diff --git a/Project/Tools/Emoji_Distance.py b/Project/Tools/Emoji_Distance.py
new file mode 100644
index 0000000..6aebde8
--- /dev/null
+++ b/Project/Tools/Emoji_Distance.py
@@ -0,0 +1,146 @@
+
+# coding: utf-8
+
+# # Emoji Distance
+# a notebook dealing witch emoji distance measures. Uses an external csv with labeled data to compare arbitriary emojis related to sentiment
+# Autor = Carsten Draschner
+# Version = 0.1
+# ## Used Ressources
+# https://www.clarin.si/repository/xmlui/handle/11356/1048
+# https://github.com/words/emoji-emotion
+
+# In[1]:
+
+
+import pandas as pd
+import math
+import numpy as np
+
+N=3
+# In[53]:
+
+
+#read in csv as panda file
+df = pd.read_csv("/Users/Carsten/GitRepos/NLP-LAB/Project/Tools/Emoji_Sentiment_Data_v1.0.csv", delimiter=";")
+#df.head()
+
+
+# In[54]:
+
+
+#calculates vector distance between 2 3-dim sentiment representations of emojis
+def sentiment_vector_dist(v1,v2):
+    #pos_v1 = v1[0]
+    #neg_v1 = v1[1]
+    #neu_v1 = v1[2]
+
+    #pos_v2 = v2[0]
+    #neg_v2 = v2[1]
+    #neu_v2 = v2[2]
+
+    #tmp_dist = float(np.abs(pos_v1-pos_v2))+float(np.abs(neg_v1-neg_v2))+float(np.abs(neu_v1-neu_v2))
+
+    #calculates vector distance between 2 3-dim sentiment representations of emojis consisting of positive neutral and negative probabilistic occuring
+    tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))
+    return tmp_dist
+
+
+# In[55]:
+
+
+#calculates vector representation in a 3dim 0 to 1space of dimension: positive,negative,neutral
+def emoji_to_sentiment_vector(e):
+    tmp = df[df["Emoji"]==e]
+    #calculate by espacial labeled occurences devided by sum of overall occurences
+    pos = tmp["Positive"].values[0]/tmp["Occurrences"].values[0]
+    neg = tmp["Negative"].values[0]/tmp["Occurrences"].values[0]
+    neu = tmp["Neutral"].values[0]/tmp["Occurrences"].values[0]
+    #return as np array
+    return np.array([pos,neg,neu])
+
+
+# In[56]:
+
+
+#function to call for evaluating two emojis in its sentimental distance
+def emoji_distance(e1,e2):
+    sent_v1 = emoji_to_sentiment_vector(e1)
+    sent_v2 = emoji_to_sentiment_vector(e2)
+
+    d = sentiment_vector_dist(sent_v1,sent_v2)
+    return d
+
+
+# In[57]:
+
+
+def sentiment_vector_to_emoji(v1):
+    #if(len(v1) == 3):
+        #set initial values to compare with
+        best_emoji = "😐"
+        min_distance = 10000
+
+        #compare only with filtred emoticons
+        df_filtered = df[df["Unicode block"]=="Emoticons"]
+        all_smilies = list(df_filtered["Emoji"])
+        for e in all_smilies:
+            v2 = emoji_to_sentiment_vector(e)
+            d = sentiment_vector_dist(v1,v2)
+            if(d < min_distance):
+                min_distance = d
+                best_emoji = e
+                #print(str(v1),str(v2),str(min_distance),str(type(v1)),str(type(v2)),e)
+
+
+        #print("for sentiment vector: "+str(v1)+" the emoji is : "+str(best_emoji)+" with distance of "+str(min_distance)+"!")
