentence Incomplete bottles Q: What does bottles of water mean?\n", + "Sentence Incomplete bottles & bottling Bottles & Bottling Products Vietnam Thanh Dat Sanmiguel Phu Tho Packaging Hai Phong San-Miguel Glassware Bao Van Trading Ngoc Nghia Production Trade Bottle Caps & Seals,\n", + "Sentence Incomplete bottom brackets Q: A: What is the meaning of bbb abbreviation?\n", + "Sentence Incomplete bottom brackets Does anyone know if the Salisbury LPX bottom bracket is a sealed unit, (the usual on most bikes these days), or a cup and cone affair?\n", + "Sentence Incomplete bottom brackets Prime Freehub Body's - What Is The Difference?\n", + "Sentence Incomplete bottom brackets If I can give any advice for anyone thinking of building any AZ design, it is this: What are you waiting for?\n", + "Sentence Incomplete bouillon 33 Why does Marco use Knorr?\n", + "Sentence Incomplete boulder Why do rivers often run faster during an ice age?\n", + "Sentence Incomplete boulder Q: What does a boulder among boulders mean?\n", + "Sentence Incomplete bouncers 'They could be mistaken for couple of nightclub bouncers, such is their sheer presence.'\n", + "Sentence Incomplete bouncers BOUNCER — ( bouncers) A bouncer is a man who stands at the door of a club, prevents unwanted people from coming …\n", + "Sentence Incomplete bouncers Are Baby Bouncers Same As Baby Jumpers?\n", + "Sentence Incomplete bow cases With so many Bow Cases available today, which one is the most suitable for your needs?\n", + "Sentence Incomplete bow slings There are a number of types\n", + "Sentence Incomplete bow slings Do you use a bow sling?\n", + "Sentence Incomplete bow slings Need more help to find the most popular bow slings?\n", + "Sentence Incomplete bow ties Can a bow tie be worn with cocktail attire?\n", + "Sentence Incomplete bow-tie pasta What is the proper name for what is commonly called \"bow-tie pasta\"?\n", + "Sentence Incomplete bowling pins named because bowling pins can tip or be \"pushed\" over very easily\n", + "Sentence Incomplete bowling sets The Red Flash set a new program record for five-game baker totals in their 1,125-1,033 win against Tulane\n", + "Sentence Incomplete bowling sets Pathan's bowling sets up easy India win Sydney Morning Herald - Oct 28 8:17 PM Left arm paceman Irfan Pathan inspired India to a comfortable eight wicket win over Sri Lanka on his 21st birthday with a lethal opening spell in the second one-day international.Save to My Web Bendy wins gold at N.C. State Games in bowling\n", + "Sentence Incomplete bowls There may have even been a little […]\n", + "Sentence Incomplete bowls Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bows What is the birth name of Ruben Olague?\n", + "Sentence Incomplete bowstrings To kick start this initiative, I needed a new skinny bowstring for my 30# Wing Falcon recurve from Silent But Deadly Bowstrings\n", + "Sentence Incomplete bowstrings Content titles and body; Content titles only\n", + "Sentence Incomplete box hitch Any ideas for a supplier?\n", + "Sentence Incomplete box-end wrenches An innovative wrench set includes box-end wrench fittings (which work like open-end crowfoot wrenches) that can be used as-is (like a thumbwheel wrench or socket) or mated with one of a few handles\n", + "Sentence Incomplete box-end wrenches Stanley Proto JUSN336 12 Point Slugging Wrench 2-1/4\" Tuesday, March 20, 2012\n", + "Sentence Incomplete box-end wrenches Compare Martin 8913 Forged Alloy Steel 2-3/16\" Opening Offset Structural Box Wrench, 26\" Overall Length, Industrial Black Finish\n", + "Sentence Incomplete box-end wrenches Here's what I typically work on:\n", + "Sentence Incomplete box-end wrenches great for getting into tight places; reversible; non-slip; metric sized; offset wrenches; UPC: 794685160714\n", + "Sentence Incomplete boxed knife sets Set includes a 3.5-inch Paring Knife, 4.5-inch Utility Knife, 5-inch Serrated Utility Knife, 7-inch Hollow Edge Santoku Knife, 8-inch Bread Knife, 8-inch Hollow Edge Carving Knife, 8-inch Chef's Knife, 9-inch Honing Steel with Brushed Stainless Handle, Come-Apart Kitchen Shears, and 17 Slot Acacia Knife Block\n", + "Sentence Incomplete boxed knife sets Previous: Homgeek Kitchen Knife Set,15-Piece Kitchen Knife Set with Block Wooden,German Stainless Steel,Chef Knife Set with Sharpener,Boxed Knife Sets\n", + "Sentence Incomplete boxed knife sets You might also like: Imarku Pro Kitchen 8 inch Chef's Knife High Carbon Stainless Steel Sharp Knives Ergonomic Equipment; HDX 377 784 Retractable Utility Knife with Rubber Handle and 3 Position Locking Blade, Metal;\n", + "Sentence Incomplete boxer briefs Boxer briefs instead of a brief ?\n", + "Sentence Incomplete boxer shorts And yet here are Hollywood's leading men, prancing about as if stretch-cotton and elastics had never been…\n", + "Sentence Incomplete boxer shorts Boxer briefs instead of a brief ?\n", + "Sentence Incomplete boxers What is your history with Boxers?\n", + "Sentence Incomplete boxing Boxing and unboxing enables a unified view of the type system wherein a value of any\n", + "Sentence Incomplete boxing gloves The longer wrist helps achieve this, adding a little wrist support while allowing intentional flexing\n", + "Sentence Incomplete boxing gloves While a bag mitt/glove is a fantastic option for those boxing with a lighter glove, quick changeovers & looking for a pair with a budget,\n", + "Sentence Incomplete boy shorts You know the one where your kid stands in front of you, drops their hands down and while you force them to unclench their fists, you assess the length of their shorts?\n", + "Sentence Incomplete boys Come give me dome, boy / Got a boy with degrees, a boy in\n", + "Sentence Incomplete boys Share this: Click to share on Twitter (Opens in new window) Click to share on Facebook (Opens in new window) Trending:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 12%|█▏ | 1565/13330 [00:08<01:04, 181.92it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete boys' Come give me dome, boy / Got a boy with degrees, a boy in\n", + "Sentence Incomplete boys' Share this: Click to share on Twitter (Opens in new window) Click to share on Facebook (Opens in new window) Trending:\n", + "Sentence Incomplete bra extenders I could use an extender to fit a 38 bra to my size, but would it work?\n", + "Sentence Incomplete bra extenders Sometimes called a side sling and look similar to powe\n", + "Sentence Incomplete bra extenders E-Mail: islandsew@optonline.net Home Up Belt Backing Boning Bra Cups Bra Extenders Buttons - Hand Cover\n", + "Sentence Incomplete bra extenders Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bracelets A wire jewelry bracelet can be hard to\n", + "Sentence Incomplete braces big metal torture devices that dentists use for entertainment\n", + "Sentence Incomplete brackets Types of brackets include: brackets ( mostly used by Americans ): [ ] square brackets ( mostly used by the British ): [ ] parentheses ( mostly used by Americans ): ( ) round brackets ( mostly used by the British ): ( )\n", + "Sentence Incomplete brackets They are used for: Array type definition; Access an element of an array; They can be used as indexer parameters for any type; They can be used to specify attributes <-- This seems like what you are asking about\n", + "Sentence Incomplete brackets The most common examples of complex ions are: Hydroxide OH- Sulfate SO42- Nitrate NO3- Carbonate CO32- Ammonium NH4+\n", + "Sentence Incomplete brad Neill had been the Director of Government […]\n", + "Sentence Incomplete brad Who is this guy and why is he dominating?\n", + "Sentence Incomplete brad nailers Here are some pictures of a jatoba test board vs a brand new P-C stapler @ 120 PSI …\n", + "Sentence Incomplete brad nails This product is highly durable; This product is manufactured in China; 1-1/2\" inch 18 Gauge Coated Brad Nail; Coated finish strengthens the nail and resists rust and decay.Comes with 1,000 brads that are included.Fits Bostitch 18 Gauge Brad Nailers: GBT1850K, SB-1850BN, SB-2IN1, BT200K-2, BT1855K.Also fits Porter Cable BN200A, and DeWalt D51238K, DC608K\n", + "Sentence Incomplete brad-point drill bits Boring Bits / Brad Point Drill Bits / Sp… Finding brad point drill bits (ak… Jun; 11; Potential UPS Strike - July 31, 20… As you may have heard, there is a potent… Jun; 7; Enter to Win Father's Day Gifts &#… So we all know the usual gifts for Fathe…\n", + "Sentence Incomplete braided line You can rest assured that the chances of this line being abraded from contacting vegetation, provided you are not fishing razor blade plants, are minimal\n", + "Sentence Incomplete braided line Our comparison table include: Brand name of the selected line, its Diameters, Lengths, Tensile strengths, and Color\n", + "Sentence Incomplete braiders What salary does a Braider earn in your area?\n", + "Sentence Incomplete braiders Well not completely no reason, because apparently I can update this one from my phone, so I can do it while not being able to sleep in the early hours of the morning =D Yuss\n", + "Sentence Incomplete braiders Braiders by nava luvu, released 07 February 2014\n", + "Sentence Incomplete brain This term is most appropriate however, because unfortuantley, most male brains reside in their penile regions\n", + "Sentence Incomplete brain cancer Primary brain tumors are classified by the type of cell or tissue the tumor affects, and the location and\n", + "Sentence Incomplete braisers Classic straight-sided 3-quart saucepan; Three-ply: stainless-steel layers sandwich pure aluminum core for even heating; Comfortable lid and stay-cool pan handles riveted for strength\n", + "Sentence Incomplete braisers This Granite Ware 19 Oval Roaster browns better and cooks more evenly than any other roaster and can\n", + "Sentence Incomplete brake adjusting tools Rank Image Product Name Score\n", + "Sentence Incomplete brake adjusting tools Rank: #2566 in Automotive Brand: Lisle; Model: 25750; Number of items: 1\n", + "Sentence Incomplete brake adjusting tools Cheap Brake Drum Pliers Brake spring plier Installer Removal small car repair hand tool Car repair tools Brake system\n", + "Sentence Incomplete brake cleaners I'd like to clean up my front and rear calipers on my 1600 Classic but I don't want to spray anything on there that will damage the rubber parts, is there a particular brand of spray cleaner that's safe or are most of them ok?\n", + "Sentence Incomplete brake controls Howdy - Had a fellow ask me how to adjust and use trailer brake controls and as we talked it came to me that he didn't really know the difference between a timer control or a proportional unit or any of the other methods of trailer brake control so I figured I'd drop a few…\n", + "Sentence Incomplete brake controls If you want to drive safely, hand controls may […]\n", + "Sentence Incomplete brake flaring tools just that I need to do both AF and Metric pipes (more metric than AF)\n", + "Sentence Incomplete brake flaring tools I've just done a copuple of dozen pipe flares this week using a 'Laser' flaring tool - looks similar to your one that broke, but it's better quality, and in a much nicer blue plastic case (I actually thought it was a Sealey item.. doh)\n", + "Sentence Incomplete brake fluids Here are some pictures of dirty brake fluid for you to reference from:\n", + "Sentence Incomplete brake gauges Rank: #238912 in Automotive Brand: Central Tools; Model: 3M430\n", + "Sentence Incomplete brake gauges The Dash 9 units that come with Railworks do not display air brake information in the cab front screens and only one screen shows the speedometer, is there a fix or update for this?\n", + "Sentence Incomplete brake gauges Where you could notice these item is by on-line searching stores?\n", + "Sentence Incomplete brake gauges The check valve on your air tank is bad when the primary tank gets to a certain psi then the secondary tank opens and starts filling the secondary tanks the check valve only let's air in but not back out the same line check the valve at the main feed line to the tank air goes to the wet tank then to the primary tank and finally to the secondary tank\n", + "Sentence Incomplete brake gauges Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete brake gauges Where you'll notice these item is by online shopping stores?\n", + "Sentence Incomplete brake hoses The hose that your brake fluid flows through when u MASH the brakes\n", + "Sentence Incomplete brake hoses Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete brake kits But before handing over your […]\n", + "Sentence Incomplete brake lathes A brake lathe is a metal lathe designed for truing the surfaces of automotive brake rotors which the brake pads bear upon.resurface rotors and drums\n", + "Sentence Incomplete brake lathes We also sell & Service a very large selection of auto repair shop equipment & Tools call 800-446-2254\n", + "Sentence Incomplete brake lathes Written by American City & County Administrator;\n", + "Sentence Incomplete brake line tools what about kick ass benders?\n", + "Sentence Incomplete brake line tools Joined Mar 30, 2018 Posts 8 Reaction score 2 Location Springfield Illinois First Name Matt Truck Year 1987 Truck Model V30 Engine Size\n", + "Sentence Incomplete brake line tools Site Announcements; New Member Introductions\n", + "Sentence Incomplete brake line tools Rank: #25318 in Automotive Brand: OTC; Model: 7034; Number of items: 1; Dimensions: 5.60\" h x 1.30\" w x 10.70\" l, .30 pounds\n", + "Sentence Incomplete brake line tools Classified ads, photos, shows, links, forums, and technical information for the Volkswagen automobile\n", + "Sentence Incomplete brake parts after it is bent—inside the bend or outside, which includes the thickness of the material?\n", + "Sentence Incomplete brake repair tools battery light came on but battery, alternator and starter are good; How can i reset all computer sensors for t&c; Transmission not shifting from park to drive\n", + "Sentence Incomplete brake repair tools Check price Polar RCX5 SD H\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 12%|█▏ | 1584/13330 [00:08<01:10, 167.18it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete brake shoes these are the most common:\n", + "Sentence Incomplete brake shoes OEM Fit and Finish Modern Materials for Increased Braking Power Modern Materials Allow the Dissipation of Heat Faster\n", + "Sentence Incomplete brake spreading tools The smallest muffler pipe expanders seem to start at around 1-1/8\" up to 1-3/4\" Pic 6\n", + "Sentence Incomplete brake spreading tools with my car up in the air on jack stands i am searching for a solution ,i am sorry if my problem seems minimal .i assure you it is a big problem .now does anybody have a part number for the rear calipers .my problem is the calipers that i have tried won't push back far enough to get it over the pads .should i lube them with some sort of grease ?guys help please\n", + "Sentence Incomplete brake spreading tools As a registered member, you'll be able to: Participate in all Tundra discussion topics; Transfer over your build thread from a different forum to this one\n", + "Sentence Incomplete brake spreading tools As a registered member, you'll be able to: Participate in all Tundra discussion topics; Transfer over your build thread from a different forum to this one\n", + "Sentence Incomplete brakes How Do Car Brakes Work?\n", + "Sentence Incomplete brakes The brake pads and rotors on all cars wear out eventually, but brake wear varies based on a number of factors, including:\n", + "Sentence Incomplete brass A prostitute,from the cockney slang BRASS NAIL,meaning TAIL,tail being a slang name for a prostitute\n", + "Sentence Incomplete brayers brayers - Devin Kovach ... Brayer army\n", + "Sentence Incomplete brayers Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete brayers 22-03-1799 S. 11-05-1859 Fils d'Eustache Brayer dit Saint-Fierre* Thérèse Campeau M. 24-11-1823\n", + "Sentence Incomplete brayers PROVENCAL, Suzanne Fille de Jean-Paul Provencal Diane Riel\n", + "Sentence Incomplete brayers Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete brazil Directed by Rob Hedden and written by Hedden and Janice…\n", + "Sentence Incomplete brazing equipment According to Miller Electric, the\n", + "Sentence Incomplete brazing equipment Forney Welding 48302 Bare 3/32 In X 36 In[]\n", + "Sentence Incomplete brazing equipment Brazing is especially well suited to highvolume production (automation) and for joining thin\n", + "Sentence Incomplete bread The shit you throw at ducks to get them to fuck off\n", + "Sentence Incomplete bread Moreover, with addition and combination of oil, butter, sugar, honey, milk, eggs and many other ingredients brings different textures and flavors.…\n", + "Sentence Incomplete bread Additionally, it has high amounts of amino acids, vitamins and minerals to ensure the following:\n", + "Sentence Incomplete bread People think in concepts that are reduced to words such as: tree, house or […]\n", + "Sentence Incomplete bread & butter plates Dishwasher and microwave safe; Made from porcelain for added strength and durability;\n", + "Sentence Incomplete bread & butter plates - Answered by a verified Antique Expert\n", + "Sentence Incomplete bread & butter plates Value - set I'd 3 willow bread and butter plates - Answered by a verified Antique Expert\n", + "Sentence Incomplete bread & butter plates I have 6 sets of these bread &\n", + "Sentence Incomplete bread & butter plates This Spode china (decorated with a Christmas tree for the holidays) had the following readings when tested with an XRF instrument (which tests down to single digit parts per million).. Glaze on the food surface of the dish: Lead (Pb): 71,900 +/- 3,500 ppm; Cadmium (Cd): Non-Detect (ND / negative)\n", + "Sentence Incomplete bread & loaf pans Buy Mainstays Bread and Loaf Pan at Walmart.com\n", + "Sentence Incomplete bread & serrated knives Rank Image Product Name Score\n", + "Sentence Incomplete bread & serrated knives Henckels International Fine Edge Pro 8-inch Stainless-Steel Bread Knife >>Price<< 8-inch serrated blade for slicing bread; Stamped blade made of high-quality German stainless steel;\n", + "Sentence Incomplete bread boxes Drivers now slam them down at 5 a.m. or thereabout with a sleep destroying crash.\"\n", + "Sentence Incomplete bread knives Bread knives can also be used for cutting thick-skinned fruits as well as bread If you only buy one knife, get a multi-purpose chef's knife which does everything By Imogen Blake For Mailonline\n", + "Sentence Incomplete bread mixes This is a two page file so make sure you print them back to back (on card stock is best if giving as a gift.)\n", + "Sentence Incomplete bread mixes Resource Puree Solutions Pureed Bread Mix 4 Bags - 15.5 oz Bread Mix 80 Servings/Case Feature\n", + "Sentence Incomplete breadcrumbs If you want to customize the css classes, you can do so using the options parameter:\n", + "Sentence Incomplete breadcrumbs & stuffing 2 - 22 oz loaves white bread, broken into 1\" pieces; 2 sticks butter; 2 large onions, chopped; 1 bunch celery, sliced thin; 1 tsp salt; 1 tsp black pepper\n", + "Sentence Incomplete breadcrumbs & stuffing Robertsons (3) Top Class (2) Fresh Bakery (1) Kellogg's (1)\n", + "Sentence Incomplete breadcrumbs & stuffing I always do it separately, and don't like it dry, so I err on the high side of stock/melted butter/egg (and as AntoniaJames said, adjust for liquid in sauteed veggies, fruit, whatever other fixings.)\n", + "Sentence Incomplete breadcrumbs & stuffing - COATER LEMON CITRUS 10KG - Food Ingredients, Breadcrumbs Stuffing & Coaters, Seasoned Crumbs & Coaters - MBL Food Service\n", + "Sentence Incomplete breadcrumbs & stuffing Irish supplier Mr Crumb is moving into the booming free from category with its first gluten-free products\n", + "Sentence Incomplete breadcrumbs & stuffing Method - Roast Chicken and Veg:\n", + "Sentence Incomplete breadcrumbs & stuffing DIY, Design, Messy Hair, Food, Kids, Style, Parenting and Leopard Print\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 12%|█▏ | 1647/13330 [00:08<01:01, 189.73it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete breakfast A Deathmetal/Grindcore/Metalcore song by the band After The Murder\n", + "Sentence Incomplete breakfast & cereal bars 2 cups mix dried fruits of your choice ( raisins, prunes, apricots, peaches) 1 cup almonds; 1 cup oats; 1 cup dried shredded coconut; ½ cup coconut milk\n", + "Sentence Incomplete breakfast trays Modrine Store Breakfast Serving Bed Tray\n", + "Sentence Incomplete breakfast trays breakfast trays manufacturing companies you many buy this products\n", + "Sentence Incomplete breast petals Here is what a satisfied customer has to say: \"I don't know how I have gone through my life not knowing about this!\"\n", + "Sentence Incomplete breast pump accessories Here are the best products for moms who pump breast milk, according to moms in the... Best wipes for cleaning pump parts: Medela's Quick Clean Breastpump & Accessory Wipes Best breast milk storage bags: Lansinoh Breastmilk Storage Bags\n", + "Sentence Incomplete breast shells & creams (5800,'5800_breast_pump_accessories','Breast Pump Accessories','Breast Pump Accessories',0,1,'breast pump accessories',5789) (5821,'5821_breast_shells_&_creams','Breast Shells & Creams','Breast Shells & Creams',0,1,'breast shells creams',5789)\n", + "Sentence Incomplete breastfeeding Benefits of Breastfeeding for the Baby\n", + "Sentence Incomplete breastfeeding How Do I Prepare for Breastfeeding?\n", + "Sentence Incomplete breastfeeding What should I buy for breastfeeding?\n", + "Sentence Incomplete breath capsules Have you ever tried internal breath capsules (the ones filled with parsley seed oil)?\n", + "Sentence Incomplete breath fresheners yet they have this unique, super strong flavor what is this called and where can I purchase more?\n", + "Sentence Incomplete breath fresheners Why Trust The DWYM Score?