better naive approach
This commit is contained in:
Jonas Weinz
parent
9a922d88fa
commit
12f99af9a9
@ -2,7 +2,7 @@
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"cells": [
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"cells": [
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 149,
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"execution_count": 1,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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@ -65,7 +65,7 @@
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" <th>code</th>\n",
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" <th>code</th>\n",
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" <th>character</th>\n",
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" <th>character</th>\n",
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" <th>description</th>\n",
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" <th>description</th>\n",
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" <th>Unnamed: 4</th>\n",
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" <th>description_de</th>\n",
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" </tr>\n",
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" </tr>\n",
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" </thead>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tbody>\n",
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@ -75,7 +75,7 @@
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" <td>126980</td>\n",
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" <td>126980</td>\n",
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" <td>🀄</td>\n",
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" <td>🀄</td>\n",
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" <td>MAHJONG TILE RED DRAGON</td>\n",
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" <td>MAHJONG TILE RED DRAGON</td>\n",
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" <td>NaN</td>\n",
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" <td>MAHJONG FLIESE ROT DRACHE</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <th>1</th>\n",
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@ -83,7 +83,7 @@
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" <td>129525</td>\n",
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" <td>129525</td>\n",
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" <td>🧵</td>\n",
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" <td>🧵</td>\n",
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" <td>SPOOL OF THREAD</td>\n",
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" <td>SPOOL OF THREAD</td>\n",
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" <td>NaN</td>\n",
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" <td>Spool Gewinde</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <th>2</th>\n",
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@ -91,7 +91,7 @@
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" <td>129526</td>\n",
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" <td>129526</td>\n",
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" <td>🧶</td>\n",
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" <td>🧶</td>\n",
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" <td>BALL OF YARN</td>\n",
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" <td>BALL OF YARN</td>\n",
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" <td>NaN</td>\n",
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" <td>BALL OF YARN</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <th>3</th>\n",
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@ -99,7 +99,7 @@
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" <td>127183</td>\n",
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" <td>127183</td>\n",
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" <td>🃏</td>\n",
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" <td>🃏</td>\n",
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" <td>PLAYING CARD BLACK JOKER</td>\n",
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" <td>PLAYING CARD BLACK JOKER</td>\n",
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" <td>NaN</td>\n",
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" <td>SPIELKARTE BLACK JOKER</td>\n",
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" </tr>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <th>4</th>\n",
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@ -107,19 +107,26 @@
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" <td>129296</td>\n",
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" <td>129296</td>\n",
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" <td>🤐</td>\n",
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" <td>🤐</td>\n",
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" <td>ZIPPER-MOUTH FACE</td>\n",
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" <td>ZIPPER-MOUTH FACE</td>\n",
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" <td>NaN</td>\n",
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" <td>ZIPPER-MUND Gesicht</td>\n",
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" </tr>\n",
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" </tr>\n",
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" </tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</table>\n",
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"</div>"
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"</div>"
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],
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],
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"text/plain": [
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"text/plain": [