+        return best_emoji
+
+    #else:
+        #print("WRONG SENTIMENT VECTOR")
+
+
+# In[58]:
+
+
+def show_demo():
+    df_filtered = df[df["Unicode block"]=="Emoticons"]
+    all_smilies = list(df_filtered["Emoji"])
+
+    d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))
+
+    for c1 in range(len(all_smilies)):
+        for c2 in range(len(all_smilies)):
+            e1 = all_smilies[c1]
+            e2 = all_smilies[c2]
+
+            d = emoji_distance(e1,e2)
+            d_m[c1,c2] = d
+
+    for c in range(len(d_m[0])):
+        emoji = all_smilies[c]
+        row = d_m[c]
+        row_sorted = np.argsort(row)
+        #closest 5
+        r = row_sorted[0:10]
+        #print()
+        closest = ""
+        for i in r:
+            closest+=all_smilies[i]
+        print(emoji+": "+closest)
+
+
+# In[60]:
+
+
+#show_demo()
+
+
+# In[61]:
+
+
+#test bipolar matching entiment vector vs. emoji
+#df_filtered = df[df["Unicode block"]=="Emoticons"]
+#all_smilies = list(df_filtered["Emoji"])
+#for e in all_smilies:
+#    v2 = emoji_to_sentiment_vector(e)
+#    sentiment_vector_to_emoji(v2)
diff --git a/Project/naive_approach/Emoji_Distance.ipynb b/Project/naive_approach/Emoji_Distance.ipynb
index e1bb031..5b2fc06 100644
--- a/Project/naive_approach/Emoji_Distance.ipynb
+++ b/Project/naive_approach/Emoji_Distance.ipynb
@@ -4,6 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "# Emoji Distance\n",
+    "a notebook dealing witch emoji distance measures. Uses an external csv with labeled data to compare arbitriary emojis related to sentiment\n",
+    "Autor = Carsten Draschner\n",
+    "Version = 0.1\n",
+    "## Used Ressources\n",
     "https://www.clarin.si/repository/xmlui/handle/11356/1048\n",
     "https://github.com/words/emoji-emotion"
    ]
@@ -24,1216 +29,187 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style>\n",
-       "    .dataframe thead tr:only-child th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Emoji</th>\n",
-       "      <th>Unicode codepoint</th>\n",
-       "      <th>Occurrences</th>\n",
-       "      <th>Position</th>\n",
-       "      <th>Negative</th>\n",
-       "      <th>Neutral</th>\n",
-       "      <th>Positive</th>\n",
-       "      <th>Unicode name</th>\n",
-       "      <th>Unicode block</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>😂</td>\n",
-       "      <td>0x1f602</td>\n",
-       "      <td>14622</td>\n",
-       "      <td>0.805101</td>\n",
-       "      <td>3614</td>\n",
-       "      <td>4163</td>\n",
-       "      <td>6845</td>\n",
-       "      <td>FACE WITH TEARS OF JOY</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>❤</td>\n",
-       "      <td>0x2764</td>\n",
-       "      <td>8050</td>\n",
-       "      <td>0.746943</td>\n",
-       "      <td>355</td>\n",
-       "      <td>1334</td>\n",
-       "      <td>6361</td>\n",
-       "      <td>HEAVY BLACK HEART</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>♥</td>\n",
-       "      <td>0x2665</td>\n",
-       "      <td>7144</td>\n",
-       "      <td>0.753806</td>\n",
-       "      <td>252</td>\n",
-       "      <td>1942</td>\n",
-       "      <td>4950</td>\n",
-       "      <td>BLACK HEART SUIT</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>😍</td>\n",
-       "      <td>0x1f60d</td>\n",
-       "      <td>6359</td>\n",
-       "      <td>0.765292</td>\n",
-       "      <td>329</td>\n",
-       "      <td>1390</td>\n",
-       "      <td>4640</td>\n",
-       "      <td>SMILING FACE WITH HEART-SHAPED EYES</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>😭</td>\n",
-       "      <td>0x1f62d</td>\n",
-       "      <td>5526</td>\n",
-       "      <td>0.803352</td>\n",
-       "      <td>2412</td>\n",
-       "      <td>1218</td>\n",
-       "      <td>1896</td>\n",
-       "      <td>LOUDLY CRYING FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>😘</td>\n",
-       "      <td>0x1f618</td>\n",
-       "      <td>3648</td>\n",
-       "      <td>0.854480</td>\n",
-       "      <td>193</td>\n",
-       "      <td>702</td>\n",
-       "      <td>2753</td>\n",
-       "      <td>FACE THROWING A KISS</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>😊</td>\n",
-       "      <td>0x1f60a</td>\n",
-       "      <td>3186</td>\n",
-       "      <td>0.813302</td>\n",
-       "      <td>189</td>\n",
-       "      <td>754</td>\n",
-       "      <td>2243</td>\n",
-       "      <td>SMILING FACE WITH SMILING EYES</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>👌</td>\n",
-       "      <td>0x1f44c</td>\n",
-       "      <td>2925</td>\n",