\n", + "Sentence Incomplete breath fresheners While I knew that mint itself is bad for gastritis, I only recently heard that chewing gum is troublesome What are some options for freshening breath after meals for people that having trouble with acid-reflux?\n", + "Sentence Incomplete breath mints How much fat is in Freshmints Breath Mints?\n", + "Sentence Incomplete breath mints Dentyne Mints — Formal name Dentyne Ice Mints, Dentyne Fire Mints Classification Breath mint Description Breath mint Form Square pillow Displacement 45 … Long one of America's most popular mints, Certs was the first breath mint to be nationally marketed in the United States\n", + "Sentence Incomplete breath sprays What Is The Problem With Alcohol?\n", + "Sentence Incomplete breath strips What is your experience with Listerine PocketPaks?\n", + "Sentence Incomplete breath strips Q: Can Listerine breath strips effect Breathalyzer results?\n", + "Sentence Incomplete breathers Sentences with the word breathers Words that rhyme with breathers What is the adverb for breathers?\n", + "Sentence Incomplete breathers Q: What are live breathers?\n", + "Sentence Incomplete breathers BREATHER — ( breathers) If you take a breather , you stop what you are doing for a short time and have …\n", + "Sentence Incomplete breathers HYDAC International is a world leader in motion control and fluid technology, operating in During this session of the oil filtration webinar, we cover the following topics: - What are filter breathers?\n", + "Sentence Incomplete breathers & accessories It's not what we say but how we say it that matters.\"\n", + "Sentence Incomplete breathers & accessories And while we've written about best automotive replacement pcv valves, breathers & accessories — including the…\n", + "Sentence Incomplete breeding tanks Or will you just use different water and remineralizers?\n", + "Sentence Incomplete breeding tanks What would happen if you did not use a breeding tank when breeding in a species specific tank?\n", + "Sentence Incomplete breeds Breeds are only a family history, kept by an acknowledged registry, such as the AKC ( American Kennel Club - The Dog's Champion.)\n", + "Sentence Incomplete breeds Most people will know the Great Dane but what about the Leonberger?\n", + "Sentence Incomplete breeds What is the average weight of a Holstein calf?\n", + "Sentence Incomplete breeds Here's the complete order of rankings, based on AKC's registration totals during 2020\n", + "Sentence Incomplete bridal sets Would you like to wear a fancy piece of jewelry but save on the purchase?\n", + "Sentence Incomplete bridesmaid dresses My own personal thought too is you are asking someone to be part of your bridal party why would you ask them to buy their own outfit when you are wanting them to be in bridesmaid dresses?\n", + "Sentence Incomplete bridesmaid dresses It's hard enough finding a dress for yourself most the time, let alone picking a style that'll flatter different body And then comes what can be the trickiest question of all - who pays for the bridesmaid dresses?\n", + "Sentence Incomplete bridge FOllowings are the main parts of a bridge\n", + "Sentence Incomplete bridge Share this item with your network\n", + "Sentence Incomplete bridge heads Given end-diastolic volume- 130 mL, and end-systolic volume-50 mL, what is the stroke volume and ejection fraction?\n", + "Sentence Incomplete bridges & routers CIRCUIT SWITCHING :: ''Dedicated communications path established for the duration of a connection.''\n", + "Sentence Incomplete bridles & reins What is the latest Bridles & Reins discount code?\n", + "Sentence Incomplete brie The paper on brie cheese is edible, but it isn't recommended to eat as it will taste like In the same way, what is the outer layer of brie?\n", + "Sentence Incomplete brie If you are new to this golden, milky treat, you must be wondering \"What does Brie taste like?\"\n", + "Sentence Incomplete brie What Are The Health Benefits Of Eating Brie?\n", + "Sentence Incomplete briefcases briefcase — [[t]briːfkeɪs[/t]] briefcases N COUNT A briefcase is a case used for carrying documents in …\n", + "Sentence Incomplete briefcases What item can hold all the necessary documents and papers?\n", + "Sentence Incomplete briefs Legal briefs are used in legal adversarial systems (all Common Law jurisdictions such as the USA, the UK, Australia, Canada, etc) and some Civil Code What rationale is important to include in a brief?\n", + "Sentence Incomplete briefs What Is a Creative Brief?\n", + "Sentence Incomplete british 19) Who is the head of the British Government?\n", + "Sentence Incomplete british detectives Lenox first appeared in Charles Finch's well-received 2007 novel \"A Beautiful Blue Death.\"\n", + "Sentence Incomplete brittany Brittany — Brittany as a French duchy was united with the crown under King charles v III (1491) through his marriage to anne The capital of Brittany is Rennes, and the province comprises the… …\n", + "Sentence Incomplete brittany What is the difference between british and brittany?\n", + "Sentence Incomplete brittle 'Ageing brain corals, brittle firecorals and delicate seafans are easily dislodged from their anchorages by the fierce breakers.'\n", + "Sentence Incomplete brittle \"Mirror shots abound as the characters' narcissism is exposed and the brittleness of appearances scrutinised.\"\n", + "Sentence Incomplete brittle Слантер хрипло хохотнул: — Что, уже третий?\n", + "Sentence Incomplete brittle What is a brittle personality?\n", + "Sentence Incomplete broadheads We'd also like to know what broadheads you're currently using or have used in the past and why?\n", + "Sentence Incomplete broadheads Amid diehard bowhunters ask, \"Are mechanical broadheads or fixed-blade broadheads superior?\"\n", + "Sentence Incomplete broadheads Are Single-Bevel Broadheads Better or Just a Fad?\n", + "Sentence Incomplete broadheads Quick Comparison: Top 5 Best Fixed Blade Broadheads What is the function of broadheads?\n", + "Sentence Incomplete broadheads What is used to screw on broadheads?\n", + "Sentence Incomplete broadheads If you aren't sure what you should get for your model, there are three ways to find out\n", + "Sentence Incomplete brochure paper 3 What is brochure used for?\n", + "Sentence Incomplete brochure paper After all, as long as your copy is clear and engaging, won't your brochure reach your target audience?\n", + "Sentence Incomplete bromine Here is a collection of facts about the element\n", + "Sentence Incomplete bromine - What are the properties of bromine?\n", + "Sentence Incomplete bronzing powder Where do you apply bronzing powder on your face?\n", + "Sentence Incomplete bronzing powder Q: Bronzing powder is used for what purpose?\n", + "Sentence Incomplete bronzing powder Where do you apply bronzing powder on your face?\n", + "Sentence Incomplete bronzing powder Q: Bronzing powder is used for what purpose?\n", + "Sentence Incomplete broom handles & heads Threaded Lacquered Wood Broom Handle at Walmart.com\n", + "Sentence Incomplete broom handles & heads All Categories Automotive (1) Broom Handles & Heads (1) Buckets (1) Car Care (1) Car wash equipment (1) cleaners (2) Cleaning Cloths (1) Glass care (1) microfiber (2) polishing & rubbing compounds (1) sponges & Mitts (1)…\n", + "Sentence Incomplete broom handles & heads Large, front-load main compartment holds books, supplies and clothes.¶ Zippered, front compartment has an organizer with media pocket, multiple open pockets, headphone port and key fob.¶\n", + "Sentence Incomplete brooms Broom Manufacturers, Grass Brooms Supplier, Plastic Broomstike, Dustpan brush Mops Manufacturer, Thinge\n", + "Sentence Incomplete brooms & brushes Does anyone know of a place to pick these up at?\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 13%|█▎ | 1688/13330 [00:09<01:10, 165.65it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete brother To use this feature, confirm the following: STEP 1: Network Settings\n", + "Sentence Incomplete broths Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete broths Broth cultures are used to grow large numbers of bacteria in a small space\n", + "Sentence Incomplete broths & bouillon soups or sauces; \"she made gravy with a base of beef stock\" (同)stock a thin soup of meat or fish or vegetable stock\n", + "Sentence Incomplete broths & bouillon GI Associates Gatorade Prep revised.docx.docx Gastrointestinal Associates LLP 210 Portland Street, Suite 100 Columbia, MO 65201 573-777-8820 Dr. Peter Cleavinger, Dr. Michele…\n", + "Sentence Incomplete broths & bouillon Seite 7 - Bouillons, Hühnerbouillon, Rindsbouillon, Gemüsebouillon, etc - Preisvergleich Händlersuche Online-Kauf Kataloge\n", + "Sentence Incomplete brown mustard Above you can see the stems of pods, the seed pods that have split in half during threshing, and the seeds (dark brown on the lower right)\n", + "Sentence Incomplete brown sugar White Sugar (Granulated or Lump)\n", + "Sentence Incomplete brownies Real Appeal Black Bean Brownies: Miss Jones Keto & Paleo Fudgy Brownie: Marketside Mint Flavored Brownie: Trader Joe's Peppermint Brownies: Whole Foods Market Dulce De Leche Brownie: Great Value Chocolate Chip Fudge Brownie Cups: Hoss's Brownie\n", + "Sentence Incomplete brush bags Examples of popular search terms include: Signare taschen, Signare borse, Signare torebki, Signare сумки, Signare táska\n", + "Sentence Incomplete brush bags The answers have been gathered together in three different techniques, with three different effects: Do-the-Trick Buff and Line Brushes, containing 168SE, 187SE, 209SE, 219SE and 252SE tools;\n", + "Sentence Incomplete brush bags Sep 30, 2008 #1 Adoring Carmine Collection 23 Oct 2008 [US/Canada] UNK 2008 [international]\n", + "Sentence Incomplete brushes Trying to use the same brush for both could have a disastrous ending.)\n", + "Sentence Incomplete brushes I am considering purchasing Elements 11 as I was told that would be good to use, however, I have no idea what are brushes, how are they used or what is the purpose and is it something I need?\n", + "Sentence Incomplete brushes Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete brushes & applicators The Cleanse: Daily Brush Cleaner by SEPHORA COLLECTION; Confetti Set of 5 Mini Sponges by SEPHORA COLLECTION; The Natural: Citrus Brush Cleaner by SEPHORA COLLECTION; Lift Off Lash Comb by SEPHORA COLLECTION\n", + "Sentence Incomplete brushes & applicators Minutes to Mermaid Brush Set - Be A Mermaid & Make Waves Collection by tarte; beautyblender® sapphire by beautyblender; the original beautyblender® by beautyblender; Makeup Brush Cleaner by Cinema Secrets\n", + "Sentence Incomplete brushes & applicators Which brushes and or applicators best to use for highlighting and contouring?\n", + "Sentence Incomplete brushes & applicators To learn more about conformal coatings, download our whitepaper now:\n", + "Sentence Incomplete brushes & applicators The make-up essential you never knew you needed\n", + "Sentence Incomplete brushes & applicators Shany Studio Quality Natural Cosmetic Brush Set with Leather Pouch, 24 Count SHANY Cosmetics : Health and Beauty : Beauty ( 209 customer reviews)\n", + "Sentence Incomplete brushes & dusters Secure Payments, Free Shipping to your doorstep and Easy Returns across Dhaka, Chittagong, Khulna, Rajshahi, Comilla, and more - KO075MWQXLY | binge.com.bd\n", + "Sentence Incomplete brussel's bonsai The texture of the Gre\n", + "Sentence Incomplete brussels In the panel ICG was represented by Richard Atwood, Director of Multilateral Affairs; Comfort Ero, Africa Program […]\n", + "Sentence Incomplete brussels Brussels Tourism Brussels Hotels Brussels Bed and Breakfast Brussels Holiday Rentals Brussels Restaurants Brussels Attractions Brussels Travel Forum Brussels Guide All Brussels Hotels; Brussels Hotel Deals; Last Minute Hotels in Brussels\n", + "Sentence Incomplete bryant Latest on Colorado Rockies left fielder Kris Bryant including news, stats, videos, highlights and more on ESPN\n", + "Sentence Incomplete bryant What is Kobe Bryant nick name?\n", + "Sentence Incomplete bryce canyon & zion national parks Ascend through subalpine life zones to remarkable views of the Claron Formation, found in Cedar Breaks and Bryce Canyon National Parks; Spin past intriguing Checkerboard Mesa, sculpted and etched by eons of weathering and erosion, as you enter the famous Zion Canyon; Pedal along the canyon floor of Zion National Park, where red rock walls tower on all sides\n", + "Sentence Incomplete bryce canyon & zion national parks 《Bryce Canyon & Zion National Parks》美国纪录片片拍摄于2003年,酷云影视提供Bryce Canyon & Zion National Parks迅雷BT下载及在线播放资源,Bryce Canyon & Zion National Parks剧情讲述Explore the neighboring parks of Bryce Canyon and Zion-where\n", + "Sentence Incomplete bsd And what are the differences between the various versions of BSD (FreeBSD, OpenBSD, NetBSD, etc)?\n", + "Sentence Incomplete bsd also, what is the difference between the BSD variations (free/open)?\n", + "Sentence Incomplete bubble bath Cockney rhyming slang for 'Having a laugh' Usually shortened to \"Ave'n a bubble!\"\n", + "Sentence Incomplete bubble bath To heat your base you can use one of two methods:\n", + "Sentence Incomplete bubble bath State/Province: Nebraska Country: USA Area of science: Science History ID: 914563090.Sh\n", + "Sentence Incomplete bubble machines The Great American Bubble Machine From tech stocks to high gas prices, Goldman Sachs has engineered every major market manipulation since the Great Depression — and they're about to do it again\n", + "Sentence Incomplete bubble machines Search titles only By: Search Advanced search…\n", + "Sentence Incomplete bubble machines Pao Mo in action…why China is the \"biggest opportunity we investors have ever seen,\" but still a beast to treat with caution…\n", + "Sentence Incomplete bubble wrap What is bubble wrap made of?\n", + "Sentence Incomplete bubbles Front End: BUBBLES Single Site or 50 Site License\n", + "Sentence Incomplete bubbles ; Allow your bubble wand string to sit in the solution for a few minutes before making your bubbles\n", + "Sentence Incomplete bubbles New posts New media New media comments New profile posts Latest activity\n", + "Sentence Incomplete bubbles Here's a bit more about event bubbling:\n", + "Sentence Incomplete bucket hats Answers is the place to go to get the answers you need and to ask the questions you want\n", + "Sentence Incomplete bucket hats Is there a trademark or copyright on houndstooth hats?\n", + "Sentence Incomplete bucket organizers Box 866 Arlington Heights, IL 60006-0866 USA Shipping Address: 1050 E. Addison Ct. Arlington Heights, IL 60005-4796 USA Toll Free Customer Service:\n", + "Sentence Incomplete bucket organizers any \"hard to find\" but better quality brands out there that i dont know of?\n", + "Sentence Incomplete buckets Buckets are mainly used in manufacturing facilities for their fast and easy […]\n", + "Sentence Incomplete buckets A term coined by David Sedaris while talking about his brother in his short story \"You can't kill the rooster.\"\n", + "Sentence Incomplete buckets Looking for a better explanation than doc\n", + "Sentence Incomplete buckets (This is the type of system in the video below.)\n", + "Sentence Incomplete buckles Search titles only By: Search Advanced search…\n", + "Sentence Incomplete buckles & zippers Learning How To Use Buttons, Snaps, Zippers, and Buckles Through Play | Growing Hands-On Kids\n", + "Sentence Incomplete buckles & zippers Posted on October 29, 2012 by Danielle October 29, 2012 by Danielle\n", + "Sentence Incomplete buckles & zippers Content: 100% polyester; Unit of Sale: Each;\n", + "Sentence Incomplete buckles & zippers Discover this look wearing Black Pinstriped Zara Shorts, Black Knit St John Knits Jackets - RUFFLES, BUCKLES & ZIPPERS by oneMoonChild styled for Chic, Work in the Fall\n", + "Sentence Incomplete buckles & zippers Outside dimensions-1\" wide and .846\" tall; Mouth dimensions-3/4\" wide and .24\" tall;\n", + "Sentence Incomplete buckles & zippers 11\" YKK Pants Brass Zipper #4.5 - Dark Wine 864 (1 Zipper) Feature\n", + "Sentence Incomplete budapest Budapest Tourism Budapest Hotels Budapest Bed and Breakfast Budapest Vacation Rentals Budapest Vacation Packages Flights to Budapest Budapest Restaurants Things to Do in Budapest Budapest Travel Forum Budapest Photos Budapest Map Budapest Travel Guide All Budapest Hotels;\n", + "Sentence Incomplete budapest The coldest months of the year are December, January and February even March can be cold but the weather starts improving […]\n", + "Sentence Incomplete buddha The name, Siddhartha, is a combination of two Sanskrit roots: siddha, meaning \"achieved,\" and artha, meaning \"what was sought after.\"\n", + "Sentence Incomplete buddhism The Noble Eightfold Path is:\n", + "Sentence Incomplete buddhism 3451 Sage Hall University of Wisconsin Oshkosh 800 Algoma Blvd., Oshkosh, WI 54901\n", + "Sentence Incomplete buddhism (Thank goodness for semi-colons.)\n", + "Sentence Incomplete buddhism 10 Positive Factors about Buddhism Develops ethics, mindfulness, dedication to dana (donations, generosity, support for teachings and practices) calm and insight meditation and a liberating wisdom\n", + "Sentence Incomplete budget travel I … The Truth About Extreme Budget Travel Read More »\n", + "Sentence Incomplete budgeting & money management 7 books to teach Juneteenth to K-5 students; June 17, 2022\n", + "Sentence Incomplete budgeting & money management • A budget is a recording of • Your expected income • Your expected expenses • Your planned savings\n", + "Sentence Incomplete budgeting & money management The earliest form of money is actually very different from\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 13%|█▎ | 1700/13330 [00:09<01:02, 185.22it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sentence Incomplete buenos aires The capital city of Argentina is said to have a 70…\n", + "Sentence Incomplete buffers & polishing machine backing plates Rank: #14769 in Automotive Brand: Meguiar's; Model: W67DA; Released on: 2013-03-17; Dimensions: 5.20\" h x 1.75\" w x 4.90\" l, .25 pounds Hook and loop backing system allows for quick and easy pad changes\n", + "Sentence Incomplete buffers & polishing machine backing plates Top Seller Buffers And Polishing Machine Backing Plates Tips Reviews\n", + "Sentence Incomplete buffers & polishing machine backing plates Rank: #14769 in Automotive Brand: Meguiar's; Model: W67DA; Released on: 2013-03-17; Dimensions: 5.20\" h x 1.75\" w x 4.90\" l, .25 pounds Hook and loop backing system allows for quick and easy pad changes\n", + "Sentence Incomplete buffers & polishing machine backing plates Quick Details Port: shanghai : Payment Terms: L/C,D/A,D/P,T/T,Western Union,MoneyGram\n", + "Sentence Incomplete buffers & polishing machine backing plates Secure Payments, Free Shipping to your doorstep and Easy Returns across Muscat, As Sib, Salalah, As Suwayhirah as Sahil, Ibri, and more - UNI5e9e28ad | binge.om\n", + "Sentence Incomplete buffers & polishing machine backing plates Sorted by Best Match : 3\" BUFFING PAD KIT Compound-Polishing-Auto Car Detail: Automotive: Cyclo Hook and Loop Pad Holder 2 Pack: Automotive:\n", + "Sentence Incomplete buffers & polishing machine backing plates Redirecting to /products/others/buffers-polishing-machine-backing-plates/\n", + "Sentence Incomplete buffet plates Personal Finance Reaping from real estate even when you do not own land\n", + "Sentence Incomplete buffet plates Just by determining what your customers are demanding, you can at once originate a manufacture in your mind\n", + "Sentence Incomplete buffet plates May 10, 2019-vibrant buffet colors dinner disposable party plastic plates salad swirl wedding buffet colors dinner disposable party plastic plates salad swirl wedding\n", + "Sentence Incomplete buffett Considering Buffett's lack of existing exposure to the retail sector, these might not be relevant either (Bed Bath & Beyond, Urban Outfitters and Michael Kors.)\n", + "Sentence Incomplete buffett Guess who is out to stop the SEC from moving into the 21st century?\n", + "Sentence Incomplete buffett Read Charles Sizemore's latest article on Investing.com\n", + "Sentence Incomplete buffing & polishing pads 3M red buffer pad 5100; 17in, (5 pads/case) [PRICE is per CASE] Automotive Tools Deals of 3M red buffer pad 5100; 17in, (5 pads/case) [PRICE is per CASE] Save Price with Super Saver Shipping\n", + "Sentence Incomplete" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/n/fs/nlp-pranjal/SemSup-LMLC/scraper/CompleteScraper.ipynb Cell 17'\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m new_lis \u001b[39m=\u001b[39m []\n\u001b[1;32m 5\u001b[0m \u001b[39mfor\u001b[39;00m i, item \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(data[key]):\n\u001b[0;32m----> 6\u001b[0m desc \u001b[39m=\u001b[39m get_new_desc(item[\u001b[39m'\u001b[39;49m\u001b[39mdesc\u001b[39;49m\u001b[39m'\u001b[39;49m], key)\n\u001b[1;32m 7\u001b[0m \u001b[39mif\u001b[39;00m desc:\n\u001b[1;32m 8\u001b[0m new_lis\u001b[39m.\u001b[39mappend({\u001b[39m'\u001b[39m\u001b[39mdesc\u001b[39m\u001b[39m'\u001b[39m : desc, \u001b[39m'\u001b[39m\u001b[39mtitle\u001b[39m\u001b[39m'\u001b[39m : item[\u001b[39m'\u001b[39m\u001b[39mtitle\u001b[39m\u001b[39m'\u001b[39m], \u001b[39m'\u001b[39m\u001b[39mrank\u001b[39m\u001b[39m'\u001b[39m : i})\n", + "\u001b[1;32m/n/fs/nlp-pranjal/SemSup-LMLC/scraper/CompleteScraper.ipynb Cell 16'\u001b[0m in \u001b[0;36mget_new_desc\u001b[0;34m(desc, key)\u001b[0m\n\u001b[1;32m 82\u001b[0m new_sentences\u001b[39m.\u001b[39mappend(sent)\n\u001b[1;32m 83\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m---> 84\u001b[0m \u001b[39mprint\u001b[39;49m(\u001b[39m'\u001b[39;49m\u001b[39mSentence Incomplete\u001b[39;49m\u001b[39m'\u001b[39;49m, key, sent)\n\u001b[1;32m 85\u001b[0m \u001b[39m# First sentence is often ending in question, should remove this\u001b[39;00m\n\u001b[1;32m 86\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 87\u001b[0m \u001b[39mif\u001b[39;00m sent\u001b[39m.\u001b[39mstrip()[\u001b[39m-\u001b[39m\u001b[39m1\u001b[39m] \u001b[39m!