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" Unnamed: 0 code character description Unnamed: 4\n",
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" Unnamed: 0 code character description \\\n",
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"0 0 126980 🀄 MAHJONG TILE RED DRAGON NaN\n",
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"0 0 126980 🀄 MAHJONG TILE RED DRAGON \n",
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"1 1 129525 🧵 SPOOL OF THREAD NaN\n",
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"1 1 129525 🧵 SPOOL OF THREAD \n",
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"2 2 129526 🧶 BALL OF YARN NaN\n",
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"2 2 129526 🧶 BALL OF YARN \n",
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"3 3 127183 🃏 PLAYING CARD BLACK JOKER NaN\n",
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"3 3 127183 🃏 PLAYING CARD BLACK JOKER \n",
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"4 4 129296 🤐 ZIPPER-MOUTH FACE NaN"
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"4 4 129296 🤐 ZIPPER-MOUTH FACE \n",
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"\n",
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" description_de \n",
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"0 MAHJONG FLIESE ROT DRACHE \n",
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"1 Spool Gewinde \n",
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"2 BALL OF YARN \n",
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"3 SPIELKARTE BLACK JOKER \n",
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"4 ZIPPER-MUND Gesicht "
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]
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]
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},
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},
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"execution_count": 2,
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"execution_count": 2,
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@ -148,6 +155,13 @@
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"messages = [\"Hello, this is a testing message\", \"this is a very sunny day today, i am very happy\"]"
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"messages = [\"Hello, this is a testing message\", \"this is a very sunny day today, i am very happy\"]"
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]
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]
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},
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"* using a Stemmer to get the main 'Part' of each word"
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]
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": 4,
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@ -233,18 +247,18 @@
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 59,
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"execution_count": 8,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"def evaluate_sentence(sentence):\n",
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"def evaluate_sentence(sentence, description_key = 'description'):\n",
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" tokenized_sentence = word_tokenize(sentence)\n",
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" tokenized_sentence = word_tokenize(sentence)\n",
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" n = len(tokenized_sentence)\n",
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" n = len(tokenized_sentence)\n",
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" l = table.shape[0]\n",
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" l = table.shape[0]\n",
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" matrix_list = []\n",
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" matrix_list = []\n",
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" \n",
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" \n",
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" for index, row in table.iterrows():\n",
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" for index, row in table.iterrows():\n",
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" emoji_tokens = word_tokenize(row['description'])\n",
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" emoji_tokens = word_tokenize(row[description_key])\n",
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" m = len(emoji_tokens)\n",
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" m = len(emoji_tokens)\n",
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"\n",
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"\n",
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" mat = np.zeros(shape=(m,n))\n",
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" mat = np.zeros(shape=(m,n))\n",
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@ -271,15 +285,6 @@
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" "
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" "
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]
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]
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},
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"cell_type": "code",
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"execution_count": 177,
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"metadata": {},
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"outputs": [],
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"source": [
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"result = evaluate_sentence(\"horse back riding\")"
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]
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},