-       "      <td>0.805223</td>\n",
-       "      <td>274</td>\n",
-       "      <td>728</td>\n",
-       "      <td>1923</td>\n",
-       "      <td>OK HAND SIGN</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>💕</td>\n",
-       "      <td>0x1f495</td>\n",
-       "      <td>2400</td>\n",
-       "      <td>0.765726</td>\n",
-       "      <td>99</td>\n",
-       "      <td>683</td>\n",
-       "      <td>1618</td>\n",
-       "      <td>TWO HEARTS</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>👏</td>\n",
-       "      <td>0x1f44f</td>\n",
-       "      <td>2336</td>\n",
-       "      <td>0.787130</td>\n",
-       "      <td>243</td>\n",
-       "      <td>634</td>\n",
-       "      <td>1459</td>\n",
-       "      <td>CLAPPING HANDS SIGN</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>😁</td>\n",
-       "      <td>0x1f601</td>\n",
-       "      <td>2189</td>\n",
-       "      <td>0.796151</td>\n",
-       "      <td>278</td>\n",
-       "      <td>648</td>\n",
-       "      <td>1263</td>\n",
-       "      <td>GRINNING FACE WITH SMILING EYES</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>☺</td>\n",
-       "      <td>0x263a</td>\n",
-       "      <td>2062</td>\n",
-       "      <td>0.798634</td>\n",
-       "      <td>128</td>\n",
-       "      <td>449</td>\n",
-       "      <td>1485</td>\n",
-       "      <td>WHITE SMILING FACE</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>♡</td>\n",
-       "      <td>0x2661</td>\n",
-       "      <td>1975</td>\n",
-       "      <td>0.763695</td>\n",
-       "      <td>102</td>\n",
-       "      <td>448</td>\n",
-       "      <td>1425</td>\n",
-       "      <td>WHITE HEART SUIT</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>👍</td>\n",
-       "      <td>0x1f44d</td>\n",
-       "      <td>1854</td>\n",
-       "      <td>0.812126</td>\n",
-       "      <td>213</td>\n",
-       "      <td>460</td>\n",
-       "      <td>1181</td>\n",
-       "      <td>THUMBS UP SIGN</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>😩</td>\n",
-       "      <td>0x1f629</td>\n",
-       "      <td>1808</td>\n",
-       "      <td>0.826214</td>\n",
-       "      <td>1069</td>\n",
-       "      <td>336</td>\n",
-       "      <td>403</td>\n",
-       "      <td>WEARY FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>🙏</td>\n",
-       "      <td>0x1f64f</td>\n",
-       "      <td>1539</td>\n",
-       "      <td>0.793848</td>\n",
-       "      <td>124</td>\n",
-       "      <td>648</td>\n",
-       "      <td>767</td>\n",
-       "      <td>PERSON WITH FOLDED HANDS</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>✌</td>\n",
-       "      <td>0x270c</td>\n",
-       "      <td>1534</td>\n",
-       "      <td>0.790480</td>\n",
-       "      <td>173</td>\n",
-       "      <td>476</td>\n",
-       "      <td>885</td>\n",
-       "      <td>VICTORY HAND</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>😏</td>\n",
-       "      <td>0x1f60f</td>\n",
-       "      <td>1522</td>\n",
-       "      <td>0.764977</td>\n",
-       "      <td>170</td>\n",
-       "      <td>676</td>\n",
-       "      <td>676</td>\n",
-       "      <td>SMIRKING FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>😉</td>\n",
-       "      <td>0x1f609</td>\n",
-       "      <td>1521</td>\n",
-       "      <td>0.844833</td>\n",
-       "      <td>151</td>\n",
-       "      <td>513</td>\n",
-       "      <td>857</td>\n",
-       "      <td>WINKING FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>🙌</td>\n",
-       "      <td>0x1f64c</td>\n",
-       "      <td>1506</td>\n",
-       "      <td>0.790600</td>\n",
-       "      <td>152</td>\n",
-       "      <td>358</td>\n",
-       "      <td>996</td>\n",
-       "      <td>PERSON RAISING BOTH HANDS IN CELEBRATION</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>🙈</td>\n",
-       "      <td>0x1f648</td>\n",
-       "      <td>1456</td>\n",
-       "      <td>0.738881</td>\n",
-       "      <td>238</td>\n",
-       "      <td>350</td>\n",
-       "      <td>868</td>\n",
-       "      <td>SEE-NO-EVIL MONKEY</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>💪</td>\n",
-       "      <td>0x1f4aa</td>\n",
-       "      <td>1409</td>\n",
-       "      <td>0.806704</td>\n",
-       "      <td>101</td>\n",
-       "      <td>424</td>\n",
-       "      <td>884</td>\n",
-       "      <td>FLEXED BICEPS</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>😄</td>\n",
-       "      <td>0x1f604</td>\n",
-       "      <td>1398</td>\n",
-       "      <td>0.794973</td>\n",
-       "      <td>191</td>\n",