=\u001b[39m \u001b[39m'\u001b[39m\u001b[39m?\u001b[39m\u001b[39m'\u001b[39m:\n", + "File \u001b[0;32m/n/fs/nlp-pranjal/miniconda3/lib/python3.9/site-packages/ipykernel/iostream.py:562\u001b[0m, in \u001b[0;36mOutStream.write\u001b[0;34m(self, string)\u001b[0m\n\u001b[1;32m 560\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpub_thread\u001b[39m.\u001b[39mschedule(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_flush)\n\u001b[1;32m 561\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 562\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_schedule_flush()\n\u001b[1;32m 564\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mlen\u001b[39m(string)\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "new_data = dict()\n", + "pruned_descs = 0\n", + "for key in tqdm(data):\n", + " new_lis = []\n", + " for i, item in enumerate(data[key]):\n", + " desc = get_new_desc(item['desc'], key)\n", + " if desc:\n", + " new_lis.append({'desc' : desc, 'title' : item['title'], 'rank' : i})\n", + " pruned_descs += len(data[key]) - len(new_lis)\n", + " new_data[key] = new_lis\n", + "print(f'Removed {pruned_descs} descriptions out of total {sum([len(data[x]) for x in data])}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee35a1ec", + "metadata": {}, + "outputs": [], + "source": [ + "save_file = 'eurlex_descs_refined_v1.json'\n", + "json.dump(new_data, open(save_file, 'w'))" + ] + }, + { + "cell_type": "markdown", + "id": "104227ab", + "metadata": {}, + "source": [ + "## Lets remove the Advertisements Now!" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "0388a125", + "metadata": {}, + "outputs": [], + "source": [ + "# data_file = 'eurlex_descs_refined_v1.json'\n", + "data_file = 'amzn_descs_refined_v3_v2.json'\n", + "\n", + "data = json.load(open(data_file))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "39ef438d", + "metadata": {}, + "outputs": [], + "source": [ + "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n", + "import torch\n", + "\n", + "# BEST MODEL\n", + "tokenizer = AutoTokenizer.from_pretrained(\"mariagrandury/roberta-base-finetuned-sms-spam-detection\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(\"mariagrandury/roberta-base-finetuned-sms-spam-detection\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8878c288", + "metadata": {}, + "outputs": [], + "source": [ + "model.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "e07fd012", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 13330/13330 [01:11<00:00, 185.98it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total 1301 Advertisements found and removed\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# new_data = dict()\n", + "spam_detected = 0\n", + "model.eval()\n", + "with torch.no_grad():\n", + " for cat in tqdm(data, total = len(data)):\n", + " if cat in new_data:\n", + " continue\n", + " new_data[cat] = []\n", + " for desc in data[cat]:\n", + " # TODO: Send data in batches\n", + " scores = torch.nn.functional.softmax(model(**{k:v.cuda() for k,v in tokenizer.encode_plus(desc['desc'], return_tensors='pt').items()}).logits, dim=1).tolist()[0]\n", + " if scores[1] < 0.9:\n", + " # Most likely not a spam\n", + " new_data[cat].append(desc)\n", + " else:\n", + " spam_detected += 1\n", + "print(f'Total {spam_detected} Advertisements found and removed')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e33493a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "531" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spam_detected" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "8d6a5d03", + "metadata": {}, + "outputs": [], + "source": [ + "# save_file = 'eurlex_descs_refined_v1_ads_filter.json'\n", + "save_file = 'amzn_descs_refined_v3_ads_filter.json'\n", + "json.dump(new_data, open(save_file, 'w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "62472286", + "metadata": {}, + "outputs": [], + "source": [ + "# final_data = dict()\n", + "# for key in new_data:\n", + "# final_data[key] = [len(new_data[key]) , [x['desc'] for x in new_data[key]]]\n", + "save_file = '../training/datasets/Amzn13K/amzn_descs_refined_v3_v3.json'\n", + "json.dump(final_data, open(save_file, 'w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b2a22ca", + "metadata": {}, + "outputs": [], + "source": [ + "final_data['books']" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "8f752bf4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "108" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len([1 for x in data.values() if len(x) == 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "219db717", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len([x[0] for x in final_data.values() if x[0] == 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "92e4efe2", + "metadata": {}, + "outputs": [], + "source": [ + "dd = [json.loads(x)['label'] for x in open('../training/datasets/Amzn13K/test_unseen_split6500_2.jsonl')]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "92c3b2ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "740615" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum([len(x) for x in dd])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "0dcf0287", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.7627362695982063" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "740615 / len(dd)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6059f328", + "metadata": {}, + "outputs": [], + "source": [ + "for f in final_data:\n", + " if final_data[f][0] == 1:\n", + " print(f)\n", + " # final_data[f] = [1,[f]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "667c9249", + "metadata": {}, + "outputs": [], + "source": [ + "for " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "111cb389", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13330" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(final_data.keys())" ] }, { @@ -718,7 +4168,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.9.12" }, "vscode": { "interpreter": { diff --git a/scraper/SpamDetector.ipynb b/scraper/SpamDetector.ipynb index 3d8eb14..af2711c 100644 --- a/scraper/SpamDetector.ipynb +++ b/scraper/SpamDetector.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -28,7 +28,7 @@ "[0.9144841432571411, 0.08551579713821411]" ] }, - "execution_count": 11, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -40,16 +40,162 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "phrases = [x.strip() for x in open('sample_descs.txt','r').readlines()]" + "# phrases = [x.strip() for x in open('sample_descs.txt','r').readlines()]" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "data = json.load(open('eurlex_descs_refined_v3_v2.json'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "for key in data:\n", + " phrases = [x['desc'] for x in data[key]]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "model = model.cuda()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.eval()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model(**tokenizer(phrases, return_tensors='pt', padding= True, truncation=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "phrases.append('Congrats! We are rewarding you with $1000. Please send bank details for offer')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0,\n", + " 1,\n", + " 2,\n", + " 3,\n", + " 4,\n", + " 5,\n", + " 6,\n", + " 7,\n", + " 9,\n", + " 10,\n", + " 11,\n", + " 12,\n", + " 13,\n", + " 14,\n", + " 16,\n", + " 17,\n", + " 18,\n", + " 19,\n", + " 21,\n", + " 22,\n", + " 23,\n", + " 24,\n", + " 25,\n", + " 26,\n", + " 27,\n", + " 28,\n", + " 29,\n", + " 30,\n", + " 31,\n", + " 32]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scores = torch.nn.functional.softmax(model(**{k:v.cuda() for k,v in tokenizer(phrases, return_tensors='pt', padding= True, truncation=True).items()}).logits, dim=1)[:,1]\n", + "torch.where(scores<0.9)[0].tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\"UK English definition of FILM PRODUCTION along with additional meanings, example sentences 'The story of the production of the film chronicles a fascinating period in the development of an...\"" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "phrases[20]" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(33, 33)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(scores), len(phrases)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -58,32 +204,238 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "70" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(phrases)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 50/50 [00:05<00:00, 8.42it/s]\n" + "100%|██████████| 3956/3956 [10:25<00:00, 6.32it/s]\n" ] } ], "source": [ "from tqdm import tqdm\n", - "for i, phrase in tqdm(enumerate(phrases), total = len(phrases)):\n", - " scores = torch.nn.functional.softmax(model(**tokenizer.encode_plus(phrase, return_tensors='pt')).logits, dim=1).tolist()[0]\n", - " classification_dict[i] = {'description' : phrase, 'score' :scores[1]}" + "new_data = dict()\n", + "with torch.no_grad():\n", + " for key in tqdm(data):\n", + " descs = [x['desc'] for x in data[key]]\n", + " new_data[key] = []\n", + " phrases_lis = []\n", + " scores = torch.nn.functional.softmax(model(**{k:v.cuda() for k,v in tokenizer(descs, return_tensors='pt', padding= True, truncation=True).items()}).logits, dim=1)[:,1]\n", + " for l in torch.where(scores<0.9)[0].tolist():\n", + " new_data[key].append(data[key][l])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "nn_data = dict()\n", + "for key in new_data:\n", + " nn_data[key.replace(' ','_')] = new_data[key]\n", + "new_data = nn_data" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import json\n", - "json.dump(classification_dict, open('results.json','w'), indent = 2)" + "json.dump(new_data, open('eurlex_descs_refined_v3_v3_temp.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "merge_data[key]" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Now lets merge the data\n", + "merge_data = dict()\n", + "for key in new_data:\n", + "\n", + " items = new_data[key]\n", + " titles = [x['desc'] for x in items]\n", + " dic = dict()\n", + " for x in items:\n", + " if x['desc'] in dic:\n", + " if int(x['rank']) <= int(dic[x['desc']]['rank']):\n", + " dic[x['desc']] = x\n", + " else:\n", + " dic[x['desc']] = x\n", + " merge_data[key] = list(dic.values())\n", + "for key in merge_data:\n", + " if len(merge_data[key]) == 0:\n", + " merge_data[key] = [{'desc': key}]\n", + " merge_data[key] = [len(merge_data[key]), [x['desc'] for x in merge_data[key]]]\n", + "json.dump(merge_data, open('eurlex_descs_refined_v3_v3_merge.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0, []]" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merge_data[\"provence-alpes-c??te_d'azur\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "for v in merge_data.values():\n", + " if len(v) == 0:\n", + " print(v)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# queries = " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Now lets merge the data\n", + "q1 = dict()\n", + "for key in new_data:\n", + " items = new_data[key]\n", + " q1[key] = [x for x in items if x['query'] == 'what is \"{}\"']\n", + "for key in q1:\n", + " if len(q1[key]) == 0:\n", + " q1[key] = [{'desc': key}]\n", + " q1[key] = [len(q1[key]), [x['desc'] for x in q1[key]]]\n", + "json.dump(q1, open('eurlex_descs_refined_v3_v3_whatis.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Now lets merge the data\n", + "q1 = dict()\n", + "for key in new_data:\n", + " items = new_data[key]\n", + " q1[key] = [x for x in items if x['query'] == 'what is \"{}\" in laws and regulations']\n", + "for key in q1:\n", + " if len(q1[key]) == 0:\n", + " q1[key] = [{'desc': key}]\n", + " q1[key] = [len(q1[key]), [x['desc'] for x in q1[key]]]\n", + "json.dump(q1, open('eurlex_descs_refined_v3_v3_whatislr.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# Now lets merge the data\n", + "q1 = dict()\n", + "for key in new_data:\n", + " items = new_data[key]\n", + " q1[key] = [x for x in items if x['query'] == 'define \"{}\"']\n", + "for key in q1:\n", + " if len(q1[key]) == 0:\n", + " q1[key] = [{'desc': key}]\n", + " q1[key] = [len(q1[key]), [x['desc'] for x in q1[key]]]\n", + "json.dump(q1, open('eurlex_descs_refined_v3_v3_define.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "json.dump(new_data, open('eurlex_descs_refined_v3_v3.json','w'), indent = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{0: {'description': 'Congratulations. You have won over $1000',\n", + " 'score': 0.9564802050590515}}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "classification_dict" ] }, { @@ -110,7 +462,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.9.12" }, "orig_nbformat": 4, "vscode": { diff --git a/training/.vscode/launch.json b/training/.vscode/launch.json index 1d316e4..93393f2 100644 --- a/training/.vscode/launch.json +++ b/training/.vscode/launch.json @@ -4,13 +4,21 @@ // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 "version": "0.2.0", "configurations": [ + { + "name": "Python: Current File", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal", + "justMyCode": false, + }, { "name": "Python: Attach", "type": "python", "request": "attach", "connect": { - "host": "node912", - "port": 20411 + "host": "node912", + "port": 20411 }, "justMyCode": false, "pathMappings": [ @@ -131,6 +139,97 @@ "200" ], "justMyCode": false - } + }, + { + "name": "HyperParameter Search", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + // python main.py --model_name_or_path bert-base-uncased --task_name eurlex57k --do_train --do_eval --max_seq_length 128 --per_device_train_batch_size 32 --learning_rate 2e-5 --num_train_epochs 3 --output_dir /tmp/eurlex57k + "args": [ + "configs/semsup_descs_hpsearch_3var.yml", + "tmp" + ], + "justMyCode": false + }, + { + "name": "BertMini", + "type": "python", + "request": "launch", + "program": "main2.py", + "console": "integratedTerminal", + "args": [ + "configs/semsup_descriptions_allmini.yml", + "tmp" + ], + "env": { + "CUDA_VISIBLE_DEVICES": "0" + }, + "justMyCode": false + }, + { + "name": "BertSmall", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + "args": [ + "configs/eurlex4.3k_baseline.yml", + "tmp" + ], + "env": { + "CUDA_VISIBLE_DEVICES": "1" + }, + "justMyCode": false + }, + { + "name": "FewShot", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + "args": [ + "configs/eurlex4.3k_baseline_fs.yml", + "tmp_special6" + ], + "justMyCode": false + }, + { + "name": "AmznFewShot", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + "args": [ + "configs/amzn13k_baseline_fs.yml", + "tmp_special12" + ], + "justMyCode": false + }, + { + "name": "Wiki1M", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + "args": [ + "configs/wiki_baseline_names.yml", + "tmp" + ], + "justMyCode": false + }, + { + "name": "Devise", + "type": "python", + "request": "launch", + "program": "main.py", + "console": "integratedTerminal", + "args": [ + "configs/semsup_devise_descriptions.yml", + "tmp" + ], + "justMyCode": false + }, ] } \ No newline at end of file diff --git a/training/.vscode/settings.json b/training/.vscode/settings.json index af7446d..abda936 100644 --- a/training/.vscode/settings.json +++ b/training/.vscode/settings.json @@ -1,5 +1,6 @@ { "python.analysis.extraPaths": [ "./src" - ] + ], + "git.ignoreLimitWarning": true } \ No newline at end of file diff --git a/training/Evaluator.ipynb b/training/Evaluator.ipynb index 45f070b..516da4e 100644 --- a/training/Evaluator.ipynb +++ b/training/Evaluator.ipynb @@ -58,7 +58,8 @@ "outputs": [], "source": [ "data_files = {\"train\": 'datasets/EUR-Lex/train.jsonl', \"validation\": 'datasets/EUR-Lex/test.jsonl', \"test\": 'datasets/EUR-Lex/test.jsonl'}\n", - "# data_files = {\"train\": 'datasets/EUR-Lex/train_sampled.jsonl', \"validation\": 'datasets/EUR-Lex/test_sampled_exclusive.jsonl', \"test\": 'datasets/EUR-Lex/test_sampled_exclusive.jsonl'}\n" + "# data_files = {\"train\": 'datasets/EUR-Lex/train_sampled.jsonl', \"validation\": 'datasets/EUR-Lex/test_sampled_exclusive.jsonl', \"test\": 'datasets/EUR-Lex/test_sampled_exclusive.jsonl'}\n", + "data_files = {\"train\": 'datasets/EUR-Lex/train.jsonl', \"validation\": 'datasets/eurlex_raw_text_dataset/test.jsonl', \"test\": 'datasets/eurlex_raw_text_dataset/test.jsonl'}\n" ] }, { diff --git a/training/FilesRemover.ipynb b/training/FilesRemover.ipynb index 9539912..b182dd7 100644 --- a/training/FilesRemover.ipynb +++ b/training/FilesRemover.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -21,23 +21,25 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Free Up: 0.0GB Space\n" + "Free Up: 2.597652389667928GB Space\n" ] }, { "data": { "text/plain": [ - "[]" + "['output/semsup_descs_amzn13k_active_highfreq_2807/checkpoint-5000/optimizer.pt',\n", + " 'output/semsup_descs_wiki_descs_small_new/checkpoint-30000/optimizer.pt',\n", + " 'output/semsup_descs_wiki_descs_small_new/checkpoint-35000/optimizer.pt']" ] }, - "execution_count": 8, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -50,7 +52,10 @@ " checkpoints = []\n", " for file in os.listdir(exp):\n", " if os.path.isdir(os.path.join(exp, file)):\n", - " checkpoints.append((int(file.split('-')[1]),file))\n", + " try:\n", + " checkpoints.append((int(file.split('-')[1]),file))\n", + " except:\n", + " pass\n", " checkpoints.sort()\n", " for check in checkpoints[:-1]:\n", " to_del = os.path.join(exp, check[1], 'optimizer.pt')\n", @@ -84,6 +89,190 @@ "from pathlib import Path" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exp_to_del = [\n", + " 'eurlex4k_baseline_semsup_3e4',\n", + " 'eurlex4k_baseline_semsup',\n", + " 'eurlex4k_baseline_origopt',\n", + " 'eurlex4k_baseline_roberta',\n", + " 'eurlex4k_baseline_xlnet'\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exps = [\n", + "'eurlex4k_semsup_descriptions_contrastive_500',\n", + "'semsup_descs_100ep_newds_curie_unseen',\n", + "'semsup_descs_100ep_newds_curie_unseen_512',\n", + "'semsup_descs_100ep_newds_curie_unseen_256',\n", + "'semsup_descs_100ep_newds_curie_unseen_128',\n", + "'semsup_descs_100ep_newds_curie_adamw_arch3',\n", + "'semsup_descs_100ep_v3_whatislr',\n", + "'semsup_descs_100ep_v3_merge',\n", + "'semsup_descs_100ep_v3_define',\n", + "'semsup_descs_100ep_v3_whatis',\n", + "'semsup_descs_100ep_newds_curie_adamw',\n", + "'semsup_descs_100ep_allsmall',\n", + "'semsup_descs_100ep_newds_curie',\n", + "'semsup_descs_100ep_newds_newarch',\n", + "'semsup_descs_100ep_allmini',\n", + "'eurlex4k_semsup_descriptions_tiny_hpsearch_v3',\n", + "'semsup_descs_100ep_alltiny',\n", + "'eurlex4k_semsup_descriptions_tiny_hpsearch',\n", + "'eurlex4k_baseline_128_newds',\n", + "'semsup_descs_100ep_newds',\n", + "'semsup_descs_100ep',\n", + "'eurlex4k_semsup_names_newds_65ep',\n", + "'eurlex4k_baseline_shttp://127.0.0.1:20419/?folder=/n/fs/scratch/pranjal/zestxmlemsup_bertsmall_fastout',\n", + "'eurlex4k_baseline_semsup_1e4',\n", + "'eurlex4k_baseline_semsup_3e5',\n", + "'eurlex4k_baseline_hfopt',\n", + "'eurlex4k_semsup_descriptions_tiny_65ep',\n", + "'eurlex4k_semsup_names_small_65ep',\n", + "'eurlex4k_semsup_descriptions_contrastive',\n", + "'eurlex4k_semsup_descriptions_sampled',\n", + "'eurlex4k_semsup_names_tiny_65ep',\n", + "'eurlex4k_baseline_256',\n", + "'eurlex4k_baseline_128',\n", + "'eurlex4k_semsup_names_tiny_60ep',\n", + "'eurlex4k_semsup_descriptions_tiny_60ep',\n", + "'eurlex4k_semsup_descriptions',\n", + "'eurlex4k_baseline_semsup_bertsmall_hfopt',\n", + "'eurlex4k_baseline_semsup_bertsmall_lightxml',\n", + "'eurlex4k_baseline_semsup_bertsmall_5e5',\n", + "'eurlex4k_baseline_semsup_bertmini_fastout',\n", + "'eurlex4k_baseline_semsup_bertmini',\n", + "'eurlex4k_baseline_xlnet',\n", + "'eurlex4k_baseline_roberta',\n", + "'eurlex4k_baseline_origopt',\n", + "'eurlex4k_baseline_semsup',\n", + "'eurlex4k_baseline_semsup_3e4'\n", + "]\n", + "\n", + "backup_dir = os.makedirs('output/backup', exist_ok=True)\n", + "for exp in exps:\n", + " shutil.move(f'output/{exp}',f'output/backup/{exp}')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Free Up: 15.118476122617722GB Space\n" + ] + }, + { + "data": { + "text/plain": [ + "['output/semsup_descs_100ep_4.3k_curie/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-90000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-110000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split206/checkpoint-130000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_simple203/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_simple203/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_simple203/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_simple203/checkpoint-90000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split376/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split376/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split376/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-90000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-110000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-130000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split1057/checkpoint-150000',\n", + " 'output/devise_curie_descriptions/checkpoint-90000',\n", + " 'output/devise_curie_descriptions/checkpoint-110000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-90000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-110000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split3/checkpoint-130000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_sib/checkpoint-30000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_sib/checkpoint-50000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_sib/checkpoint-70000',\n", + " 'output/semsup_descs_100ep_4.3k_curie_unseen_split_sib/checkpoint-90000']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# In these experiments, delete odd numbered checkpoints above 2 and less than -2\n", + "exp_to_del = [\n", + " 'devise_curie_descriptions',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split206',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split3',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split376',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split_sib',\n", + " 'semsup_descs_100ep_4.3k_heir_unseen_coilmini_1057_tok128',\n", + " 