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{
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{
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"cell_type": "markdown",
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"cell_type": "markdown",
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"metadata": {},
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"metadata": {},
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@ -289,7 +294,7 @@
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},
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 178,
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"execution_count": 9,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 179,
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"execution_count": 10,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"summed = np.argsort([-np.sum(x) for x in result])\n",
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"def predict(sentence, description_key='description', n=10, t=0.9):\n",
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"max_val = np.argsort([-np.max(x) for x in result])\n",
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"avg = np.argsort([-np.mean(x) for x in result])\n",
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"\n",
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"\n",
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"t = 0.9\n",
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" result = evaluate_sentence(sentence, description_key)\n",
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"threshold = np.argsort([-len(np.where(x>t)[0]) / (x.shape[0] * x.shape[1]) for x in result])\n"
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" \n",
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" summed = np.argsort([-np.sum(x) for x in result])[0:n]\n",
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" max_val = np.argsort([-np.max(x) for x in result])[0:n]\n",
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" avg = np.argsort([-np.mean(x) for x in result])[0:n]\n",
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" threshold = np.argsort([-len(np.where(x>t)[0]) / (x.shape[0] * x.shape[1]) for x in result])[0:n]\n",
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" \n",
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" # build a result table\n",
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" table_array = [[lookup[summed[i]], str(table.iloc[summed[i]][description_key]), \n",
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" lookup[max_val[i]], str(table.iloc[max_val[i]][description_key]),\n",
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" lookup[avg[i]], str(table.iloc[avg[i]][description_key]),\n",
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" lookup[threshold[i]], str(table.iloc[threshold[i]][description_key])] for i in range(n) ]\n",
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" \n",
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" \n",
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" table_frame = pd.DataFrame(table_array, columns=['summed', 'summed_description','max_val', 'max_val_description','avg', 'avg_description','threshold', 'threshold_description'])\n",
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" \n",
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" display(table_frame)\n"
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]
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]
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},
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": 180,
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"execution_count": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"def print_best_results(sorted_indices, n=10):\n",
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" pp.pprint([lookup[x] + \" -- \" + str(table.iloc[x]['description']) for x in sorted_indices[:10]])\n",
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" pp.pprint([result[x] for x in sorted_indices[:10]])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 181,
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"metadata": {},
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"outputs": [
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"outputs": [
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{
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{
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"name": "stdout",
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"data": {
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"output_type": "stream",
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"text/html": [
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"text": [
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"<div>\n",
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"[ '🐎 -- HORSE',\n",
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"<style scoped>\n",
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" '🏇 -- HORSE RACING',\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" '🐴 -- HORSE FACE',\n",
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" vertical-align: middle;\n",
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" '\\U0001f993 -- ZEBRA FACE',\n",
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" }\n",
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" '🏅 -- SPORTS MEDAL',\n",
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"\n",
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" '🗻 -- MOUNT FUJI',\n",
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" .dataframe tbody tr th {\n",
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" '🎠 -- CAROUSEL HORSE',\n",
