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"cell_type": "code", - "execution_count": 1, + "execution_count": 10, "id": "21c9b695", "metadata": {}, "outputs": [], @@ -24,9 +24,9 @@ " for w1, w2 in nltk.bigrams(words, pad_left=True, pad_right=True):\n", " if w1 and w2:\n", " model[w2][w1] += 1\n", - " for w1 in model:\n", - " total_count = float(sum(model[w1].values()))\n", - " for w2 in model[w1]:\n", + " for w2 in model:\n", + " total_count = float(sum(model[w2].values()))\n", + " for w1 in model[w2]:\n", " model[w2][w1] /= total_count\n", "\n", "\n", @@ -54,7 +54,12 @@ "\n", "def predict_data(read_path, save_path, model):\n", " data = pd.read_csv(\n", - " read_path, sep=\"\\t\", error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE\n", + " read_path,\n", + " sep=\"\\t\",\n", + " error_bad_lines=False,\n", + " header=None,\n", + " quoting=csv.QUOTE_NONE,\n", + " encoding=\"utf8\"\n", " )\n", " with open(save_path, \"w\") as file:\n", " for _, row in data.iterrows():\n", @@ -68,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "id": "e39473e2", "metadata": {}, "outputs": [], @@ -82,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "id": "bde510c9", "metadata": {}, "outputs": [ @@ -92,7 +97,7 @@ "['FileId', 'Year', 'LeftContext', 'RightContext']" ] }, - "execution_count": 3, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -103,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 13, "id": "0e8b31dd", "metadata": {}, "outputs": [ @@ -113,7 +118,7 @@ "['Word']" ] }, - "execution_count": 4, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -124,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "7662d802", "metadata": {}, "outputs": [], @@ -138,7 +143,7 @@ " quoting=csv.QUOTE_NONE,\n", ")\n", "\n", - "train_labels = pd.read_csv(\n", + "train_words = pd.read_csv(\n", " \"train/expected.tsv\",\n", " sep=\"\\t\",\n", " on_bad_lines='skip',\n", @@ -148,43 +153,250 @@ ")\n", "\n", "train_data = data[[7, 6]]\n", - "train_data = pd.concat([train_data, train_labels], axis=1)\n", + "train_data = pd.concat([train_data, train_words], axis=1)\n", "\n", "train_data[\"final\"] = train_data[7] + train_data[0] + train_data[6]\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "c3d2cfec", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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760final
0said\\nit's all squash. The best I could get\\ni...came fiom the last place to this\\nplace, and t...liesaid\\nit's all squash. The best I could get\\ni...
1\\ninto a proper perspective with those\\nminor ...MB. BOOT'S POLITICAL OBEED\\nAttempt to imagine...himself\\ninto a proper perspective with those\\nminor ...
2all notU\\nashore and afloat arc subjects for I...\"Thera were in 1771 only aeventy-nine\\n*ub*erl...ofall notU\\nashore and afloat arc subjects for I...
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432017\\nSam was arrested.\\nThe case excited a great ...Sam Clendenin bad a fancy for Ui«\\nscience of ...and\\nSam was arrested.\\nThe case excited a great ...
432018through the alnp the »Uitors laapeeeed tia.»\\n...Wita.htt halting the party ware dilven to the ...paasliicthrough the alnp the »Uitors laapeeeed tia.»\\n...
432019Agua Negra across the line.\\nIt was a grim pla...It was the last thing that either of\\nthem exp...forAgua Negra across the line.\\nIt was a grim pla...
432020\\na note of Wood, Dialogue fc Co., for\\nc27,im...settlement with the department.\\nIt is also sh...for\\na note of Wood, Dialogue fc Co., for\\nc27,im...
4320213214c;do White at 3614c: Mixed Western at\\n331...Flour quotations—low extras at 1 R0®2 50;\\ncit...at3214c;do White at 3614c: Mixed Western at\\n331...
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432022 rows Ă— 4 columns

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" + ], + "text/plain": [ + " 7 \\\n", + "0 said\\nit's all squash. The best I could get\\ni... \n", + "1 \\ninto a proper perspective with those\\nminor ... \n", + "2 all notU\\nashore and afloat arc subjects for I... \n", + "3 ceucju l< d no; ", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mUnicodeEncodeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32mc:\\Users\\Norbert\\code\\challenging-america-word-gap-prediction\\testing.ipynb Cell 7'\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 3\u001b[0m train_model(train_data, model)\n\u001b[0;32m 4\u001b[0m predict_data(\u001b[39m\"\u001b[39m\u001b[39mdev-0/in.tsv.xz\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mdev-0/out.tsv\u001b[39m\u001b[39m\"\u001b[39m, model)\n\u001b[1;32m----> 5\u001b[0m predict_data(\u001b[39m\"\u001b[39;49m\u001b[39mtest-A/in.tsv.xz\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mtest-A/out.tsv\u001b[39;49m\u001b[39m\"\u001b[39;49m, model)\n", + "\u001b[1;32mc:\\Users\\Norbert\\code\\challenging-america-word-gap-prediction\\testing.ipynb Cell 1'\u001b[0m in \u001b[0;36mpredict_data\u001b[1;34m(read_path, save_path, model)\u001b[0m\n\u001b[0;32m 55\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m 56\u001b[0m prediction \u001b[39m=\u001b[39m predict(words[\u001b[39m-\u001b[39m\u001b[39m1\u001b[39m], model)\n\u001b[1;32m---> 57\u001b[0m file\u001b[39m.\u001b[39;49mwrite(prediction \u001b[39m+\u001b[39;49m \u001b[39m\"\u001b[39;49m\u001b[39m\\n\u001b[39;49;00m\u001b[39m\"\u001b[39;49m)\n", + "File \u001b[1;32mC:\\Python310\\lib\\encodings\\cp1250.py:19\u001b[0m, in \u001b[0;36mIncrementalEncoder.encode\u001b[1;34m(self, input, final)\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mencode\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m, final\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m):\n\u001b[1;32m---> 19\u001b[0m \u001b[39mreturn\u001b[39;00m codecs\u001b[39m.\u001b[39;49mcharmap_encode(\u001b[39minput\u001b[39;49m,\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49merrors,encoding_table)[\u001b[39m0\u001b[39m]\n", + "\u001b[1;31mUnicodeEncodeError\u001b[0m: 'charmap' codec can't encode character '\\u03b2' in position 21: character maps to " + ] + } + ], "source": [ "\n", "model = defaultdict(lambda: defaultdict(lambda: 0))\n", "\n", - "train_model(train_data, model)\n", - "predict_data(\"dev-0/in.tsv.xz\", \"dev-0/out.tsv\", model)\n", - "predict_data(\"test-A/in.tsv.xz\", \"test-A/out.tsv\", model)" + "train_model(train_data, model)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ad23240e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Norbert\\AppData\\Local\\Temp\\ipykernel_15436\\842062938.py:47: FutureWarning: The error_bad_lines argument has been deprecated and will be removed in a future version. Use on_bad_lines in the future.\n", + "\n", + "\n", + " data = pd.read_csv(\n" + ] + } + ], + "source": [ + "predict_data(\"dev-0/in.tsv.xz\", \"dev-0/out.tsv\", model)" ] }, { "cell_type": "code", "execution_count": null, - "id": "ad23240e", + "id": "195cb6cf", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "predict_data(\"test-A/in.tsv.xz\", \"test-A/out.tsv\", model)" + ] } ], "metadata": { @@ -203,7 +415,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.1" + "version": "3.10.2" } }, "nbformat": 4,