'semsup_descs_100ep_4.3k_curie',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split1057',\n", + " 'semsup_descs_100ep_4.3k_curie_unseen_split_simple203'\n", + "]\n", + "fols_to_delete = []\n", + "\n", + "for dire in os.listdir(output_dir):\n", + " if dire not in exp_to_del:\n", + " continue\n", + " exp = os.path.join(output_dir, dire)\n", + " if os.path.isdir(exp):\n", + " checkpoints = []\n", + " for file in os.listdir(exp):\n", + " if os.path.isdir(os.path.join(exp, file)):\n", + " try:\n", + " check_num = int(file.split('-')[1])\n", + " if (check_num / 10000)%2 == 1 and check_num > 20000:\n", + " checkpoints.append((int(file.split('-')[1]),file))\n", + " except:\n", + " continue\n", + " checkpoints.sort()\n", + " for check in checkpoints[:-1]:\n", + " to_del = os.path.join(exp, check[1])\n", + " fols_to_delete.append(to_del)\n", + "total_size = 0 \n", + "for fol in fols_to_delete:\n", + " root_directory = Path(fol)\n", + " total_size += sum(f.stat().st_size for f in root_directory.glob('**/*') if f.is_file())\n", + "\n", + "print(f'Free Up: {total_size / (1024**3)}GB Space')\n", + "fols_to_delete " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "for file in fols_to_delete:\n", + " shutil.rmtree(file)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -93,33 +282,112 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Free Up: 2.142634875141084GB Space\n" + "Free Up: 32.41310000792146GB Space\n" ] }, { "data": { "text/plain": [ - "['output/eurlex4k_baseline_semsup_bertsmall_fastout/checkpoint-10000',\n", - " 'output/eurlex4k_baseline_semsup_bertsmall_fastout/checkpoint-20000',\n", - " 'output/eurlex4k_baseline_semsup_bertsmall_fastout/checkpoint-30000',\n", - " 'output/eurlex4k_baseline_semsup_bertsmall_fastout/checkpoint-40000']" + "['output/semsup_descs_100ep_v3_merge/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_v3_merge/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_v3_merge/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen/checkpoint-120000',\n", + " 'output/eurlex4k_baseline_128_newds/checkpoint-20000',\n", + " 'output/semsup_descs_100ep_v3_whatislr/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_v3_whatislr/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_v3_whatislr/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds_curie/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_allsmall/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_allsmall/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_v3_define/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_v3_define/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_v3_define/checkpoint-120000',\n", + " 'output/semsup_descs_100ep/checkpoint-40000',\n", + " 'output/semsup_descs_100ep/checkpoint-80000',\n", + " 'output/semsup_descs_100ep/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_allmini/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_allmini/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_allmini/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-4000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-8000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-12000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-16000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-20000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-24000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-28000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-32000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-36000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_512/checkpoint-44000',\n", + " 'output/semsup_descs_100ep_v3_whatis/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_v3_whatis/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_v3_whatis/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_newarch/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_newarch/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds_newarch/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw_arch3/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw_arch3/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds_curie_adamw_arch3/checkpoint-120000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-4000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-8000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-12000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-16000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-20000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-24000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-28000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-32000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-36000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_256/checkpoint-44000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-4000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-8000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-12000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-16000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-20000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-24000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-28000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-32000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-36000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds_curie_unseen_128/checkpoint-44000',\n", + " 'output/semsup_descs_100ep_newds/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_newds/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_newds/checkpoint-120000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-40000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-80000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-120000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-160000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-200000',\n", + " 'output/eurlex4k_semsup_descriptions_contrastive_500/checkpoint-240000',\n", + " 'output/semsup_descs_100ep_alltiny/checkpoint-40000',\n", + " 'output/semsup_descs_100ep_alltiny/checkpoint-80000',\n", + " 'output/semsup_descs_100ep_alltiny/checkpoint-120000']" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fols_to_delete = []\n", - "exp_to_del = ['eurlex4k_baseline_semsup_bertsmall_fastout']#, 'eurlex4k_baseline_256']\n", + "exp_to_del = [\n", + " \n", + " ]#, 'eurlex4k_baseline_256']\n", "for dire in os.listdir(output_dir):\n", " if dire not in exp_to_del:\n", " continue\n", @@ -128,7 +396,10 @@ " checkpoints = []\n", " for file in os.listdir(exp):\n", " if os.path.isdir(os.path.join(exp, file)):\n", - " checkpoints.append((int(file.split('-')[1]),file))\n", + " try:\n", + " checkpoints.append((int(file.split('-')[1]),file))\n", + " except:\n", + " continue\n", " checkpoints.sort()\n", " for check in checkpoints[:-1]:\n", " to_del = os.path.join(exp, check[1])\n", @@ -144,31 +415,63 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "for fol in fols_to_delete:\n", - " shutil.rmtree(fol)" + "for file in fols_to_delete:\n", + " shutil.rmtree(file)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "64.10888500697911" + "'output/semsup_descs_100ep_4.3k_heir_unseen_split85'" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], - "source": [] + "source": [ + "exp" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(110000, 'checkpoint-110000'), (130000, 'checkpoint-130000')]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "checkpoints[10:-1][::2]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "for fol in fols_to_delete:\n", + " shutil.rmtree(fol)" + ] }, { "cell_type": "code", diff --git a/training/SamplingDatasetGen.ipynb b/training/SamplingDatasetGen.ipynb index 28ec1b8..a4fba2e 100644 --- a/training/SamplingDatasetGen.ipynb +++ b/training/SamplingDatasetGen.ipynb @@ -1,5 +1,508 @@ { "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import itertools\n", + "\n", + "test_labels = list(set(itertools.chain(*[json.loads(x)['label'] for x in open('datasets/eurlex_raw_text_dataset/test.jsonl').readlines()])))\n", + "train_labels = list(set(itertools.chain(*[json.loads(x)['label'] for x in open('datasets/eurlex_raw_text_dataset/train.jsonl').readlines()])))" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "labels_of_concern = [x for x in test_labels if x in train_labels]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "unseen_labels = np.random.choice(labels_of_concern, size=int(len(labels_of_concern) * 0.8), replace=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "unseen_labels = open('wordnet_unseen.txt').read().splitlines()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "878" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(unseen_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "sampled_train_labels = [x for x in train_labels if x not in unseen_labels]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "unseen_labels = list(set([x for x in (test_labels + train_labels) if x not in sampled_train_labels]))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(536, 536)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len([x for x in unseen_labels if x in test_labels]), len(unseen_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3420" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(sampled_train_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "15444" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import json\n", + "new_data = []\n", + "for line in open('datasets/eurlex_raw_text_dataset/train.jsonl').readlines():\n", + " data = json.loads(line)\n", + " labels = data['label']\n", + " new_labels = []\n", + " for lab in labels:\n", + " if lab in sampled_train_labels:\n", + " new_labels.append(lab)\n", + " if len(new_labels)!=0:\n", + " data['label'] = new_labels\n", + " new_data.append(data)\n", + " # break\n", + "len(new_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "f = open('datasets/eurlex_raw_text_dataset/train_unseen_v1_wordnet.jsonl', 'w')\n", + "for x in new_data:\n", + " f.write(json.dumps(x) + '\\n')\n", + "f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "all_labels = []\n", + "for label in list(set(train_labels + test_labels)):\n", + " all_labels.append(label)\n", + "\n", + "# Write to file\n", + "f = open('datasets/eurlex_raw_text_dataset/all_labels.txt', 'w')\n", + "for x in all_labels:\n", + " f.write(x + '\\n')\n", + "f.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1906" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Lets create the test dataset\n", + "\n", + "import json\n", + "new_data = []\n", + "for line in open('datasets/eurlex_raw_text_dataset/test.jsonl').readlines():\n", + " data = json.loads(line)\n", + " labels = data['label']\n", + " new_labels = []\n", + " for lab in labels:\n", + " if lab not in sampled_train_labels:\n", + " new_labels.append(lab)\n", + " if len(new_labels)!=0:\n", + " data['label'] = new_labels\n", + " new_data.append(data)\n", + " # break\n", + "len(new_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "f = open('datasets/eurlex_raw_text_dataset/test_unseen_v1_wordnet.jsonl', 'w')\n", + "for x in new_data:\n", + " f.write(json.dumps(x) + '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'all_labels' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [40]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mlen\u001b[39m(\u001b[43mall_labels\u001b[49m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'all_labels' is not defined" + ] + } + ], + "source": [ + "len(all_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "15431" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(new_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['information_policy',\n", + " 'child_protection',\n", + " 'internet',\n", + " 'action_programme',\n", + " 'public_awareness_campaign',\n", + " 'community_financing']" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['label']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2628" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(test_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "len([x for x in test_labels if x not in train_labels])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "test_labels_all = list(set(itertools.chain(*[json.loads(x)['label'] for x in open('datasets/EUR-Lex/test.jsonl').readlines()])))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "high_representative_for_the_cfsp 1\n", + "ec_case_law 1\n", + "death_penalty 1\n", + "weapons'_destruction 1\n", + "insurance_indemnity 1\n", + "degradation_of_the_environment 1\n", + "ionian_sea 1\n", + "regulation_of_transactions 1\n", + "aid_recipient 1\n", + "intermediate_technology 1\n", + "belize 1\n", + "professional_career 1\n", + "community_acquis 1\n", + "european_forestry_policy 1\n", + "audio-visual_co-production 1\n", + "textile_machine 1\n", + "free_education 1\n", + "unpaid_work 1\n", + "recognition_of_studies 1\n", + "central_portugal 1\n", + "eu_council_presidency 1\n", + "assistance_in_training 1\n", + "contraception 1\n", + "commercial_transaction 1\n", + "forward_studies 1\n", + "autonomous_province_of_bolzano 1\n", + "sexual_offence 1\n", + "torture 1\n", + "dispute_settlement_body 1\n", + "animal_resources 1\n", + "agricultural_labour_force 1\n", + "energy_demand 1\n", + "ports_policy 1\n", + "transport_lines 1\n", + "development_bank 1\n", + "qatar 1\n", + "customs_debt 1\n", + "caucasus_countries 1\n", + "retroactivity_of_a_law 1\n", + "advance 1\n", + "papua_new_guinea 1\n", + "triticale 1\n", + "fresh_cheese 1\n", + "water_requirements 1\n", + "organisation_of_production 1\n", + "social_survey 1\n", + "allocation_of_land 1\n", + "urban_road 1\n", + "rodent 1\n", + "child_care 1\n", + "basic_research 1\n", + "petroleum_exploration 1\n", + "apulia 1\n", + "castor_bean 1\n", + "devaluation 1\n", + "social_rights 1\n", + "capital_gains_tax 1\n", + "patronage 1\n", + "wood_residue 1\n", + "civil-law_association 1\n", + "international_statistics 1\n", + "ecsc_individual_decision 1\n", + "hand_tool 1\n", + "oligopoly 1\n", + "cruel_and_degrading_treatment 1\n", + "province_of_namur 1\n", + "powers_of_parliament 1\n", + "consumer_behaviour 1\n", + "tyrrhenian_sea 1\n", + "technical_profession 1\n", + "codecision_procedure 1\n", + "state_of_a_federation 1\n", + "association 1\n", + "storage_capacity 1\n", + "unfair_terms_of_contract 1\n", + "additional_resources 1\n", + "majority_voting 1\n", + "vegetable_juice 1\n", + "ispa 1\n", + "downloading 1\n", + "bahrain 1\n", + "arab_league_countries 1\n", + "biodegradability 1\n", + "littoral 1\n", + "lubricants 1\n", + "discrimination_based_on_disability 1\n", + "adult_education 1\n", + "launch_vehicle 1\n", + "european_identity 1\n", + "carinthia 1\n", + "postal_and_telecommunications_services 1\n", + "occupational_physiology 1\n", + "administrative_order 1\n", + "freedom_of_navigation 1\n", + "pupil 1\n", + "parent_company 1\n", + "joint_subsidiary 1\n", + "power_to_negotiate 1\n", + "centralisation_of_information 1\n", + "ecac 1\n", + "eureka 1\n", + "metalwork 1\n", + "engineer 1\n", + "orchard 1\n", + "flevoland 1\n", + "overseas_territory 1\n", + "7954.0 1\n", + "information_technology_user 1\n", + "cmea_countries 1\n", + "tax_on_profits_of_self-employment 1\n", + "hydroelectric_power 1\n", + "cosmetics_industry 1\n", + "franche-comt?? 1\n", + "local_tax 1\n", + "consumer_survey 1\n", + "djibouti 1\n", + "distance_learning 1\n", + "swap_arrangement 1\n", + "division_of_powers 1\n", + "cis_countries 1\n", + "disaster_area 1\n", + "professional_ethics 1\n", + "cold_store 1\n", + "oecd_countries 1\n", + "control_of_communications 1\n", + "plutonium 1\n", + "documentation_centre 1\n", + "wood_production 1\n", + "recommendation 1\n", + "gypsy 1\n", + "confectionery 1\n", + "forensic_medicine 1\n", + "building_insulation 1\n", + "use_of_water 1\n", + "south_america 1\n", + "methanol 1\n", + "public_financing 1\n", + "stockpiling_of_weapons 1\n", + "crime_against_property 1\n", + "margarine 1\n", + "restoration_of_customs_duties 1\n", + "older_worker 1\n", + "orphan 1\n", + "mercosur 1\n", + "nursing_care 1\n", + "vienna 1\n", + "gift_item 1\n", + "national_production 1\n", + "fossil_fuel 1\n", + "ore_processing 1\n", + "mortgage_bank 1\n", + "4067 1\n", + "autonomous_province_of_trento 1\n", + "domestic_violence 1\n", + "public_investment 1\n" + ] + } + ], + "source": [ + "for l in diff_labels:\n", + " print(l , test_labels_all.count(l))" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -1487,7 +1990,7 @@ "hash": "90fcbf6f06d9a30c70fdaff45e14c5534421a599dc22a7267c486c9cb67dea6d" }, "kernelspec": { - "display_name": "Python 3.9.12 ('base')", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1502,8 +2005,7 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" - }, - "orig_nbformat": 4 + } }, "nbformat": 4, "nbformat_minor": 2 diff --git a/training/configs/main_config.yml b/training/configs/main_config.yml index 32f074c..7c66e5a 100644 --- a/training/configs/main_config.yml +++ b/training/configs/main_config.yml @@ -54,7 +54,7 @@ TRAINING: fp16: true fp16_opt_level: O1 lr_scheduler_type: "constant_with_warmup" # defaults to 'linear' - - + dataloader_num_workers: 4 + label_names: [labels] diff --git a/training/configs/semsup_descriptions.yml b/training/configs/semsup_descriptions.yml index fce5c4e..cf22e05 100644 --- a/training/configs/semsup_descriptions.yml +++ b/training/configs/semsup_descriptions.yml @@ -42,7 +42,7 @@ TRAINING: do_train: true do_eval: true per_device_train_batch_size: 4 - gradient_accumulation_steps: 1 + gradient_accumulation_steps: 2 learning_rate: 5.e-5 # Will point to input encoder lr, if user_custom_optimizer is False num_train_epochs: 100 save_steps: 40000 @@ -51,7 +51,8 @@ TRAINING: fp16: true fp16_opt_level: O1 lr_scheduler_type: "cosine" # defaults to 'linear' - + dataloader_num_workers: 4 + label_names: [labels] diff --git a/training/configs/semsup_descriptions_contrastive.yml b/training/configs/semsup_descriptions_contrastive.yml index a58f95c..bc2e2d5 100644 --- a/training/configs/semsup_descriptions_contrastive.yml +++ b/training/configs/semsup_descriptions_contrastive.yml @@ -1,11 +1,11 @@ -EXP_NAME: "semsup_descs_contrastive_200" +EXP_NAME: "semsup_descs_contrastive_1000" EXP_DESC: "SemSup Descriptions, Contrastive Leanring with 200 samples each batch" DATA: task_name: eurlex4k dataset_name: eurlex dataset_config_name: null - max_seq_length: 512 + max_seq_length: 128 overwrite_output_dir: true overwrite_cache: false pad_to_max_length: true @@ -13,15 +13,13 @@ DATA: max_train_samples: null max_eval_samples: null max_predict_samples: null - train_file: datasets/EUR-Lex/train.jsonl - validation_file: datasets/EUR-Lex/test.jsonl - test_file: datasets/EUR-Lex/test.jsonl - label_max_seq_length: 32 - contrastive_learning_samples: 400 - cl_min_positive_descs: 20 - descriptions_file: datasets/EUR-Lex/eurlex-4k-class_descriptions_v1.json - cluster_path: datasets/EUR-Lex/label_group_lightxml_0.npy - num_clusters: 64 + train_file: datasets/eurlex_raw_text_dataset/train.jsonl + validation_file: datasets/eurlex_raw_text_dataset/test.jsonl + test_file: datasets/eurlex_raw_text_dataset/test.jsonl + label_max_seq_length: 24 + contrastive_learning_samples: 2000 + cl_min_positive_descs: 2 + descriptions_file: datasets/EUR-Lex/curie_descriptions_v1.json MODEL: model_name_or_path: bert-base-uncased @@ -36,8 +34,9 @@ MODEL: semsup: true label_model_name_or_path: prajjwal1/bert-tiny encoder_model_type: bert - user_custom_optimizer: adamw - output_learning_rate: 5.e-5 + use_custom_optimizer: adamw + output_learning_rate: 1.e-4 + arch_type : 1 TRAINING: @@ -45,7 +44,7 @@ TRAINING: do_eval: true per_device_train_batch_size: 8 gradient_accumulation_steps: 1 - learning_rate: 1.e-5 # Will point to input encoder lr, if user_custom_optimizer is False + learning_rate: 4.e-5 # Will point to input encoder lr, if user_custom_optimizer is False num_train_epochs: 150 save_steps: 40000 evaluation_strategy: steps @@ -53,7 +52,8 @@ TRAINING: fp16: true fp16_opt_level: O1 lr_scheduler_type: "constant_with_warmup" # defaults to 'linear' - + dataloader_num_workers: 4 + label_names: [labels] diff --git a/training/configs/semsup_names.yml b/training/configs/semsup_names.yml index 37ef09f..ff5d0e8 100644 --- a/training/configs/semsup_names.yml +++ b/training/configs/semsup_names.yml @@ -49,7 +49,8 @@ TRAINING: fp16: true fp16_opt_level: O1 lr_scheduler_type: "constant_with_warmup" # defaults to 'linear' - + dataloader_num_workers: 4 + label_names: [labels] diff --git a/training/main.py b/training/main.py index bd2eccc..e6533c2 100644 --- a/training/main.py +++ b/training/main.py @@ -15,14 +15,16 @@ # limitations under the License. """ Finetuning the library models for sequence classification on GLUE.""" # You can also adapt this script on your own text classification task. Pointers for this are left as comments. - +print('The script has began') import itertools import logging import os import random import sys +import time from dataclasses import dataclass, field from typing import Optional +import shutil import datasets import numpy as np @@ -43,6 +45,7 @@ from transformers import ( TrainingArguments, default_data_collator, set_seed, + TrainerCallback, ) from transformers import BertForSequenceClassification from transformers.trainer_utils import get_last_checkpoint @@ -51,12 +54,12 @@ from transformers.utils.versions import require_version from src import getTokenizedLabelDescriptions from src import getLabelModel from src import semsup_data_collator -from src import SemSupDataset +from src import SemSupDataset, DeViSEDataset from src import AutoModelForMultiLabelClassification from src import applyLightXMLNegativeSampling from src import multilabel_metrics from src import task_to_keys, task_to_label_keys, dataset_to_numlabels -from src import DataTrainingArguments, ModelArguments +from src import DataTrainingArguments, ModelArguments, CustomTrainingArguments from src import dataset_classification_type from src import BertForSemanticEmbedding from src import read_yaml_config @@ -64,6 +67,12 @@ from transformers import AdamW, get_linear_schedule_with_warmup from torch.utils.data import DataLoader import