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" vertical-align: top;\n",
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" '🤚 -- RAISED BACK OF HAND',\n",
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" }\n",
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" '🔙 -- BACK WITH LEFTWARDS ARROW ABOVE',\n",
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"\n",
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" '📮 -- POSTBOX']\n",
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" .dataframe thead th {\n",
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"[ array([[1. , 0.19047619, 0.08333333]]),\n",
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" text-align: right;\n",
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" array([[1. , 0.19047619, 0.08333333],\n",
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" }\n",
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" [0.08333333, 0.13333333, 0.88888889]]),\n",
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"</style>\n",
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" array([[1. , 0.19047619, 0.08333333],\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" [0.18181818, 0.76923077, 0.125 ]]),\n",
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" <thead>\n",
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" array([[0.93333333, 0.19047619, 0.08333333],\n",
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" <tr style=\"text-align: right;\">\n",
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" [0.18181818, 0.76923077, 0.125 ]]),\n",
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" <th></th>\n",
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" array([[0.08695652, 0.14285714, 0.94117647],\n",
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" <th>summed</th>\n",
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" [0.09090909, 0.15384615, 0.25 ]]),\n",
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" <th>summed_description</th>\n",
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" array([[0.96774194, 0.18181818, 0.08 ],\n",
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" <th>max_val</th>\n",
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" [0.4 , 0.19047619, 0.08333333]]),\n",
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" <th>max_val_description</th>\n",
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" array([[0.07407407, 0.11111111, 0.19047619],\n",
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" <th>avg</th>\n",
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" [1. , 0.19047619, 0.08333333]]),\n",
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" <th>avg_description</th>\n",
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" array([[0.1 , 0.18181818, 0.14285714],\n",
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" <th>threshold</th>\n",
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" [0.19047619, 1. , 0.13333333],\n",
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" <th>threshold_description</th>\n",
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" [0. , 0. , 0. ],\n",
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" </tr>\n",
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" [0.17391304, 0.71428571, 0.11764706]]),\n",
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" </thead>\n",
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" array([[0.19047619, 1. , 0.13333333],\n",
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" <tbody>\n",
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" [0. , 0. , 0. ],\n",
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" <tr>\n",
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" [0. , 0. , 0. ],\n",
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" <th>0</th>\n",
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" [0.08695652, 0.14285714, 0.23529412],\n",
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" <td>🤪</td>\n",
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" [0.09090909, 0.15384615, 0.25 ]]),\n",
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" <td>GRINNING FACE WITH ONE LARGE AND ONE SMALL EYE</td>\n",
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" array([[0.32 , 0.25 , 0.10526316]])]\n"
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" <td>🤟</td>\n",
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" <td>I LOVE YOU HAND SIGN</td>\n",
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" <td>💢</td>\n",
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" <td>ANGER SYMBOL</td>\n",
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" <td>💌</td>\n",
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" <td>LOVE LETTER</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>🚮</td>\n",
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" <td>PUT LITTER IN ITS PLACE SYMBOL</td>\n",
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" <td>💌</td>\n",
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" <td>LOVE LETTER</td>\n",
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" <td>📦</td>\n",
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" <td>PACKAGE</td>\n",
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" <td>🏩</td>\n",
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" <td>LOVE HOTEL</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>🖖</td>\n",
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" <td>RAISED HAND WITH PART BETWEEN MIDDLE AND RING ...</td>\n",
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" <td>🇮</td>\n",
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" <td>REGIONAL INDICATOR SYMBOL LETTER I</td>\n",
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" <td>💌</td>\n",