-       "      <td>426</td>\n",
-       "      <td>781</td>\n",
-       "      <td>SMILING FACE WITH OPEN MOUTH AND SMILING EYES</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>😒</td>\n",
-       "      <td>0x1f612</td>\n",
-       "      <td>1385</td>\n",
-       "      <td>0.857621</td>\n",
-       "      <td>819</td>\n",
-       "      <td>266</td>\n",
-       "      <td>300</td>\n",
-       "      <td>UNAMUSED FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>💃</td>\n",
-       "      <td>0x1f483</td>\n",
-       "      <td>1344</td>\n",
-       "      <td>0.852765</td>\n",
-       "      <td>59</td>\n",
-       "      <td>237</td>\n",
-       "      <td>1048</td>\n",
-       "      <td>DANCER</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>💖</td>\n",
-       "      <td>0x1f496</td>\n",
-       "      <td>1263</td>\n",
-       "      <td>0.762239</td>\n",
-       "      <td>54</td>\n",
-       "      <td>254</td>\n",
-       "      <td>955</td>\n",
-       "      <td>SPARKLING HEART</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>😃</td>\n",
-       "      <td>0x1f603</td>\n",
-       "      <td>1206</td>\n",
-       "      <td>0.734782</td>\n",
-       "      <td>86</td>\n",
-       "      <td>361</td>\n",
-       "      <td>759</td>\n",
-       "      <td>SMILING FACE WITH OPEN MOUTH</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>😔</td>\n",
-       "      <td>0x1f614</td>\n",
-       "      <td>1205</td>\n",
-       "      <td>0.866146</td>\n",
-       "      <td>559</td>\n",
-       "      <td>263</td>\n",
-       "      <td>383</td>\n",
-       "      <td>PENSIVE FACE</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>😱</td>\n",
-       "      <td>0x1f631</td>\n",
-       "      <td>1130</td>\n",
-       "      <td>0.773313</td>\n",
-       "      <td>298</td>\n",
-       "      <td>319</td>\n",
-       "      <td>513</td>\n",
-       "      <td>FACE SCREAMING IN FEAR</td>\n",
-       "      <td>Emoticons</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>🎉</td>\n",
-       "      <td>0x1f389</td>\n",
-       "      <td>1125</td>\n",
-       "      <td>0.743636</td>\n",
-       "      <td>43</td>\n",
-       "      <td>207</td>\n",
-       "      <td>875</td>\n",
-       "      <td>PARTY POPPER</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>939</th>\n",
-       "      <td>🕥</td>\n",
-       "      <td>0x1f565</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.811966</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>CLOCK FACE TEN-THIRTY</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>940</th>\n",
-       "      <td>♙</td>\n",
-       "      <td>0x2659</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.342857</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>WHITE CHESS PAWN</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>941</th>\n",
-       "      <td>▿</td>\n",
-       "      <td>0x25bf</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.432836</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>WHITE DOWN-POINTING SMALL TRIANGLE</td>\n",
-       "      <td>Geometric Shapes</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>942</th>\n",
-       "      <td>⚃</td>\n",
-       "      <td>0x2683</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.918919</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>DIE FACE-4</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>943</th>\n",
-       "      <td>✽</td>\n",
-       "      <td>0x273d</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.992701</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>HEAVY TEARDROP-SPOKED ASTERISK</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>944</th>\n",
-       "      <td>📼</td>\n",
-       "      <td>0x1f4fc</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>VIDEOCASSETTE</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>945</th>\n",
-       "      <td>🕐</td>\n",
-       "      <td>0x1f550</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>CLOCK FACE ONE OCLOCK</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>946</th>\n",
-       "      <td>🀄</td>\n",
-       "      <td>0x1f004</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>MAHJONG TILE RED DRAGON</td>\n",
-       "      <td>Mahjong Tiles</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>947</th>\n",
-       "      <td>✾</td>\n",
-       "      <td>0x273e</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.023256</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>SIX PETALLED BLACK AND WHITE FLORETTE</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>948</th>\n",