os +try: + print('O1:',os.cpu_count()) + print('O2:',os.sched_getaffinity) + print('O3:',os.sched_getaffinity(0)) +except: + ... # Will error if the minimal version of Transformers is not installed. Remove at your own risks. # check_min_version("4.20.0.dev0") @@ -73,6 +82,8 @@ require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/text logger = logging.getLogger(__name__) + + def setup_logging(training_args): # Setup logging logging.basicConfig( @@ -95,7 +106,7 @@ def setup_logging(training_args): ) logger.info(f"Training/evaluation parameters {training_args}") -def get_last_checkpoint(training_args): +def get_last_check(training_args): last_checkpoint = None if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir: last_checkpoint = get_last_checkpoint(training_args.output_dir) @@ -112,29 +123,50 @@ def get_last_checkpoint(training_args): return last_checkpoint def main(): + + TIME_LIMIT = 50 * 60 # 1 HOUR + start_time = time.time() + + # See all possible arguments in src/transformers/training_args.py # or by passing the --help flag to this script. # We now keep distinct sets of args, for a cleaner separation of concerns. + print('Main Function is Called!!!', sys.argv) + parser = HfArgumentParser((ModelArguments, DataTrainingArguments, CustomTrainingArguments)) + + if len(sys.argv) > 1 and sys.argv[1].startswith('--local_rank'): + extra_args = {'local_rank' : sys.argv[1].split('=')[1]} + argv = sys.argv[0:1] + sys.argv[2:] + else: + argv = sys.argv + extra_args = {} - parser = HfArgumentParser((ModelArguments, DataTrainingArguments, TrainingArguments)) - if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): + print(len(argv) == 3 and argv[1].endswith(".yml")) + if len(argv) == 2 and argv[1].endswith(".json"): # If we pass only one argument to the script and it's the path to a json file, # let's parse it to get our arguments. - model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1])) - elif len(sys.argv) == 3 and sys.argv[1].endswith(".yml"): - model_args, data_args, training_args = parser.parse_dict(read_yaml_config(os.path.abspath(sys.argv[1]), output_dir = sys.argv[2])) + model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(argv[1])) + elif len(argv) == 3 and argv[1].endswith(".yml"): + print('Lets Go!!!') + model_args, data_args, training_args = parser.parse_dict(read_yaml_config(os.path.abspath(argv[1]), output_dir = argv[2], extra_args = extra_args)) + print('training args', training_args) else: model_args, data_args, training_args = parser.parse_args_into_dataclasses() # model_args.label_model_name_or_path = 'google/bert_uncased_L-2_H-128_A-2' # training_args.deepspeed = 'deepspeed_config.json' - + # training_args.output_learning_rate = model_args.output_learning_rate setup_logging(training_args) - + # training_args.seed = np.random.randint(0, 100000000) + if training_args.seed == -1: + training_args.seed = np.random.randint(0, 100000000) + print(training_args.seed) # Detecting last checkpoint. + # Lets do a simple test to see if node is not corrupted: + # Set seed before initializing model. - last_checkpoint = get_last_checkpoint(training_args) + last_checkpoint = get_last_check(training_args) set_seed(training_args.seed) @@ -150,17 +182,12 @@ def main(): else: # Loading a dataset from your local files. # CSV/JSON training and evaluation files are needed. - data_files = {"train": data_args.train_file, "validation": data_args.validation_file, "test": data_args.test_file} + data_files = {"train": data_args.train_file, "validation": data_args.validation_file} # Get the test dataset: you can provide your own CSV/JSON test file (see below) # when you use `do_predict` without specifying a GLUE benchmark task. if training_args.do_predict: if data_args.test_file is not None: - train_extension = data_args.train_file.split(".")[-1] - test_extension = data_args.test_file.split(".")[-1] - assert ( - test_extension == train_extension - ), "`test_file` should have the same extension (csv or json) as `train_file`." data_files["test"] = data_args.test_file else: raise ValueError("Need a test file for `do_predict`.") @@ -178,6 +205,7 @@ def main(): ) else: # Loading a dataset from local json files + print('df are', data_files, model_args.cache_dir) raw_datasets = load_dataset( "json", data_files=data_files, @@ -191,14 +219,21 @@ def main(): # Labels if data_args.task_name is not None: label_key = task_to_label_keys[data_args.task_name] - # NOTE: Not all labels may be present in any single split. - label_list = list(set(itertools.chain(*[ - # Type Cast to int may not have been necessary! - # [int(item) for sublist in raw_datasets[split_key][label_key] for item in sublist if item.isdigit()] - [item for sublist in raw_datasets[split_key][label_key] for item in sublist] - for split_key in raw_datasets.keys()] - ))) - # BUG: One label in eurlex57k is corrupted + + + if training_args.scenario == 'unseen_labels': + label_list = [x.strip() for x in open(data_args.all_labels).readlines()] + train_labels = list(set([item for sublist in raw_datasets['train'][label_key] for item in sublist])) + if data_args.test_labels is not None: + test_labels = [x.strip() for x in open(data_args.test_labels).readlines()] + else: + test_labels = list(set([item for sublist in raw_datasets['validation'][label_key] for item in sublist])) + + else: + label_list = list(set(itertools.chain(*[ + [item for sublist in raw_datasets[split_key][label_key] for item in sublist] + for split_key in raw_datasets.keys()] + ))) num_labels = len(label_list) label_list.sort() # For consistency print('Debugging: num_labels: ', num_labels) @@ -218,24 +253,34 @@ def main(): if model_args.semsup: label_model, label_tokenizer = getLabelModel(data_args, model_args) # tokenizedDescriptions = getTokenizedLabelDescriptions(data_args, 'datasets/EUR-Lex/eurlex-4k-class_descriptions_v1.json', label_tokenizer) - tokenizedDescriptions = getTokenizedLabelDescriptions(data_args, data_args.descriptions_file, label_tokenizer) + # tokenizedDescriptions = getTokenizedLabelDescriptions(data_args, data_args.descriptions_file, label_tokenizer) - config = AutoConfig.from_pretrained( model_args.config_name if model_args.config_name else model_args.model_name_or_path, - num_labels=num_labels, + # num_labels=num_labels, finetuning_task=data_args.task_name, cache_dir=model_args.cache_dir, revision=model_args.model_revision, use_auth_token=True if model_args.use_auth_token else None, ) + + config.model_name_or_path = model_args.model_name_or_path config.problem_type = dataset_classification_type[data_args.task_name] config.negative_sampling = model_args.negative_sampling config.semsup = model_args.semsup + config.normalize_embeddings = model_args.normalize_embeddings config.encoder_model_type = model_args.encoder_model_type + config.arch_type = model_args.arch_type + config.devise = model_args.devise + config.coil = model_args.coil + config.token_dim = model_args.token_dim + config.colbert = model_args.colbert + if config.semsup: config.label_hidden_size = label_model.config.hidden_size print('Label hidden size is ', label_model.config.hidden_size) + if model_args.devise: + config.label_hidden_size = 300 config.cluster_labels_dim = data_args.num_clusters temp_label_id = {v: i for i, v in enumerate(label_list)} if model_args.negative_sampling == 'lightxml': @@ -251,14 +296,6 @@ def main(): - model = BertForSemanticEmbedding(config) - - # Place the label model inside the main model - if model_args.semsup: - model.label_model = label_model - model.label_tokenizer = label_tokenizer - model.tokenizedDescriptions = tokenizedDescriptions - # Preprocessing the raw_datasets if data_args.task_name is not None: @@ -282,11 +319,76 @@ def main(): padding = False # Some models have set the order of the labels to use, so let's make sure we do use it. - model.config.label2id = {l: i for i, l in enumerate(label_list)} - label_to_id = model.config.label2id - model.config.id2label = {id: label for label, id in config.label2id.items()} - id2label = model.config.id2label + def model_init(): + model = BertForSemanticEmbedding(config) + num_frozen_layers = model_args.num_frozen_layers + if num_frozen_layers > 0: + try: + for param in model.encoder.bert.embeddings.parameters(): + param.requires_grad = False + for param in model.encoder.bert.pooler.parameters(): + param.requires_grad = False + for layer in model.encoder.bert.encoder.layer[:num_frozen_layers]: + for param in layer.parameters(): + param.requires_grad = False + except: + for param in model.encoder.embeddings.parameters(): + param.requires_grad = False + for param in model.encoder.pooler.parameters(): + param.requires_grad = False + for layer in model.encoder.encoder.layer[:num_frozen_layers]: + for param in layer.parameters(): + param.requires_grad = False + + # Place the label model inside the main model + if model_args.semsup: + model.label_model = label_model + model.label_tokenizer = label_tokenizer + # model.tokenizedDescriptions = tokenizedDescriptions + # for param in model.label_model.parameters(): + # param.requires_grad = False + # print(training_args.num_train_epochs, type(training_args.num_train_epochs)) + # 3/0 + if model_args.tie_weights: + for i in range(9): + if num_frozen_layers >= 9: + try: + model.label_model.encoder.layer[i] = model.encoder.bert.encoder.layer[i] + except: + model.label_model.encoder.layer[i] = model.encoder.encoder.layer[i] + else: + for param in model.label_model.encoder.layer[i].parameters(): + param.requires_grad = False + for param in model.label_model.embeddings.parameters(): + param.requires_grad = False + for param in model.label_model.pooler.parameters(): + param.requires_grad = False + else: + label_frozen_layers = model_args.label_frozen_layers + if label_frozen_layers > 0: + print(model.label_model) + for param in model.label_model.embeddings.parameters(): + param.requires_grad = False + for param in model.label_model.pooler.parameters(): + param.requires_grad = False + for layer in model.label_model.encoder.layer[:label_frozen_layers]: + for param in layer.parameters(): + param.requires_grad = False + + model.config.label2id = {l: i for i, l in enumerate(label_list)} + model.config.id2label = {id: label for label, id in config.label2id.items()} + return model + model = model_init() + if model_args.pretrained_model_path != '': + model.load_state_dict(torch.load(model_args.pretrained_model_path, map_location = list(model.parameters())[0].device)) + if model_args.pretrained_label_model_path != '': + model.label_model.load_state_dict(torch.load(model_args.pretrained_label_model_path, map_location = list(model.parameters())[0].device)) + id2label = model.config.id2label + label_to_id = model.config.label2id + # print(len(label_to_id.keys())) + # print(list(label_to_id.keys())[-100:]) + # 3/0 if data_args.max_seq_length > tokenizer.model_max_length: logger.warning( @@ -323,26 +425,45 @@ def main(): return result - with training_args.main_process_first(desc="dataset map pre-processing"): - raw_datasets = raw_datasets.map( - preprocess_function, - batched=True, - load_from_cache_file=not data_args.overwrite_cache, - desc="Running tokenizer on dataset", - ) + # with training_args.main_process_first(desc="dataset map pre-processing"): + # raw_datasets = raw_datasets.map( + # preprocess_function, + # batched=True, + # load_from_cache_file=not data_args.overwrite_cache, + # desc="Running tokenizer on dataset", + # ) + try: + if data_args.test_descriptions_file == '': + data_args.test_descriptions_file = data_args.descriptions_file + except: data_args.test_descriptions_file = data_args.descriptions_file + + print('Running with_transform') + raw_datasets = raw_datasets.with_transform(preprocess_function) + + class_descs_tokenized = None + if model_args.semsup and data_args.large_dset and os.path.exists(data_args.tokenized_descs_file): + if data_args.tokenized_descs_file.endswith('npy'): + # import h5py + # class_descs_tokenized = h5py.File(data_args.tokenized_descs_file) # np.load(data_args.tokenized_descs_file, allow_pickle=True).item() + # else: + class_descs_tokenized = np.load(data_args.tokenized_descs_file, allow_pickle=True) + + if training_args.do_train: if "train" not in raw_datasets: raise ValueError("--do_train requires a train dataset") train_dataset = raw_datasets["train"] if data_args.max_train_samples is not None: max_train_samples = min(len(train_dataset), data_args.max_train_samples) - train_dataset = train_dataset.select(range(max_train_samples)) - + # train_dataset = train_dataset.select(range(max_train_samples)) + train_dataset = train_dataset.select(np.random.choice(len(train_dataset), max_train_samples)) if model_args.semsup: # train_dataset = SemSupDataset(train_dataset, data_args, 'datasets/EUR-Lex/eurlex-4k-class_descriptions_v1.json', label_to_id, id2label, label_tokenizer, return_desc_embeddings = True, sampleRandom = data_args.contrastive_learning_samples, cl_min_positive_descs= data_args.cl_min_positive_descs) - train_dataset = SemSupDataset(train_dataset, data_args, data_args.descriptions_file, label_to_id, id2label, label_tokenizer, return_desc_embeddings = True, sampleRandom = data_args.contrastive_learning_samples, cl_min_positive_descs= data_args.cl_min_positive_descs) + train_dataset = SemSupDataset(train_dataset, data_args, data_args.descriptions_file, label_to_id, id2label, label_tokenizer, return_desc_embeddings = True, sampleRandom = data_args.contrastive_learning_samples, cl_min_positive_descs= data_args.cl_min_positive_descs, seen_labels = None if training_args.scenario == 'seen' else train_labels, add_label_name = model_args.add_label_name, max_descs_per_label = data_args.max_descs_per_label, use_precomputed_embeddings = model_args.use_precomputed_embeddings, bm_short_file = data_args.bm_short_file, ignore_pos_labels_file = data_args.ignore_pos_labels_file, class_descs_tokenized = class_descs_tokenized) + elif model_args.devise: + train_dataset = DeViSEDataset(train_dataset, data_args.descriptions_file, label_to_id, id2label) else: - train_dataset = SemSupDataset(train_dataset, data_args, data_args.descriptions_file, label_to_id, id2label, None, useSemSup = False) + train_dataset = SemSupDataset(train_dataset, data_args, data_args.descriptions_file, label_to_id, id2label, None, useSemSup = False, add_label_name = model_args.add_label_name) if training_args.do_eval: # print('Loading Model') @@ -351,15 +472,33 @@ def main(): if "validation" not in raw_datasets and "validation_matched" not in raw_datasets: raise ValueError("--do_eval requires a validation dataset") eval_dataset = raw_datasets["validation_matched" if data_args.task_name == "mnli" else "validation"] + # if data_args.max_eval_samples is not None: + choice_indexes = None + if data_args.max_eval_samples is not None: max_eval_samples = min(len(eval_dataset), data_args.max_eval_samples) - eval_dataset = eval_dataset.select(range(max_eval_samples)) + if data_args.random_sample_seed != -1: + # l = int(len(eval_dataset) // 1.5) + l = len(eval_dataset) + + np.random.seed(data_args.random_sample_seed) + choice_indexes = np.random.choice(l, max_eval_samples, replace = False).tolist() + choice_indexes = [x for x in choice_indexes] + import pickle + pickle.dump(choice_indexes, open('choice_indexes.pkl','wb')) + eval_dataset = eval_dataset.select(choice_indexes) + np.random.seed() + else: + choice_indexes = None + eval_dataset = eval_dataset.select(range(max_eval_samples)) if model_args.semsup: # eval_dataset = SemSupDataset(eval_dataset, data_args, 'datasets/EUR-Lex/eurlex-4k-class_descriptions_v1.json', label_to_id, id2label, label_tokenizer, return_desc_embeddings=True) - eval_dataset = SemSupDataset(eval_dataset, data_args, data_args.descriptions_file, label_to_id, id2label, label_tokenizer, return_desc_embeddings=True) + eval_dataset = SemSupDataset(eval_dataset, data_args, data_args.test_descriptions_file, label_to_id, id2label, label_tokenizer, return_desc_embeddings=True, seen_labels = None if training_args.scenario == 'seen' else test_labels, add_label_name = model_args.add_label_name, max_descs_per_label = data_args.max_descs_per_label, use_precomputed_embeddings = model_args.use_precomputed_embeddings, class_descs_tokenized = class_descs_tokenized, isTrain = False, choice_indexes = choice_indexes) + elif model_args.devise: + eval_dataset = DeViSEDataset(eval_dataset, data_args.descriptions_file, label_to_id, id2label) - if training_args.do_predict or data_args.task_name is not None or data_args.test_file is not None: + if training_args.do_predict:# or data_args.task_name is not None or data_args.test_file is not None: if "test" not in raw_datasets and "test_matched" not in raw_datasets: raise ValueError("--do_predict requires a test dataset") predict_dataset = raw_datasets["test_matched" if data_args.task_name == "mnli" else "test"] @@ -368,14 +507,15 @@ def main(): predict_dataset = predict_dataset.select(range(max_predict_samples)) # Log a few random samples from the training set: - if training_args.do_train: - for index in random.sample(range(len(train_dataset)), 3): - logger.info(f"Sample {index} of the training set: {train_dataset[index]}.") + # if training_args.do_train: + # for index in random.sample(range(len(train_dataset)), 3): + # logger.info(f"Sample {index} of the training set: {train_dataset[index]}.") + # If multi-label task, use multi-label metric # if dataset_classification_type[data_args.task_name] == "multi_label_classification": - compute_metrics = multilabel_metrics(data_args, model.config.id2label, model.config.label2id, {}) + compute_metrics = multilabel_metrics(data_args, model.config.id2label, model.config.label2id, {}, training_args) # else: # ... # raise NotImplementedError("Metric function not implemented for this task.") @@ -392,23 +532,28 @@ def main(): # Initialize our Trainer - - import torch.optim as optim - from transformers import AdamW + print('Initializing Optimizers') + from torch.optim import AdamW + # from transformers import AdamW if model_args.use_custom_optimizer: decay_cond = lambda x: x[0].lower().find('layernorm.weight')!=-1 or x[0].lower().find('bias')!=-1 - if model_args.semsup: - main_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in model.label_model.named_parameters() , model.named_parameters()))) - main_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in model.label_model.named_parameters(), model.named_parameters()))) - label_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in model.label_model.named_parameters() , model.label_model.named_parameters()))) - label_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in model.label_model.named_parameters(), model.label_model.named_parameters()))) + if model_args.semsup and not data_args.hyper_search: + main_decay_params = list(map(lambda x: x[1], filter(lambda x: x[1].requires_grad and decay_cond(x) and (x[0][12:], x[1]) not in model.label_model.named_parameters() , model.named_parameters()))) + main_no_decay_params = list(map(lambda x: x[1],filter(lambda x: x[1].requires_grad and not decay_cond(x) and (x[0][12:], x[1]) not in model.label_model.named_parameters(), model.named_parameters()))) + label_decay_params = list(map(lambda x: x[1], filter(lambda x: x[1].requires_grad and decay_cond(x) , model.label_model.named_parameters()))) + label_no_decay_params = list(map(lambda x: x[1],filter(lambda x: x[1].requires_grad and not decay_cond(x), model.label_model.named_parameters()))) + if model_args.tie_weights: + label_decay_params = list(set(label_decay_params).difference(main_decay_params)) + label_no_decay_params = list(set(label_no_decay_params).difference(main_no_decay_params)) + optimizer = AdamW([ {'params': main_decay_params, 'weight_decay': 1e-2}, {'params': main_no_decay_params, 'weight_decay': 0}, - {'params': label_decay_params, 'weight_decay': 1e-2, 'lr' : model_args.output_learning_rate}, - {'params': label_no_decay_params, 'weight_decay': 0, 'lr' : model_args.output_learning_rate} + {'params': label_decay_params, 'weight_decay': 1e-2, 'lr' : training_args.output_learning_rate}, + {'params': label_no_decay_params, 'weight_decay': 0, 'lr' : training_args.output_learning_rate} ], lr = training_args.learning_rate, eps= 1e-6) + ... else: decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x), model.named_parameters()))) no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x), model.named_parameters()))) @@ -417,20 +562,110 @@ def main(): {'params': no_decay_params, 'weight_decay': 0}], lr = training_args.learning_rate, eps= 1e-6) - - # from src import CustomTrainer - # trainer = CustomTrainer( - # semsup = True, - trainer = Trainer( - model=model, - args=training_args, - train_dataset=train_dataset if training_args.do_train else None, - eval_dataset=eval_dataset if training_args.do_eval else None, - compute_metrics=compute_metrics, - tokenizer=tokenizer, - data_collator=data_collator, - optimizers = (optimizer if model_args.use_custom_optimizer else None, None) , - ) + # if data_args.hyper_search: + # training_args.place_model_on_device = False + + if training_args.one_hour_job and training_args.local_rank <= 0: + if os.path.exists(training_args.output_dir + '/checkpoint_step.txt'): + check_steps = [] + with open(training_args.output_dir + '/checkpoint_step.txt','r') as f: + for line in f: + check_steps.append(int(line.strip())) + check_steps = sorted(list(set(check_steps))) + if len(check_steps) > 2: + for item in check_steps[:-2]: + try: shutil.rmtree(training_args.output_dir + '/checkpoint-' + str(item)) + except Exception as e: print('Error Occured',e) + def check_save_checkpoint(args, state, start_time, TIME_LIMIT, force_save = False) -> bool: + if time.time() - start_time > TIME_LIMIT - 100 or force_save: # 100 secs before end time, allow to save checkpoint + # Update the start time though + print('Saving Checkpoint') + + # Save the current step as well, we will delete it later + f = open(args.output_dir + '/checkpoint_step.txt','a') + f.write(str(state.global_step) + '\n') + f.close() + + start_time = time.time() + return True, start_time + else: + return False, start_time + + class MyCallback(TrainerCallback): + def