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" <td>LOVE LETTER</td>\n",
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" <td>🤟</td>\n",
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" <td>I LOVE YOU HAND SIGN</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>🥰</td>\n",
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" <td>SMILING FACE WITH SMILING EYES AND THREE HEARTS</td>\n",
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" <td>🏩</td>\n",
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" <td>LOVE HOTEL</td>\n",
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" <td>🆑</td>\n",
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" <td>SQUARED CL</td>\n",
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" <td>🇮</td>\n",
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" <td>REGIONAL INDICATOR SYMBOL LETTER I</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>🤭</td>\n",
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" <td>SMILING FACE WITH SMILING EYES AND HAND COVERI...</td>\n",
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" <td>😱</td>\n",
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" <td>FACE SCREAMING IN FEAR</td>\n",
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" <td>🌉</td>\n",
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" <td>BRIDGE AT NIGHT</td>\n",
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" <td>📨</td>\n",
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" <td>INCOMING ENVELOPE</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>🔂</td>\n",
|
||||||
|
" <td>CLOCKWISE RIGHTWARDS AND LEFTWARDS OPEN CIRCLE...</td>\n",
|
||||||
|
" <td>🇭</td>\n",
|
||||||
|
" <td>REGIONAL INDICATOR SYMBOL LETTER H</td>\n",
|
||||||
|
" <td>💐</td>\n",
|
||||||
|
" <td>BOUQUET</td>\n",
|
||||||
|
" <td>📩</td>\n",
|
||||||
|
" <td>ENVELOPE WITH DOWNWARDS ARROW ABOVE</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>6</th>\n",
|
||||||
|
" <td>🔛</td>\n",
|
||||||
|
" <td>ON WITH EXCLAMATION MARK WITH LEFT RIGHT ARROW...</td>\n",
|
||||||
|
" <td>🇳</td>\n",
|
||||||
|
" <td>REGIONAL INDICATOR SYMBOL LETTER N</td>\n",
|
||||||
|
" <td>📜</td>\n",
|
||||||
|
" <td>SCROLL</td>\n",
|
||||||
|
" <td>📪</td>\n",
|
||||||
|
" <td>CLOSED MAILBOX WITH LOWERED FLAG</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>7</th>\n",
|
||||||
|
" <td>🔠</td>\n",
|
||||||
|
" <td>INPUT SYMBOL FOR LATIN CAPITAL LETTERS</td>\n",
|
||||||
|
" <td>🇴</td>\n",
|
||||||
|
" <td>REGIONAL INDICATOR SYMBOL LETTER O</td>\n",
|
||||||
|
" <td>🎁</td>\n",
|
||||||
|
" <td>WRAPPED PRESENT</td>\n",
|
||||||
|
" <td>📫</td>\n",
|
||||||
|
" <td>CLOSED MAILBOX WITH RAISED FLAG</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>8</th>\n",
|
||||||
|
" <td>🤟</td>\n",
|
||||||
|
" <td>I LOVE YOU HAND SIGN</td>\n",
|
||||||
|
" <td>📲</td>\n",
|
||||||
|
" <td>MOBILE PHONE WITH RIGHTWARDS ARROW AT LEFT</td>\n",
|
||||||
|
" <td>💨</td>\n",
|
||||||
|
" <td>DASH SYMBOL</td>\n",
|
||||||
|
" <td>📰</td>\n",
|
||||||
|
" <td>NEWSPAPER</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" <tr>\n",
|
||||||
|
" <th>9</th>\n",
|
||||||
|
" <td>🇮</td>\n",
|
||||||
|
" <td>REGIONAL INDICATOR SYMBOL LETTER I</td>\n",
|
||||||
|
" <td>🌆</td>\n",
|
||||||
|
" <td>CITYSCAPE AT DUSK</td>\n",
|
||||||
|
" <td>💤</td>\n",
|
||||||
|
" <td>SLEEPING SYMBOL</td>\n",
|
||||||
|
" <td>📬</td>\n",
|
||||||
|
" <td>OPEN MAILBOX WITH RAISED FLAG</td>\n",
|
||||||
|
" </tr>\n",
|
||||||
|
" </tbody>\n",
|
||||||
|
"</table>\n",
|
||||||
|
"</div>"
|
||||||
|
],
|
||||||
|
"text/plain": [
|
||||||
|
" summed summed_description max_val \\\n",
|
||||||
|
"0 🤪 GRINNING FACE WITH ONE LARGE AND ONE SMALL EYE 🤟 \n",
|
||||||
|
"1 🚮 PUT LITTER IN ITS PLACE SYMBOL 💌 \n",
|
||||||
|
"2 🖖 RAISED HAND WITH PART BETWEEN MIDDLE AND RING ... 🇮 \n",
|
||||||
|
"3 🥰 SMILING FACE WITH SMILING EYES AND THREE HEARTS 🏩 \n",
|
||||||
|
"4 🤭 SMILING FACE WITH SMILING EYES AND HAND COVERI... 😱 \n",
|
||||||
|
"5 🔂 CLOCKWISE RIGHTWARDS AND LEFTWARDS OPEN CIRCLE... 🇭 \n",
|
||||||
|
"6 🔛 ON WITH EXCLAMATION MARK WITH LEFT RIGHT ARROW... 🇳 \n",
|
||||||
|
"7 🔠 INPUT SYMBOL FOR LATIN CAPITAL LETTERS 🇴 \n",
|
||||||
|
"8 🤟 I LOVE YOU HAND SIGN 📲 \n",
|
||||||
|
"9 🇮 REGIONAL INDICATOR SYMBOL LETTER I 🌆 \n",
|
||||||
|
"\n",
|
||||||
|
" max_val_description avg avg_description threshold \\\n",
|
||||||
|
"0 I LOVE YOU HAND SIGN 💢 ANGER SYMBOL 💌 \n",
|
||||||
|
"1 LOVE LETTER 📦 PACKAGE 🏩 \n",
|
||||||
|
"2 REGIONAL INDICATOR SYMBOL LETTER I 💌 LOVE LETTER 🤟 \n",
|
||||||
|
"3 LOVE HOTEL 🆑 SQUARED CL 🇮 \n",
|
||||||
|
"4 FACE SCREAMING IN FEAR 🌉 BRIDGE AT NIGHT 📨 \n",
|
||||||
|
"5 REGIONAL INDICATOR SYMBOL LETTER H 💐 BOUQUET 📩 \n",
|
||||||
|
"6 REGIONAL INDICATOR SYMBOL LETTER N 📜 SCROLL 📪 \n",
|
||||||
|
"7 REGIONAL INDICATOR SYMBOL LETTER O 🎁 WRAPPED PRESENT 📫 \n",
|
||||||
|
"8 MOBILE PHONE WITH RIGHTWARDS ARROW AT LEFT 💨 DASH SYMBOL 📰 \n",
|
||||||
|
"9 CITYSCAPE AT DUSK 💤 SLEEPING SYMBOL 📬 \n",
|
||||||
|
"\n",
|
||||||
|
" threshold_description \n",
|
||||||
|
"0 LOVE LETTER \n",
|
||||||
|
"1 LOVE HOTEL \n",
|
||||||
|
"2 I LOVE YOU HAND SIGN \n",
|
||||||
|
"3 REGIONAL INDICATOR SYMBOL LETTER I \n",
|
||||||
|
"4 INCOMING ENVELOPE \n",
|
||||||
|
"5 ENVELOPE WITH DOWNWARDS ARROW ABOVE \n",
|
||||||
|
"6 CLOSED MAILBOX WITH LOWERED FLAG \n",
|
||||||
|
"7 CLOSED MAILBOX WITH RAISED FLAG \n",
|
||||||
|
"8 NEWSPAPER \n",
|
||||||
|
"9 OPEN MAILBOX WITH RAISED FLAG "
|
||||||
]
|
]
|
||||||
|
},
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "display_data"
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
"source": [
|
"source": [
|
||||||
"print_best_results(threshold)"
|
"predict(\"I love sunny days!\", description_key='description' )"
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user