on_step_end(self, args, state, control, **kwargs): + try: temp_var = self.start_time + except: self.start_time = start_time; print('Reinit start time') + control.should_save, self.start_time = check_save_checkpoint(args, state, self.start_time, TIME_LIMIT, force_save = control.should_evaluate) + return control + + + + if data_args.hyper_search and model_args.use_custom_optimizer: + from src import CustomTrainer + trainer = CustomTrainer( + semsup = model_args.semsup, + output_learning_rate = training_args.output_learning_rate if model_args.semsup else -1, + args=training_args, + train_dataset=train_dataset if training_args.do_train else None, + eval_dataset=eval_dataset if training_args.do_eval else None, + compute_metrics=compute_metrics, + tokenizer=tokenizer, + data_collator=data_collator, + model_init= model_init, + optimizers = (None, None) , + ) + else: + trainer = Trainer( + model=model if not data_args.hyper_search else None, + model_init= model_init if data_args.hyper_search else None, + args=training_args, + train_dataset=train_dataset if training_args.do_train else None, + eval_dataset=eval_dataset if training_args.do_eval else None, + compute_metrics=compute_metrics, + tokenizer=tokenizer, + data_collator=data_collator, + optimizers = (optimizer if model_args.use_custom_optimizer else None, None) , + # callbacks = [MyCallback], + ) + if training_args.one_hour_job: + trainer.add_callback(MyCallback) + if data_args.hyper_search: + from ray.tune.suggest.hyperopt import HyperOptSearch + from ray.tune.schedulers import ASHAScheduler, PopulationBasedTraining + import ray + from ray import tune + + tune_config = { + "output_learning_rate": tune.loguniform(2e-6, 1e-3), + "learning_rate": tune.loguniform(2e-6, 1e-3), + } + scheduler = PopulationBasedTraining( + time_attr="training_iteration", + metric="eval_P@5", + mode="max", + perturbation_interval=1, + hyperparam_mutations={ + "output_learning_rate": tune.loguniform(2e-6, 1e-3), + "learning_rate": tune.loguniform(2e-6, 1e-3), + }, + ) + def compute_objective(x): + print('metrics are',x) + return x['eval_P@5'] + # compute_objective = lambda x: x['P@1'] + trainer.place_model_on_device = True + trainer.hyperparameter_search( + hp_space = lambda _: tune_config, + backend = 'ray', + n_trials = 20, + direction = 'maximize', + resources_per_trial={"cpu": 4, "gpu": 1}, + # search_alg=HyperOptSearch(metric="P@1", mode="max"), + scheduler=scheduler, + keep_checkpoints_num = 1, + compute_objective = compute_objective + ) + 3/0 # trainer.optimizer = optimizer # Training @@ -478,8 +713,8 @@ def main(): if task is not None and "mnli" in task: combined.update(metrics) - trainer.log_metrics("eval", metrics) trainer.save_metrics("eval", combined if task is not None and "mnli" in task else metrics) + trainer.log_metrics("eval", metrics) if training_args.do_predict: logger.info("*** Predict ***") @@ -525,4 +760,6 @@ def _mp_fn(index): if __name__ == "__main__": + + main() \ No newline at end of file diff --git a/training/prepare_datasets.ipynb b/training/prepare_datasets.ipynb index 4bc1569..7e1c2f1 100644 --- a/training/prepare_datasets.ipynb +++ b/training/prepare_datasets.ipynb @@ -20,14 +20,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/n/fs/nlp-pranjal/semsup-largelabel/SemSup-LMLC/datasets\n" + "/n/fs/nlp-pranjal/SemSup-LMLC/training/datasets\n" ] } ], @@ -455,13 +455,6 @@ "np.save('./EUR-Lex/label_group_lightxml_0.npy',ll_new)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -603,12 +596,192 @@ "json.dump(descs, open('all_descriptions.json', 'w'), indent = 2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Eurlex 4.3K" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4bb7ea2a1b0c4f80b1295f2842b7f881", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Downloading builder script: 0%| | 0.00/1.97k [00:00 ] 13,382,124 668KB/s eta 81s " + ] + } + ], + "source": [ + "!wget http://nlp.cs.aueb.gr/software_and_datasets/EURLEX57K/datasets.zip" + ] + }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "!unzip datasets.zip -d eurlex57k" + ] } ], "metadata": { diff --git a/training/src/__init__.py b/training/src/__init__.py index 6cdd13f..bb62e3c 100644 --- a/training/src/__init__.py +++ b/training/src/__init__.py @@ -1,7 +1,8 @@ +from .custom_bert import * from .constants import * from .training_arguments import * from .metrics import * from .dataloaders import * from .models import * from .utils import * -from .trainer import * \ No newline at end of file +from .trainer import * diff --git a/training/src/constants.py b/training/src/constants.py index c3bac99..7f96fb8 100644 --- a/training/src/constants.py +++ b/training/src/constants.py @@ -10,11 +10,15 @@ task_to_keys = { "wnli": ("sentence1", "sentence2"), "eurlex57k" : ("text", None), "eurlex4k" : ("text", None), + "amazon13k" : ("text", None), + "wiki1m" : ("text", None), } task_to_label_keys = { - "eurlex57k" : 'eurovoc_concepts', + "eurlex57k" : 'label', "eurlex4k" : 'label', + "amazon13k": 'label', + "wiki1m" : "label" } @@ -22,9 +26,13 @@ task_to_label_keys = { dataset_classification_type = { "eurlex57k" : 'multi_label_classification', "eurlex4k" : 'multi_label_classification', + "amazon13k" : 'multi_label_classification', + "wiki1m" : 'multi_label_classification', } dataset_to_numlabels = { - "eurlex57k" : 3956, + "eurlex57k" : 4271, "eurlex4k" : 3956, + "amazon13k" : 13330, + "wiki1m" : 1200000, # TODO: Enter precise value } \ No newline at end of file diff --git a/training/src/dataloaders.py b/training/src/dataloaders.py index 2732424..cf36fbc 100644 --- a/training/src/dataloaders.py +++ b/training/src/dataloaders.py @@ -7,11 +7,49 @@ from torch.utils.data import Dataset import json import random from collections.abc import Mapping -from typing import Dict, Optional, List, Any +from typing import Dict, Optional, List, Any, NewType import pandas as pd from torch.utils.data import DataLoader from os.path import join import os +import gensim.downloader +import h5py +import time +from tqdm import tqdm +InputDataClass = NewType("InputDataClass", Any) + +def semsup_default_data_collator(features: List[InputDataClass]) -> Dict[str, Any]: + import torch + + if not isinstance(features[0], Mapping): + features = [vars(f) for f in features] + first = features[0] + batch = {} + + # Special handling for labels. + # Ensure that tensor is created with the correct type + # (it should be automatically the case, but let's make sure of it.) + if "label" in first and first["label"] is not None: + label = first["label"].item() if isinstance(first["label"], torch.Tensor) else first["label"] + dtype = torch.long if isinstance(label, int) else torch.float + batch["labels"] = torch.tensor([f["label"] for f in features], dtype=dtype) + elif "label_ids" in first and first["label_ids"] is not None: + if isinstance(first["label_ids"], torch.Tensor): + batch["labels"] = torch.stack([f["label_ids"] for f in features]) + else: + dtype = torch.long if type(first["label_ids"][0]) is int else torch.float + batch["labels"] = torch.tensor([f["label_ids"] for f in features], dtype=dtype) + + # Handling of all other possible keys. + # Again, we will use the first element to figure out which key/values are not None for this model. + for k, v in first.items(): + if k not in ("label", "label_ids") and v is not None and not isinstance(v, str): + if isinstance(v, torch.Tensor): + batch[k] = torch.stack([f[k] for f in features]) + else: + batch[k] = torch.tensor([f[k] for f in features]) + + return batch # NOTE: Right Now, Its redundant @@ -55,7 +93,7 @@ def getTokenizedLabelDescriptions(data_args, desc_file, tokenizer): padding = "max_length" if data_args.pad_to_max_length else False max_seq_length = min(data_args.label_max_seq_length, tokenizer.model_max_length) - label_descs = json.load(open(desc_file)) + label_descs = json.load(open(desc_file, encoding = 'utf-8')) return {label_key: [ tokenizer( @@ -67,22 +105,114 @@ def getTokenizedLabelDescriptions(data_args, desc_file, tokenizer): ) for desc in descs[1]] for label_key, descs in label_descs.items()} +class DeViSEDataset(Dataset): + + def __init__(self, input_dataset, descriptions_file, label_to_id, id_to_label, seen_labels = None): + + self.input_dataset = input_dataset + self.label_to_id = label_to_id + self.id_to_label = id_to_label + self.descriptions_file = descriptions_file + self.compute_label_embeddings() + self.get_class_desc_lens() + + self.seen_labels = seen_labels + if self.seen_labels is not None and isinstance(self.seen_labels[0], str): + self.seen_labels = np.array([self.label_to_id[x] for x in self.seen_labels]) + + + def compute_label_embeddings(self,): + label_embeddings = [] + self.glove_vectors = gensim.downloader.load('glove-wiki-gigaword-300') + self.glove_vectors_keys = self.glove_vectors.key_to_index.keys() + self.label_embeddings = dict() + descriptions = json.load(open(self.descriptions_file)) + for key in descriptions: + average_embeddings = [] + for sentence in descriptions[key][1]: + sum_of_embeddings = 0. + consider_embedding = False + for word in sentence.strip().split(): + word = word.lower() + if word in self.glove_vectors_keys: + consider_embedding = True + sum_of_embeddings += self.glove_vectors.vectors[self.glove_vectors.get_index(word)] + if consider_embedding: + sum_of_embeddings /= len(sentence.strip().split()) + average_embeddings.append(sum_of_embeddings) + else: + print(sentence, key) + + self.label_embeddings[key] = average_embeddings + + def get_class_desc_lens(self, ): + self.class_descs_len = [len(self.label_embeddings[self.id_to_label[key]]) for key in range(len(self.id_to_label))] + + def __len__(self): + return len(self.input_dataset) + + def __getitem__(self, idx): + item = self.input_dataset.__getitem__(idx) + labels = np.array(item['label']).nonzero()[0] + + item['label_desc_ids'] = [np.random.randint(0, self.class_descs_len[label_key]) for label_key in range(len(item['label']))] + item['label_embeddings'] = [self.label_embeddings[self.id_to_label[key]][item['label_desc_ids'][key]] for key in range(len(item['label']))] + if self.seen_labels is not None: + item['label'] = np.array(item['label'])[self.seen_labels] + item['label_embeddings'] = np.array(item['label_embeddings'])[self.seen_labels] + + + return item + + class SemSupDataset(Dataset): - def __init__(self, input_dataset, data_args, label_descriptions_file, label_to_id, id_to_label, tokenizer, class_descs_len = None, return_desc_embeddings = False, sampleRandom : int = -1, cl_min_positive_descs = 20, useSemSup = True): + def __init__(self, input_dataset, data_args, label_descriptions_file, label_to_id, id_to_label, tokenizer, class_descs_len = None, return_desc_embeddings = False, sampleRandom : int = -1, cl_min_positive_descs = 20, useSemSup = True, seen_labels = None, add_label_name = False, max_descs_per_label = 999999, use_precomputed_embeddings = '', bm_short_file = '', ignore_pos_labels_file = '', isTrain = True, class_descs_tokenized = None, choice_indexes = None): self.input_dataset = input_dataset self.sampleRandom = sampleRandom self.cl_min_positive_descs = cl_min_positive_descs self.semsup = useSemSup + self.seen_labels = seen_labels + self.add_label_name = add_label_name + self.max_descs_per_label = max_descs_per_label + self.use_precomputed_embeddings = use_precomputed_embeddings + self.choice_indexes = choice_indexes + + self.bmshortfile = bm_short_file + self.useBMShort = True if self.bmshortfile!='' else False + self.data_args = data_args + + self.tok_format = 0 + self.isTrain = isTrain + + # if data_args.large_dset: + # Instead of loading the + self.coil_cluster_map = None + try: + if data_args.coil_cluster_mapping_path: + self.coil_cluster_map = json.load(open(data_args.coil_cluster_mapping_path)) + except: + print('Failed to load cluster map for some reason') + self.coil_cluster_map = None + self.ignore_pos_labels_file = ignore_pos_labels_file + if self.ignore_pos_labels_file: + self.ignored_labels = [[y.strip() for y in x.split('\t') if y.strip()!=''] for x in open(self.ignore_pos_labels_file).readlines()] + else: + self.ignored_labels = False - if self.semsup: + if self.useBMShort and not data_args.large_dset: + self.shortlists = [[y.strip() for y in x.split('\t')] for x in open(self.bmshortfile).readlines()] + + if self.semsup and not data_args.large_dset: self.data_args = data_args self.label_descriptions_file = label_descriptions_file self.label_to_id = label_to_id self.id_to_label = id_to_label + if self.seen_labels is not None and isinstance(self.seen_labels[0], str): + self.seen_labels = np.array([self.label_to_id[x] for x in self.seen_labels]) self.tokenizer = tokenizer if class_descs_len is None: - js_file = json.load(open(self.label_descriptions_file)) + js_file = json.load(open(self.label_descriptions_file, encoding = 'utf-8')) self.class_descs_len = self.tokenize_class_descs(js_file, return_lengths = True) self.class_descs = self.tokenize_class_descs(js_file) else: @@ -91,37 +221,194 @@ class SemSupDataset(Dataset): self.label_max_seq_length = data_args.label_max_seq_length if return_desc_embeddings: - self.save_tokenized_descs() + self.save_tokenized_descs(self.add_label_name) + + if self.use_precomputed_embeddings: + self.computed_desc_inputs_embeds = torch.from_numpy(np.load(self.use_precomputed_embeddings)) + if self.semsup and data_args.large_dset: + self.data_args = data_args + self.label_descriptions_file = label_descriptions_file + self.label_to_id = label_to_id + self.id_to_label = id_to_label + # No concept of seen labels over here, directly load the shortlists + self.tokenizer = tokenizer + self.return_desc_embeddings = return_desc_embeddings + self.label_max_seq_length = data_args.label_max_seq_length + + to_save = True + if os.path.exists(data_args.tokenized_descs_file): + print('Path Exists') + if data_args.tok_format == 1: + self.tok_format = 1 + if class_descs_tokenized is not None: + self.class_descs_tokenized = class_descs_tokenized + else: + if data_args.tokenized_descs_file.endswith('h5'): + self.class_descs_tokenized = h5py.File(data_args.tokenized_descs_file) # np.load(data_args.tokenized_descs_file, allow_pickle=True).item() + self.tok_format = 1 + else: + self.class_descs_tokenized = np.load(data_args.tokenized_descs_file, allow_pickle=True) + + # TODO: Fix this hardcoding + # if len(arr) < int(1e6): + # to_save = True # Possibly Corrupt File + # # All set, load the file + # else: + to_save = False + js_file = json.load(open(self.label_descriptions_file, encoding = 'utf-8')) + print('Loaded js File') + self.class_descs_len = self.tokenize_class_descs(js_file, return_lengths = True) + if to_save: + self.class_descs = self.tokenize_class_descs(js_file) + print('Begin Tokenization Process') + self.save_tokenized_descs(self.add_label_name) + print('Saving Tokenized Descriptions') + import pickle + pickle.dump(self.class_descs_tokenized, open(data_args.tokenized_descs_file,'wb')) + print(len(self.class_descs_tokenized)) + 3/0 + file = h5py.File(data_args.tokenized_descs_file,'w') + for key in tqdm(self.class_descs_tokenized): + key_h5 = key + if key.find('/') != -1: + print('There may be issue with', key) + key_h5 = key.replace('/','\/') + file.create_dataset(key_h5+'/'+'input_ids', data = np.array(self.class_descs_tokenized[key]['input_ids'])) + file[key_h5].create_dataset('attention_mask', data = np.array(self.class_descs_tokenized[key]['attention_mask'])) + # else: + # self.class_descs_tokenized = np.load(data_args.tokenized_descs_file).item() + + if isTrain: + self.shortlists = h5py.File(data_args.train_tfidf_short)['data'] + else: + print('Testtt File Loaded') + self.shortlists = h5py.File(data_args.test_tfidf_short)['data'] + try: + del self.class_descs + except: ... + if self.tok_format != 1: + self.class_descs_tokenized = pd.DataFrame({k: [np.array(x) for i, x in enumerate(v.values()) if i != 1] for k,v in self.class_descs_tokenized.items()}) def tokenize_class_descs(self, label_descs, return_lengths = False): - return { - label_key: descs[0 if return_lengths else 1] for label_key, descs in label_descs.items() - } # descs 0 is the length - - def save_tokenized_descs(self, ): + if return_lengths == 1: + return { + label_key: min(descs[0],self.max_descs_per_label) for label_key, descs in label_descs.items() + } # descs 0 is the length + else: + return { + label_key: descs[1][:self.max_descs_per_label] for label_key, descs in label_descs.items() + } + + def save_tokenized_descs(self, add_label_name = False): self.class_descs_tokenized = dict() - for label_key in self.class_descs: + for label_key in tqdm(list(self.class_descs.keys())): descs_len = self.class_descs_len[label_key] descs = self.class_descs[label_key] self.class_descs_tokenized[label_key] = self.tokenizer( + [label_key + ". " + x for x in descs] if add_label_name else descs, max_length = self.label_max_seq_length, padding = 'max_length', truncation= True) - + # del self.class_descs_tokenized[label_key]['token_type_ids'] def __len__(self): return len(self.input_dataset) + + def get_item_for_large_dset(self, idx, item): + if self.choice_indexes is not None: + idx = int(self.choice_indexes[idx]) + # print(idx) + shortlists = self.shortlists[idx] + labels_new = item['label'] + + if self.sampleRandom != -1: + if self.sampleRandom < len(shortlists): + shortlists = np.random.choice(shortlists, self.sampleRandom, replace = False) + elif self.sampleRandom > len(shortlists): + # randomly choose from all remaining labels + shortlists = shortlists.tolist() + [self.label_to_id[x] for x in np.random.choice(self.seen_labels, self.sampleRandom - len(shortlists), replace = False)] + if self.isTrain: + pos_labels = np.where(np.array(labels_new) == 1)[0] + item['all_candidate_labels'] = np.unique(np.concatenate([pos_labels, shortlists]))[:len(shortlists)] + else: + item['all_candidate_labels'] = np.unique(shortlists) + if self.sampleRandom!=-1: + if len(item['all_candidate_labels']) < self.sampleRandom: + # Duplicate entries were deleted, manually add some duplicates :) + item['all_candidate_labels'] = np.concatenate([item['all_candidate_labels'], item['all_candidate_labels'][len(item['all_candidate_labels'])-self.sampleRandom:]]) + + item['all_candidate_labels'] = item['all_candidate_labels'][:self.sampleRandom] + + l1 = len(item['all_candidate_labels']) + if self.ignored_labels: + # Remove the ignored labels + # After removing make sure the size is equal to l1, by randomly duplicating elements + ignore_list = {self.label_to_id[x] for x in self.ignored_labels} + if len(ignore_list) > 0: + item['all_candidate_labels'] = set(item['all_candidate_labels'].tolist()).difference(ignore_list) + item['all_candidate_labels'] = sorted(list(item['all_candidate_labels'])) + + if len(item['all_candidate_labels']) < l: + item['all_candidate_labels'] += item['all_candidate_labels'][:l - len(item['all_candidate_labels'])] + item['all_candidate_labels'] = np.array(item['all_candidate_labels']) + + # l1 = np.array(item['label']).sum() + item['label'] = np.array(item['label'])[item['all_candidate_labels']] + # print(f'{item["label"].sum()} / {l1}') + item['label_desc_ids'] = [np.random.randint(0, self.class_descs_len[self.id_to_label[label_key]]) for label_key in item['all_candidate_labels']] + + if self.tok_format ==1: + item['desc_input_ids'] = [self.class_descs_tokenized['input_ids'][label_key][item['label_desc_ids'][i]].astype(np.int32) for i, label_key in enumerate(item['all_candidate_labels'])] + item['desc_attention_mask'] = [self.class_descs_tokenized['attention_mask'][label_key][item['label_desc_ids'][i]].astype(np.int32) for i, label_key in enumerate(item['all_candidate_labels'])] + else: + item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]][0][item['label_desc_ids'][i]] for i, label_key in enumerate(item['all_candidate_labels'])] + item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]][1][item['label_desc_ids'][i]] for i, label_key in enumerate(item['all_candidate_labels'])] + pos_pts = item['label'].nonzero()[0] + # if len(pos_pts) > 0: + # print(idx, item['desc_input_ids'][pos_pts[0]]) + + if self.coil_cluster_map: + map_to_cluster = lambda x : self.coil_cluster_map[str(x)] + if isinstance(item['input_ids'], list): + item['clustered_input_ids'] = [self.coil_cluster_map[str(x)] for x in item['input_ids']] + else: + item['clustered_input_ids'] = item['input_ids'].vectorize(map_to_cluster) + item['clustered_desc_ids'] = [[self.coil_cluster_map[str(x)] for x in xx] for xx in item['desc_input_ids']] + + return item + def __getitem__(self, idx): item = self.input_dataset.__getitem__(idx) + if self.data_args.large_dset: + return self.get_item_for_large_dset(idx, item) + + # Iterate over all the labels of input_dataset # and add random label_description to the item in the same order - + if self.ignored_labels: + ignored_labels = self.ignored_labels[idx] if self.sampleRandom != -1: # Create all_candidate_labels - all_candidate_labels = np.random.choice(range(len(item['label'])) , self.sampleRandom , replace = False) + if self.seen_labels is None: + labels_new = item['label'] + else: + labels_new = np.array(item['label'])[self.seen_labels] + + if self.useBMShort: + # Instead of choosing randomly, choose 60% topmost most from the shortlist + # Next sample the remaining random entries + if self.seen_labels is not None: + # from pdb import set_trace as bp + # bp() + all_candidate_labels = [self.seen_labels.tolist().index(self.label_to_id[x]) for x in self.shortlists[idx] if self.label_to_id[x] in self.seen_labels][:int(0.8*self.sampleRandom)] + # print(f'BM got: {len(all_candidate_labels)}') + # Choose the remaining randomly from set of seen_labels - all_candidates + all_candidate_labels += np.random.choice(list({x for x in range(len(self.seen_labels))}.difference(set(all_candidate_labels))), self.sampleRandom - len(all_candidate_labels), replace = False).tolist() + else: + all_candidate_labels = np.random.choice(range(len(labels_new)) , self.sampleRandom , replace = False) # prepend positive labels - pos_labels = np.where(np.array(item['label']) == 1)[0] + pos_labels = np.where(np.array(labels_new) == 1)[0] all_candidate_labels = np.concatenate([pos_labels, all_candidate_labels]) # Remove duplicates all_candidate_labels = np.unique(all_candidate_labels)[:self.sampleRandom] @@ -130,24 +417,108 @@ class SemSupDataset(Dataset): all_candidate_labels = np.concatenate([addn_pos_labels, all_candidate_labels])[:self.sampleRandom] np.random.shuffle(all_candidate_labels) item['all_candidate_labels'] = all_candidate_labels - + # NOTE: ids will be according to seen labels # Now update the labels based on all_candidate_labels - + + # print('Getting Data') if self.semsup: - if 'all_candidate_labels' not in item:# and item['all_candidate_labels'] == []: + # print(len(item['label'])) + if 'all_candidate_labels' not in item: item['label_desc_ids'] = [np.random.randint(0, self.class_descs_len[self.id_to_label[label_key]]) for label_key in range(len(item['label']))] if self.return_desc_embeddings: - item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]]['input_ids'][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] - item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]]['attention_mask'][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] + item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]][0][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] + item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]][1][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] + if self.use_precomputed_embeddings: + new_indices = [i*5 + x for i,x in enumerate(item['label_desc_ids'])] + # item['desc_inputs_embeds'] = [self.computed_desc_inputs_embeds[ item['label_desc_ids'][label_key], self.label_to_id[self.id_to_label[label_key]] ] for label_key in range(len(item['label']))] + # item['desc_inputs_embeds'] = self.computed_desc_inputs_embeds[ item['label_desc_ids'][label_key], self.label_to_id[self.id_to_label[label_key]] for label_key in range(len(item['label']))] + if self.seen_labels is not None: + new_indices = [x for i, x in enumerate(new_indices) if i in self.seen_labels] + item['desc_inputs_embeds'] = self.computed_desc_inputs_embeds[new_indices] + item['all_candidate_labels'] = range(len(item['label'])) - elif 'all_candidate_labels': + + if self.seen_labels is not None: + item['label_desc_ids'] = (np.array(item['label_desc_ids'])[self.seen_labels]).tolist() + if self.return_desc_embeddings: + item['desc_input_ids'] = (np.array(item['desc_input_ids']))[self.seen_labels].tolist() + item['desc_attention_mask'] = (np.array(item['desc_attention_mask']))[self.seen_labels].tolist() + # if self.use_precomputed_embeddings: + # item['desc_inputs_embeds'] = torch.tensor(item['desc_inputs_embeds'])[self.seen_labels] + + item['all_candidate_labels'] = (np.array(item['all_candidate_labels']))[self.seen_labels].tolist() + item['label'] = (np.array(item['label']))[self.seen_labels].tolist() + elif 'all_candidate_labels' in item: + # print('Computing') + st = time.time() item['label_desc_ids'] = [np.random.randint(0, self.class_descs_len[self.id_to_label[label_key]]) for label_key in range(len(item['label']))] - item['label'] = np.array(item['label'])[all_candidate_labels].tolist() - if self.return_desc_embeddings: - item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]]['input_ids'][item['label_desc_ids'][label_key]] for label_key in np.array(item['all_candidate_labels'])] - item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]]['attention_mask'][item['label_desc_ids'][label_key]] for label_key in np.array(item['all_candidate_labels'])] + if self.seen_labels is not None: + if self.return_desc_embeddings: + item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]][0][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] + item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]][1][item['label_desc_ids'][label_key]] for label_key in range(len(item['label']))] + if self.use_precomputed_embeddings: + new_indices = [i*5 + x for i,x in enumerate(item['label_desc_ids'])] + # Now of the 4271 labels, chose only the seen labels + new_indices = [x for i, x in enumerate(new_indices) if i in self.seen_labels] + # Now choose all_candidate labels + # print(len(new_indices)) + new_indices = [new_indices[x] for x in sorted(item['all_candidate_labels'])] + # print(len(new_indices), len(item['all_candidate_labels'])) + # if len(new_indices)!=1500: + # print('Some Issue Over Here') + item['desc_inputs_embeds'] = self.computed_desc_inputs_embeds[new_indices] + # [self.computed_desc_inputs_embeds[ item['label_desc_ids'][label_key], self.label_to_id[self.id_to_label[label_key]] ] for label_key in range(len(item['label']))] + # print('Mid Calculation Done', item['desc_inputs_embeds'].shape, time.time() - st) + item['label_desc_ids'] = np.array(item['label_desc_ids'])[self.seen_labels].tolist() + item['label'] = np.array(item['label'])[self.seen_labels].tolist() + item['label'] = np.array(item['label'])[all_candidate_labels].tolist() + item['desc_input_ids'] = np.array(item['desc_input_ids'])[self.seen_labels][item['all_candidate_labels']].tolist() + item['desc_attention_mask'] = np.array(item['desc_attention_mask'])[self.seen_labels][item['all_candidate_labels']].tolist() + # if self.use_precomputed_embeddings: + # print('Starting Final Compute', time.time() - st) + # item['desc_inputs_embeds'] = item['desc_inputs_embeds'][self.seen_labels][item['all_candidate_labels']]#.tolist() + # print('Computed', type(item['desc_inputs_embeds']), type(item['desc_inputs_embeds'][0]), time.time() - st) + else: + item['label'] = np.array(item['label'])[all_candidate_labels].tolist() + if self.return_desc_embeddings: + item['desc_input_ids'] = [self.class_descs_tokenized[self.id_to_label[label_key]][0][item['label_desc_ids'][label_key]] for label_key in np.array(item['all_candidate_labels'])] + item['desc_attention_mask'] = [self.class_descs_tokenized[self.id_to_label[label_key]][1][item['label_desc_ids'][label_key]] for label_key in np.array(item['all_candidate_labels'])] + if self.use_precomputed_embeddings: + item['desc_inputs_embeds'] = [self.computed_desc_inputs_embeds[ item['label_desc_ids'][label_key], self.label_to_id[self.id_to_label[label_key]] ] for label_key in np.array(item['all_candidate_labels'])] + + if self.ignored_labels: + if self.sampleRandom != -1 and self.seen_labels is not None: + ignored_labels = [self.seen_labels.tolist().index(self.label_to_id[x]) for x in self.ignored_labels[idx]] + item['all_candidate_labels'] = item['all_candidate_labels'].tolist() + else: + ignored_labels = [self.label_to_id[x] for x in self.ignored_labels[idx]] + remove_pts = [item['all_candidate_labels'].index(x) for x in ignored_labels if x in item['all_candidate_labels']] + keep_pts = [x for x in range(len(item['all_candidate_labels'])) if x not in remove_pts] + # Keep pts can be less than sampleRandom. Manually pad after choosing some values + # print('Before Len', len(keep_pts), len(item['desc_input_ids'])) + if self.sampleRandom!=-1 and len(keep_pts) < self.sampleRandom: + # print('Inside the choice function') + keep_pts += np.random.choice(keep_pts, self.sampleRandom - len(keep_pts), replace = False).tolist() + # print('After Len', len(keep_pts), len(item['desc_input_ids'])) + + # print(len(keep_pts), max(keep_pts)) + item['desc_input_ids'] = np.array(item['desc_input_ids'])[keep_pts].tolist() + item['desc_attention_mask'] = np.array(item['desc_attention_mask'])[keep_pts].tolist() + if 'desc_inputs_embeds' in item: + item['desc_inputs_embeds'] = np.array(item['desc_inputs_embeds'])[keep_pts].tolist() + item['label_desc_ids'] = np.array(item['label_desc_ids'])[keep_pts].tolist() + item['label'] = np.array(item['label'])[keep_pts].tolist() + + if self.coil_cluster_map: + map_to_cluster = lambda x : self.coil_cluster_map[str(x)] + if isinstance(item['input_ids'], list): + item['clustered_input_ids'] = [self.coil_cluster_map[str(x)] for x in item['input_ids']] + else: + item['clustered_input_ids'] = item['input_ids'].vectorize(map_to_cluster) + item['clustered_desc_ids'] = [[self.coil_cluster_map[str(x)] for x in xx] for xx in item['desc_input_ids']] return item + else: return item @@ -213,4 +584,4 @@ def applyLightXMLNegativeSampling(input : Dict, label2id, cluster_path : str, ma return input - \ No newline at end of file + diff --git a/training/src/metrics.py b/training/src/metrics.py index c149b88..bf608de 100644 --- a/training/src/metrics.py +++ b/training/src/metrics.py @@ -7,7 +7,9 @@ from scipy.special import expit import itertools import copy import torch - +import pickle +import os +import json # Metrics from sklearn.metrics import ( accuracy_score, @@ -18,99 +20,10 @@ from sklearn.metrics import ( label_ranking_average_precision_score, coverage_error ) - -def get_ancestors(data_args, label2id): - """ - Get the ancestors of all the nodes using the hierarchy file given. - """ - - if data_args.task_name == 'rcv1': - # Open the file and get all the lines - lines = open(data_args.hierarchy_file, 'r').readlines() - - # Store the parents for each node as a list - # Store all the lists in a dict - parents = {} - - # Go over all the lines in the file - label2id_copy = copy.deepcopy(label2id) - label2id_copy['Root'] = -1 - - for line in lines: - split_line = line.strip().split() - if split_line[1] != "None" and split_line[3] in label2id_copy.keys(): - parents[split_line[3]] = split_line[1] - - def get_ancestors_recursion(node): - if node == 'Root': - return ['Root'] - else: - return [node] + get_ancestors_recursion(parents[node]) - - # Collect all the ancestors - ancestors = {} - for key in parents.keys(): - ancestors[key] = get_ancestors_recursion(key) - - # Convert labels to IDS - for key in ancestors.keys(): - ancestors[key] = [label2id_copy[i] for i in ancestors[key]] - - return ancestors - - else: - raise("Hierarchal metrics support only for RCV1.") +import time -def compute_hierarchical_micro_f1(preds, label_ids, ancestor_dict, id2label): - """ - Compute the hierarchical micro F-1. - """ - precision = [0, 0] - recall = [0, 0] - - # Loop over all the instances - for i in range(preds.shape[0]): - true_nodes = [] - predicted_nodes = [] - - # Collect true node ancestors - for j in range(preds.shape[1]): - if label_ids[i][j] == 1: - true_nodes = true_nodes + ancestor_dict[id2label[j]] - if preds[i][j] == 1: - predicted_nodes = predicted_nodes + ancestor_dict[id2label[j]] - - # Compute the intersection - # Numerator - precision[0] += len(set(true_nodes) & set(predicted_nodes)) - recall[0] += len(set(true_nodes) & set(predicted_nodes)) - - # Denominator - precision[1] += len(set(predicted_nodes)) - recall[1] += len(set(true_nodes)) - - # Compute precision and recall - # Handle zero-division errors - if precision[1] == 0: - h_precision = 1 - else: - h_precision = precision[0] / precision[1] - - if recall[1] == 0: - h_recall = 1 - else: - h_recall = recall[0] / recall[1] - - if h_precision == 0 and h_recall == 0: - h_f1 = 0 - else: - h_f1 = 2 * h_precision * h_recall / (h_precision + h_recall) - - return h_f1 - - -def multilabel_metrics(data_args, id2label, label2id, fbr): +def multilabel_metrics(data_args, id2label, label2id, fbr, training_args = None): """ Metrics function used for multilabel classification. Datasets: RCV1-V2 @@ -119,7 +32,24 @@ def multilabel_metrics(data_args, id2label, label2id, fbr): We use global thresholds because we want to handle unseen classes, for which the threshold is not known in advance. """ + + func_call_counts = 0 + def compute_metrics(p): + + # global func_call_counts + # Save the predictions, maintaining a global counter + if training_args is not None and training_args.local_rank <= 0: + preds_fol = os.path.join(training_args.output_dir, 'predictions') + os.makedirs(preds_fol, exist_ok = True) + func_call_counts = time.time() #np.random.randn() + pickle.dump(p.predictions, open(os.path.join(preds_fol, f'predictions_{(func_call_counts+1) * training_args.eval_steps }.pkl'), 'wb')) + pickle.dump(p.label_ids, open(os.path.join(preds_fol, f'label_ids_{(func_call_counts+1) * training_args.eval_steps }.pkl'), 'wb')) + + + # func_call_counts += 1 + # print(func_call_counts) + # Collect the logits print('Here we go!') preds = p.predictions[0] if isinstance(p.predictions, tuple) else p.predictions @@ -130,6 +60,7 @@ def multilabel_metrics(data_args, id2label, label2id, fbr): # METRIC 0: Compute P@1, P@3, P@5 if 'precision' not in fbr.keys(): top_values = [1,3,5] + # denoms = {k:0 for k in top_values} tops = {k:0 for k in top_values} i = 0 preds_preck = None @@ -143,8 +74,13 @@ def multilabel_metrics(data_args, id2label, label2id, fbr): tops[val] += len([x for x in indexes[:val] if label[x]!=0]) else: tops[val] += len([x for x in preds_preck[i][indexes[:val]] if label[x]!=0]) - precisions_at_k = {k:v/(i*k) for k,v in tops.items()} + # denoms[val] += min(val, label.nonzero().shape[0]) + + precisions_at_k = {k:v/((i+1)*k) for k,v in tops.items()} + # rprecisions_at_k = {k:v/denoms[v] for k,v in tops.items()} + print('Evaluation Result: precision@{} = {}'.format(top_values, precisions_at_k)) + # print('Evaluation Result: rprecision@{} = {}'.format(top_values, rprecisions_at_k)) # p.predictions = p.predictions[0] # p.label_ids = p.label_ids[0] @@ -207,9 +143,12 @@ def multilabel_metrics(data_args, id2label, label2id, fbr): # Multi-label classification report # Optimized for Micro F-1 - report = classification_report(p.label_ids, micro_f1_preds, target_names=[id2label[i] for i in range(len(id2label))]) - print('Classification Report: \n', report) - + try: + report = classification_report(p.label_ids, micro_f1_preds, target_names=[id2label[i] for i in range(len(id2label))]) + print('Classification Report: \n', report) + except: + report = classification_report(p.label_ids, micro_f1_preds) + print('Classification Report: \n', report) return_dict = { "accuracy": accuracy, "subset_accuracy": subset_accuracy, @@ -220,6 +159,15 @@ def multilabel_metrics(data_args, id2label, label2id, fbr): } for k in precisions_at_k: return_dict[f'P@{k}'] = precisions_at_k[k] + + if training_args is not None and training_args.local_rank <= 0: + try: + metrics_fol = os.path.join(training_args.output_dir, 'metrics') + os.makedirs(metrics_fol, exist_ok = True) + json.dump(return_dict, open(os.path.join(metrics_fol, f'metrics_{(func_call_counts+1) * training_args.eval_steps }.json'), 'w'), indent = 2) + except Exception as e: + print('Error in metrics', e) + return return_dict return compute_metrics @@ -610,4 +558,4 @@ def multilabel_label_descriptions_ranking_metrics(data_args, id2label, label2id, "fbr": {"total_lrap": total_lrap}, } - return compute_metrics \ No newline at end of file + return compute_metrics diff --git a/training/src/models.py b/training/src/models.py index 9ff8533..8e312a3 100644 --- a/training/src/models.py +++ b/training/src/models.py @@ -10,7 +10,7 @@ import sys from transformers.modeling_outputs import SequenceClassifierOutput from transformers.models.roberta.modeling_roberta import RobertaModel, RobertaPreTrainedModel from transformers.models.bert.modeling_bert import BertModel, BertPreTrainedModel -from transformers import AutoModel, AutoTokenizer +from transformers import AutoModel, AutoTokenizer, AutoModelForSequenceClassification # Import configs from transformers.models.roberta.configuration_roberta import RobertaConfig @@ -22,6 +22,7 @@ from torch.nn import BCEWithLogitsLoss from typing import Optional, Union, Tuple, Dict, List import itertools +from src import CustomBertModel MODEL_FOR_SEMANTIC_EMBEDDING = { "roberta": "RobertaForSemanticEmbedding", @@ -43,13 +44,20 @@ def getLabelModel(data_args, model_args): use_auth_token=True if model_args.use_auth_token else None, ) - - model = AutoModel.from_pretrained( - model_args.label_model_name_or_path, - cache_dir=model_args.cache_dir, - revision=model_args.model_revision, - use_auth_token=True if model_args.use_auth_token else None, - ) + if model_args.use_precomputed_embeddings: + model = CustomBertModel.from_pretrained( + model_args.label_model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + else: + model = AutoModel.from_pretrained( + model_args.label_model_name_or_path, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) return model, tokenizer @@ -86,9 +94,35 @@ class BertForSemanticEmbedding(nn.Module): self.config = config + self.normalize_embeddings = config.normalize_embeddings + + self.coil = config.coil + if self.coil: + assert config.arch_type == 2 + self.token_dim = config.token_dim + + try: # Try catch was added to handle the ongoing hyper search experiments. + self.arch_type = config.arch_type + except: + self.arch_type = 2 + + + try: + self.colbert = config.colbert + except: + self.colbert = False + if config.encoder_model_type == 'bert': - self.encoder = BertForSequenceClassification.from_pretrained( - 'bert-base-uncased', output_hidden_states = True) + # self.encoder = BertModel(config) + if self.arch_type == 1: + self.encoder = AutoModelForSequenceClassification.from_pretrained( + 'bert-base-uncased', output_hidden_states = True) + else: + self.encoder = AutoModel.from_pretrained( + config.model_name_or_path + ) + # self.encoder = AutoModelForSequenceClassification.from_pretrained( + # 'bert-base-uncased', output_hidden_states = True).bert elif config.encoder_model_type == 'roberta': self.encoder = RobertaForSequenceClassification.from_pretrained( 'roberta-base', num_labels = config.num_labels, output_hidden_states = True) @@ -109,9 +143,16 @@ class BertForSemanticEmbedding(nn.Module): # TODO: Should we initialize the embedding? self.embed = nn.Embedding(config.num_labels, 512) elif config.negative_sampling == 'none': - self.fc1 = nn.Linear(5 * config.hidden_size, 512 if config.semsup else config.num_labels) - - self.dropout = nn.Dropout(0.2) + if config.arch_type == 1: + self.fc1 = nn.Linear(5 * config.hidden_size, 512 if config.semsup or config.devise else config.num_labels) + elif self.arch_type == 3: + self.fc1 = nn.Linear(config.hidden_size, 256 if config.semsup or config.devise else config.num_labels) + + if self.coil: + self.tok_proj = nn.Linear(self.encoder.config.hidden_size, self.token_dim) + + + self.dropout = nn.Dropout(0.1) self.candidates_topk = 10 if config.negative_sampling != 'none': self.group_y = np.array([np.array([l for l in group]) for group in config.group_y]) @@ -122,14 +163,136 @@ class BertForSemanticEmbedding(nn.Module): self.min_positive_samples = 20 self.semsup = config.semsup + self.devise = config.devise self.label_projection = None - if self.semsup:# and config.hidden_size != config.label_hidden_size: + if self.semsup or config.devise:# and config.hidden_size != config.label_hidden_size: + if self.arch_type == 1: self.label_projection = nn.Linear(512, config.label_hidden_size, bias= False) + elif self.arch_type == 2: + self.label_projection = nn.Linear(self.encoder.config.hidden_size, config.label_hidden_size, bias= False) + elif self.arch_type == 3: + self.label_projection = nn.Linear(256, config.label_hidden_size, bias= False) # self.post_init() + def compute_tok_score_cart(self, doc_reps, doc_input_ids, qry_reps, qry_input_ids, qry_attention_mask): + if not self.colbert: + qry_input_ids = qry_input_ids.unsqueeze(2).unsqueeze(3) # Q * LQ * 1 * 1 + doc_input_ids = doc_input_ids.unsqueeze(0).unsqueeze(1) # 1 * 1 * D * LD + exact_match = doc_input_ids == qry_input_ids # Q * LQ * D * LD + exact_match = exact_match.float() + scores_no_masking = torch.matmul( + qry_reps.view(-1, self.token_dim), # (Q * LQ) * d + doc_reps.view(-1, self.token_dim).transpose(0, 1) # d * (D * LD) + ) + scores_no_masking = scores_no_masking.view( + *qry_reps.shape[:2], *doc_reps.shape[:2]) # Q * LQ * D * LD + if self.colbert: + scores, _ = scores_no_masking.max(dim=3) + else: + scores, _ = (scores_no_masking * exact_match).max(dim=3) # Q * LQ * D + tok_scores = (scores * qry_attention_mask.reshape(-1, qry_attention_mask.shape[-1]).unsqueeze(2))[:, 1:].sum(1) + return tok_scores + + def coil_eval_forward( + self, + input_ids: Optional[torch.Tensor] = None, + attention_mask: Optional[torch.Tensor] = None, + token_type_ids: Optional[torch.Tensor] = None, + desc_input_ids = None, + desc_attention_mask = None, + lab_reps = None, + label_embeddings = None, + clustered_input_ids = None, + clustered_desc_ids = None, + + ): + + outputs_doc, logits = self.forward_input_encoder(input_ids, attention_mask, token_type_ids) + + doc_reps = self.tok_proj(outputs_doc.last_hidden_state) # D * LD * d + # lab_reps = self.tok_proj(outputs_lab.last_hidden_state @ self.label_projection.weight) # Q * LQ * d + + if clustered_input_ids is None: + tok_scores = self.compute_tok_score_cart( + doc_reps, input_ids, + lab_reps, desc_input_ids.reshape(-1, desc_input_ids.shape[-1]), desc_attention_mask + ) + else: + tok_scores = self.compute_tok_score_cart( + doc_reps, clustered_input_ids, + lab_reps, clustered_desc_ids.reshape(-1, clustered_desc_ids.shape[-1]), desc_attention_mask + ) + + logits = self.semsup_forward(logits, label_embeddings.reshape(desc_input_ids.shape[0], desc_input_ids.shape[1], -1).contiguous(), same_labels= True) + + new_tok_scores = torch.zeros(logits.shape, device = logits.device) + for i in range(tok_scores.shape[1]): + stride = tok_scores.shape[0]//tok_scores.shape[1] + new_tok_scores[i] = tok_scores[i*stride: i*stride + stride ,i] + logits += new_tok_scores.contiguous() + return logits + + + + def coil_forward(self, + input_ids: Optional[torch.Tensor] = None, + attention_mask: Optional[torch.Tensor] = None, + token_type_ids: Optional[torch.Tensor] = None, + labels: Optional[torch.Tensor] = None, + desc_input_ids: Optional[List[int]] = None, + desc_attention_mask: Optional[List[int]] = None, + desc_inputs_embeds: Optional[torch.Tensor] = None, + return_dict: Optional[bool] = None, + clustered_input_ids = None, + clustered_desc_ids = None, + ignore_label_embeddings_and_out_lab = None, + ): + # print(desc_input_ids.shape, desc_attention_mask.shape, desc_inputs_embeds.shape) + outputs_doc, logits = self.forward_input_encoder(input_ids, attention_mask, token_type_ids) + if ignore_label_embeddings_and_out_lab is not None: + outputs_lab, label_embeddings = outputs_lab, label_embeddings + else: + outputs_lab, label_embeddings, _, _ = self.forward_label_embeddings(None, None, desc_input_ids = desc_input_ids, desc_attention_mask = desc_attention_mask, return_hidden_states = True, desc_inputs_embeds = desc_inputs_embeds) + doc_reps = self.tok_proj(outputs_doc.last_hidden_state) # D * LD * d + lab_reps = self.tok_proj(outputs_lab.last_hidden_state @ self.label_projection.weight) # Q * LQ * d + + if clustered_input_ids is None: + tok_scores = self.compute_tok_score_cart( + doc_reps, input_ids, + lab_reps, desc_input_ids.reshape(-1, desc_input_ids.shape[-1]), desc_attention_mask + ) + else: + tok_scores = self.compute_tok_score_cart( + doc_reps, clustered_input_ids, + lab_reps, clustered_desc_ids.reshape(-1, clustered_desc_ids.shape[-1]), desc_attention_mask + ) + + + logits = self.semsup_forward(logits, label_embeddings.reshape(desc_input_ids.shape[0], desc_input_ids.shape[1], -1).contiguous(), same_labels= True) + + new_tok_scores = torch.zeros(logits.shape, device = logits.device) + for i in range(tok_scores.shape[1]): + stride = tok_scores.shape[0]//tok_scores.shape[1] + new_tok_scores[i] = tok_scores[i*stride: i*stride + stride ,i] + logits += new_tok_scores.contiguous() + + loss_fn = BCEWithLogitsLoss() + loss = loss_fn(logits, labels) + + if not return_dict: + output = (logits,) + outputs_doc[2:] + (logits,) + return ((loss,) + output) if loss is not None else output + + return SequenceClassifierOutput( + loss=loss, + logits=logits, + hidden_states=outputs_doc.hidden_states, + attentions=outputs_doc.attentions, + ) + def get_candidates(self, group_logits, group_gd=None): logits = torch.sigmoid(group_logits.detach()) if self.training: # Done to ensure when performing topk, gt labels are always selected @@ -180,6 +343,9 @@ class BertForSemanticEmbedding(nn.Module): If same_labels = True, directly apply matrix multiplication else: num_candidates must not be -1, list_to_set_mapping must not be None ''' + if self.normalize_embeddings: + input_embeddings = torch.nn.functional.normalize(input_embeddings, dim = -1) + label_embeddings = torch.nn.functional.normalize(label_embeddings, dim = -1) if same_labels: logits = torch.bmm(input_embeddings.unsqueeze(1), label_embeddings.transpose(2,1)).squeeze(1) else: @@ -193,12 +359,12 @@ class BertForSemanticEmbedding(nn.Module): return logits - def forward_label_embeddings(self, all_candidate_labels, label_desc_ids, desc_input_ids = None, desc_attention_mask = None): + def forward_label_embeddings(self, all_candidate_labels, label_desc_ids, desc_input_ids = None, desc_attention_mask = None, desc_inputs_embeds = None, return_hidden_states = False): # Given the candidates, and corresponding # description numbers of labels # Returns the embeddings for unique label descriptions - if desc_input_ids is None: + if desc_attention_mask is None: num_candidates = all_candidate_labels.shape[1] # Create a set to perform minimal number of operations on common labels label_desc_ids_list = list(zip(itertools.chain(*label_desc_ids.detach().cpu().tolist()), itertools.chain(*all_candidate_labels.detach().cpu().tolist()))) @@ -233,15 +399,47 @@ class BertForSemanticEmbedding(nn.Module): else: list_to_set_mapping = None num_candidates = None - label_embeddings = self.label_model( - desc_input_ids.reshape(-1, desc_input_ids.shape[-1]).contiguous(), - attention_mask=desc_attention_mask.reshape(-1, desc_input_ids.shape[-1]).contiguous(), - ).pooler_output + if desc_inputs_embeds is not None: + outputs = self.label_model( + inputs_embeds = desc_inputs_embeds.reshape(desc_inputs_embeds.shape[0] * desc_inputs_embeds.shape[1],desc_inputs_embeds.shape[2], desc_inputs_embeds.shape[3]).contiguous(), + attention_mask=desc_attention_mask.reshape(-1, desc_input_ids.shape[-1]).contiguous(), + ) + else: + outputs = self.label_model( + desc_input_ids.reshape(-1, desc_input_ids.shape[-1]).contiguous(), + attention_mask=desc_attention_mask.reshape(-1, desc_input_ids.shape[-1]).contiguous(), + ) + label_embeddings = outputs.pooler_output if self.label_projection is not None: - return label_embeddings @ self.label_projection.weight, list_to_set_mapping, num_candidates + if return_hidden_states: + return outputs, label_embeddings @ self.label_projection.weight, list_to_set_mapping, num_candidates + else: + return label_embeddings @ self.label_projection.weight, list_to_set_mapping, num_candidates else: return label_embeddings, list_to_set_mapping, num_candidates + def forward_input_encoder(self, input_ids, attention_mask, token_type_ids, ): + outputs = self.encoder( + input_ids, + attention_mask=attention_mask, + token_type_ids=token_type_ids, + output_hidden_states=True if self.arch_type == 1 else False, + ) + + # Currently, method specified in LightXML is used + if self.arch_type in [2,3]: + logits = outputs[1] + elif self.arch_type == 1: + logits = torch.cat([outputs.hidden_states[-i][:, 0] for i in range(1, 5+1)], dim=-1) + + if self.arch_type in [1,3]: + logits = self.dropout(logits) + + # No Sampling + if self.arch_type in [1,3]: + logits = self.fc1(logits) + return outputs, logits + def forward( self, input_ids: Optional[torch.Tensor] = None, @@ -257,101 +455,47 @@ class BertForSemanticEmbedding(nn.Module): cluster_labels: Optional[torch.Tensor] = None, all_candidate_labels: Optional[torch.Tensor] = None, label_desc_ids: Optional[List[int]] = None, + desc_inputs_embeds : Optional[torch.Tensor] = None, desc_input_ids: Optional[List[int]] = None, desc_attention_mask: Optional[List[int]] = None, - + label_embeddings : Optional[torch.Tensor] = None, + clustered_input_ids: Optional[torch.Tensor] = None, + clustered_desc_ids: Optional[torch.Tensor] = None, ) -> Union[Tuple[torch.Tensor], SequenceClassifierOutput]: + if self.coil: + return self.coil_forward( + input_ids, + attention_mask, + token_type_ids, + labels, + desc_input_ids, + desc_attention_mask, + desc_inputs_embeds, + return_dict, + clustered_input_ids, + clustered_desc_ids, + ) # STEP 2: Forward pass through the input model - outputs = self.encoder( - input_ids, - attention_mask=attention_mask, - token_type_ids=token_type_ids, - position_ids=position_ids, - head_mask=head_mask, - inputs_embeds=inputs_embeds, - output_attentions=output_attentions, - output_hidden_states=True, - return_dict=return_dict, - ) - # logits = torch.cat([outputs[-1][-i-1][:,0] for i in range(5)], dim = -1) - - # outputs[1] for the BERT model and outputs[0] for the RoBERTa model + + outputs, logits = self.forward_input_encoder(input_ids, attention_mask, token_type_ids) - # Currently, method specified in LightXML is used - logits = torch.cat([outputs.hidden_states[-i][:, 0] for i in range(1, 5+1)], dim=-1) - logits = self.dropout(logits) - if self.negative_sampling == 'lightxml': - cluster_logits = self.fc1(logits) - if True: #self.training: - l = labels.to(dtype=torch.bool) - target_candidates = torch.masked_select(all_candidate_labels, l).detach().cpu() - target_candidates_num = l.sum(dim=1).detach().cpu() - _, candidates, group_candidates_scores = self.get_candidates(cluster_logits, - group_gd=cluster_labels) - if self.training and self.min_positive_samples !=-1: - # Lets add some more positive labels as well. - pass - - if True: #self.training: # Only if training - bs = 0 - new_labels = [] - for i, n in enumerate(target_candidates_num.numpy()): - be = bs + n - c = set(target_candidates[bs: be].numpy()) - c2 = candidates[i] - new_labels.append(torch.tensor([1.0 if i in c else 0.0 for i in c2 ])) - if len(c) != new_labels[-1].sum(): - s_c2 = set(c2) - for cc in list(c): - if cc in s_c2: - continue - for j in range(new_labels[-1].shape[0]): - if new_labels[-1][j].item() != 1: - c2[j] = cc - new_labels[-1][j] = 1.0 - break - bs = be - # TODO: If we are evaluating, what should be the labels be for loss calculation? - labels = torch.stack(new_labels).cuda() - candidates, group_candidates_scores = torch.LongTensor(candidates).cuda(), torch.Tensor(group_candidates_scores).cuda() - - emb = self.fc2(logits) - if self.semsup: - label_desc_ids = torch.tensor([[ - np.random.randint(0, len(self.tokenizedDescriptions[self.config.id2label[label_key.item()]][0]['input_ids'])) for label_key in cand - ] for cand in candidates]) # TODO: Create an array of lengths instead - label_embeddings, list_to_set_mapping, num_candidates = self.forward_label_embeddings(candidates, label_desc_ids) - logits = self.semsup_forward(emb, label_embeddings, num_candidates, list_to_set_mapping) - else: - embed_weights = self.embed(candidates) # N, sampled_size, H - emb = emb.unsqueeze(-1) - logits = torch.bmm(embed_weights, emb).squeeze(-1) - criterion = BCEWithLogitsLoss() - loss = criterion(logits, labels) + criterion(cluster_logits, cluster_labels) - elif self.negative_sampling == 'static': - if self.semsup: + if self.semsup: + if desc_input_ids is None: + all_candidate_labels = torch.arange(labels.shape[1]).repeat((labels.shape[0], 1)) label_embeddings, list_to_set_mapping, num_candidates = self.forward_label_embeddings(all_candidate_labels, label_desc_ids) - logits = self.semsup_forward(emb, label_embeddings, num_candidates, list_to_set_mapping) - criterion = BCEWithLogitsLoss() - loss = criterion(logits, labels) + criterion(cluster_logits, cluster_labels) - else: - # No Sampling - logits = self.fc1(logits) - if self.semsup: - if desc_input_ids is None: - all_candidate_labels = torch.arange(labels.shape[1]).repeat((labels.shape[0], 1)) - label_embeddings, list_to_set_mapping, num_candidates = self.forward_label_embeddings(all_candidate_labels, label_desc_ids) - logits = self.semsup_forward(logits, label_embeddings, num_candidates, list_to_set_mapping) - else: - label_embeddings, _, _ = self.forward_label_embeddings(None, None, desc_input_ids = desc_input_ids, desc_attention_mask = desc_attention_mask) - logits = self.semsup_forward(logits, label_embeddings.reshape(desc_input_ids.shape[0], desc_input_ids.shape[1], -1).contiguous(), same_labels= True) - - # logits = self.semsup_forward(logits, label_embeddings, num_candidates, list_to_set_mapping) - loss_fn = BCEWithLogitsLoss() - loss = loss_fn(logits, labels) + logits = self.semsup_forward(logits, label_embeddings, num_candidates, list_to_set_mapping) + else: + label_embeddings, _, _ = self.forward_label_embeddings(None, None, desc_input_ids = desc_input_ids, desc_attention_mask = desc_attention_mask, desc_inputs_embeds = desc_inputs_embeds) + logits = self.semsup_forward(logits, label_embeddings.reshape(desc_input_ids.shape[0], desc_input_ids.shape[1], -1).contiguous(), same_labels= True) + + # logits = self.semsup_forward(logits, label_embeddings, num_candidates, list_to_set_mapping) + elif label_embeddings is not None: + logits = self.semsup_forward(logits, label_embeddings.contiguous() @ self.label_projection.weight, same_labels= True) + loss_fn = BCEWithLogitsLoss() + loss = loss_fn(logits, labels) if (self.negative_sampling == 'static' or self.negative_sampling == 'lightxml') and not self.training: # NOTE: that here we are sending logits after applying sigmoid function diff --git a/training/src/trainer.py b/training/src/trainer.py index a4a63b2..a498afd 100644 --- a/training/src/trainer.py +++ b/training/src/trainer.py @@ -16,10 +16,12 @@ class CustomTrainer(Trainer): Custom Generic Trainer. Will take arguments for different behaviour ''' - def __init__(self, semsup = False, *args, **kwargs): + def __init__(self, semsup = False, output_learning_rate = -1, *args, **kwargs): super().__init__(*args, **kwargs) + print(kwargs, args, output_learning_rate) self.semsup = semsup - + self.output_learning_rate = output_learning_rate + print('Trainer Init Success') def create_optimizer_and_scheduler(self, num_training_steps: int): """ Setup the optimizer and the learning rate scheduler. @@ -42,15 +44,22 @@ class CustomTrainer(Trainer): We provide a reasonable default that works well. If you want to use something else, you can pass a tuple in the Trainer's init through `optimizers`, or subclass and override this method in a subclass. """ + # bp() opt_model = self.model - + print('args are', self.args) if self.optimizer is None: decay_cond = lambda x: x[0].lower().find('layernorm.weight')!=-1 or x[0].lower().find('bias')!=-1 if self.semsup: - main_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in opt_model.label_model.named_parameters() , opt_model.named_parameters()))) - main_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in opt_model.label_model.named_parameters(), opt_model.named_parameters()))) - label_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in opt_model.label_model.named_parameters() , opt_model.label_model.named_parameters()))) - label_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in opt_model.label_model.named_parameters(), opt_model.label_model.named_parameters()))) + # main_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in model.label_model.named_parameters() , model.named_parameters()))) + # main_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in model.label_model.named_parameters(), model.named_parameters()))) + # label_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and x not in model.label_model.named_parameters() , model.label_model.named_parameters()))) + # label_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and x not in model.label_model.named_parameters(), model.label_model.named_parameters()))) + main_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) and (x[0][12:], x[1]) not in opt_model.label_model.named_parameters() , opt_model.named_parameters()))) + main_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x) and (x[0][12:], x[1]) not in opt_model.label_model.named_parameters(), opt_model.named_parameters()))) + label_decay_params = list(map(lambda x: x[1], filter(lambda x: decay_cond(x) , opt_model.label_model.named_parameters()))) + label_no_decay_params = list(map(lambda x: x[1],filter(lambda x: not decay_cond(x), opt_model.label_model.named_parameters()))) + print('Main Params', main_decay_params + main_no_decay_params) + print('Label Params', label_decay_params + label_no_decay_params) # bp() # if super().sharded_ddp == ShardedDDPOption.SIMPLE: # self.optimizer = OSS( @@ -60,17 +69,25 @@ class CustomTrainer(Trainer): # ) # else: # self.optimizer = AdamW( - optimizer_grouped_parameters = [ + # optimizer_grouped_parameters = [ + # {'params': main_decay_params, 'weight_decay': 1e-2}, + # {'params': main_no_decay_params, 'weight_decay': 0}, + # {'params': label_decay_params, 'weight_decay': 1e-3, 'lr' : 2e-4}, + # {'params': label_no_decay_params, 'weight_decay': 0, 'lr' : 2e-4} + # ]#, + self.optimizer = AdamW([ {'params': main_decay_params, 'weight_decay': 1e-2}, {'params': main_no_decay_params, 'weight_decay': 0}, - {'params': label_decay_params, 'weight_decay': 1e-3, 'lr' : 2e-4}, - {'params': label_no_decay_params, 'weight_decay': 0, 'lr' : 2e-4} - ]#, - self.optimizer = OSS( - params=optimizer_grouped_parameters, - optim=AdamW, - lr = 5e-5, eps= 1e-6 - ) + {'params': label_decay_params, 'weight_decay': 1e-2, 'lr' : self.args.output_learning_rate if self.args.output_learning_rate != -1 else self.args.learning_rate}, + {'params': label_no_decay_params, 'weight_decay': 0, 'lr' : self.args.output_learning_rate if self.args.output_learning_rate != -1 else self.args.learning_rate} + ], + lr = self.args.learning_rate, eps= 1e-6) + + # self.optimizer = OSS( + # params=optimizer_grouped_parameters, + # optim=AdamW, + # lr = 5e-5, eps= 1e-6 + # ) # lr = 8e-5, eps= 1e-6) @@ -79,4 +96,9 @@ class CustomTrainer(Trainer): return self.optimizer - \ No newline at end of file + # @property + # def place_model_on_device(self): + # """ + # Can be subclassed and overridden for some specific integrations. + # """ + # return (not is_sagemaker_mp_enabled()) and self.args.place_model_on_device \ No newline at end of file diff --git a/training/src/training_arguments.py b/training/src/training_arguments.py index 713a66e..81fbed0 100644 --- a/training/src/training_arguments.py +++ b/training/src/training_arguments.py @@ -1,6 +1,29 @@ from typing import Optional from dataclasses import dataclass, field from .constants import task_to_keys +from transformers import TrainingArguments + + +@dataclass +class CustomTrainingArguments(TrainingArguments): + output_learning_rate: Optional[float] = field( + default=5e-5, + metadata={"help": "The learning rate for the output encodeer of the model."} + ) + place_model_on_device: Optional[bool] = field( + default=True, + metadata={"help" : "Useful if doing hyperparam search"} + ) + scenario: Optional[str] = field( + default="seen", # Options: seen, unseen_labels + metadata={"help": "The scenario to use for training."} + ) + + one_hour_job : Optional[bool] = field( + default = False, + metadata = {"help" : "Incase its a sequence of jobs, we will do advance management of checkpoints."} + ) + @dataclass class DataTrainingArguments: @@ -12,6 +35,21 @@ class DataTrainingArguments: the command line. """ + all_labels : Optional[str] = field( + default=None, + metadata={"help": "The file containing all the labels. Mandatory if doing unseen labels"} + ) + + test_labels : Optional[str] = field( + default=None, + metadata={"help": "The file containing all the test labels."} + ) + + max_descs_per_label : Optional[int] = field( + default = 999999, + metadata={"help": "Restrict number of descriptions to be included per label"} + ) + task_name: Optional[str] = field( default=None, metadata={"help": "The name of the task to train on: " + ", ".join(task_to_keys.keys())}, @@ -95,6 +133,12 @@ class DataTrainingArguments: default='datasets/EUR-Lex/eurlex-4k-class_descriptions_v1.json', metadata={"help": "A json file containing the descriptions."}, ) + test_descriptions_file : Optional[str] = field( + default='', # If empty, automatically make equal to descriptions_file + metadata={"help": "A json file containing the test descriptions."}, + ) + + cluster_path: Optional[str] = field( default='datasets/EUR-Lex/label_group_lightxml_0.npy', metadata={"help": "Path to the cluster file."}, @@ -103,8 +147,56 @@ class DataTrainingArguments: default=64, metadata={"help": "Number of clusters in the cluster file."}, ) + hyper_search: bool = field( + default=False, + metadata={"help": "Perform Hp Search"}, + ) + + bm_short_file: str = field( + default = '', + metadata = {"help": "BM Shortlist File to use for contrastive sampling"} + ) + + large_dset: bool = field( + default = False, + metadata = {"help" : "Dataset is modified in a way such that whole train set is not loaded"} + ) + + tokenized_descs_file: bool = field( + default = False, + metadata = {"help" : "Load the precomputed tokenized descriptions to speed up the process"} + ) + + train_tfidf_short: str = field( + default = '', + metadata = {"help" : "Shortlists based on the tf-idf values"} + ) + test_tfidf_short: str = field( + default = '', + metadata = {"help" : "Shortlists based on the tf-idf values"} + ) + + ignore_pos_labels_file : str = field( + default = '', + metadata = {"help" : "Useful in fs setting"} + ) + + tok_format: int = field( + default = -1, + metadata = {"help" : "Tokenized Format for large datasets"} + ) + + coil_cluster_mapping_path : str = field( + default = '', + metadata = {"help" : "Clustering for coil matching based on BERT"} + ) + random_sample_seed: int = field( + default=-1, + metadata={"help": "Random seed for eval sampling"}, + ) + def __post_init__(self): if self.task_name is not None: self.task_name = self.task_name.lower() @@ -182,4 +274,70 @@ class ModelArguments: use_custom_optimizer: Optional[str] = field( default=None, metadata={"help": "Custom optimizer to use. Options: adamw"}, + ) + arch_type: Optional[int] = field( + default=2, + metadata={"help": '''Model architecture to use. Options: 1,2,3.\n1 -> LightXML Based\n2 -> No hidden layer\n3 -> Smaller Embedding Size'''}, + ) + devise: Optional[bool] = field( + default = False, + metadata = {"help" : 'Use Device Baseline'} + ) + add_label_name : Optional[bool] = field( + default = False, + metadata = {"help" : "Adds label name in beginning of all descriptions"} + ) + + normalize_embeddings : Optional[bool] = field( + default = False, + metadata = {"help" : "Normalize Embeddings of input and output encoders before inner product."} + ) + + tie_weights : Optional[bool] = field( + default = False, + metadata = {"help" : "Tie the Input & Label Transformer Weights(First 11 Layers) ."} + ) + + coil : Optional[bool] = field( + default = False, + metadata = {"help" : "Use COILBert Variant"} + ) + + colbert: Optional[bool] = field( + default = False, + metadata = {"help" : "Use COLBert, Note: coil must be set true"} + ) + + use_precomputed_embeddings : Optional[str] = field( + default = '', + metadata = {"help" : "PreComputed Embeddings Upto Level 9 of Bert for descriptions"} + ) + + token_dim : Optional[int] = field( + default = 16, + metadata = {"help": "Token Dimension for COILBert"} + ) + + pretrained_model_path : Optional[str] = field( + default = '', + metadata = {"help" : "Use Pretrained Model for Finetuning (few shot setting)"} + ) + pretrained_label_model_path : Optional[str] = field( + default = '', + metadata = {"help" : "Use Pretrained Label Model for Finetuning (few shot setting)"} + ) + + + num_frozen_layers : Optional[int] = field( + default = 0, + metadata = { + "help" : "Freeze Input Encoder Layer" + } + ) + + label_frozen_layers : Optional[int] = field( + default = 0, + metadata = { + "help" : "Freeze Input Encoder Layer" + } ) \ No newline at end of file diff --git a/training/src/utils.py b/training/src/utils.py index ef51499..138d6b4 100644 --- a/training/src/utils.py +++ b/training/src/utils.py @@ -31,9 +31,11 @@ loader.add_implicit_resolver( list(u'-+0123456789.')) -def read_yaml_config(file : str, output_dir : str = "") -> Dict: +def read_yaml_config(file : str, output_dir : str = "", extra_args = {}) -> Dict: data = yaml.load(open(file), Loader=loader) data = {**{k: v for d in data if isinstance(data[d], dict) for k, v in data[d].items()}, **{k:v for k,v in data.items() if not isinstance(v, dict)}} data['output_dir'] = output_dir if output_dir else data['EXP_NAME'] + for e,v in extra_args.items(): + data[e] = v print(f'Yaml Config is:\n{"-" * 80}\n{data}\n{"-" * 80}') return data