-       "      <td>✬</td>\n",
-       "      <td>0x272c</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.955224</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>BLACK CENTRE WHITE STAR</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>949</th>\n",
-       "      <td>🆑</td>\n",
-       "      <td>0x1f191</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.983607</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>SQUARED CL</td>\n",
-       "      <td>Enclosed Alphanumeric Supplement</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>950</th>\n",
-       "      <td>✫</td>\n",
-       "      <td>0x272b</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.923729</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>OPEN CENTRE BLACK STAR</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>951</th>\n",
-       "      <td>🕔</td>\n",
-       "      <td>0x1f554</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.742424</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>CLOCK FACE FIVE OCLOCK</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>952</th>\n",
-       "      <td>❣</td>\n",
-       "      <td>0x2763</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.471429</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>HEAVY HEART EXCLAMATION MARK ORNAMENT</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>953</th>\n",
-       "      <td>➱</td>\n",
-       "      <td>0x27b1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.704348</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NOTCHED UPPER RIGHT-SHADOWED WHITE RIGHTWARDS ...</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>954</th>\n",
-       "      <td>🆕</td>\n",
-       "      <td>0x1f195</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.669118</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>SQUARED NEW</td>\n",
-       "      <td>Enclosed Alphanumeric Supplement</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>955</th>\n",
-       "      <td>➢</td>\n",
-       "      <td>0x27a2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.242647</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>THREE-D TOP-LIGHTED RIGHTWARDS ARROWHEAD</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>956</th>\n",
-       "      <td>↕</td>\n",
-       "      <td>0x2195</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.735632</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>UP DOWN ARROW</td>\n",
-       "      <td>Arrows</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>957</th>\n",
-       "      <td>📫</td>\n",
-       "      <td>0x1f4eb</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.384615</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>CLOSED MAILBOX WITH RAISED FLAG</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>958</th>\n",
-       "      <td>🉐</td>\n",
-       "      <td>0x1f250</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>CIRCLED IDEOGRAPH ADVANTAGE</td>\n",
-       "      <td>Enclosed Ideographic Supplement</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>959</th>\n",
-       "      <td>♊</td>\n",
-       "      <td>0x264a</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.327586</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>GEMINI</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>960</th>\n",
-       "      <td>🈂</td>\n",
-       "      <td>0x1f202</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.466667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>SQUARED KATAKANA SA</td>\n",
-       "      <td>Enclosed Ideographic Supplement</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>961</th>\n",
-       "      <td>🎰</td>\n",
-       "      <td>0x1f3b0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.421687</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>SLOT MACHINE</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>962</th>\n",
-       "      <td>҂</td>\n",
-       "      <td>0x482</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.519231</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>CYRILLIC THOUSANDS SIGN</td>\n",
-       "      <td>Cyrillic</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>963</th>\n",
-       "      <td>╤</td>\n",
-       "      <td>0x2564</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.634615</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BOX DRAWINGS DOWN SINGLE AND HORIZONTAL DOUBLE</td>\n",
-       "      <td>Box Drawing</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>964</th>\n",
-       "      <td>➛</td>\n",
-       "      <td>0x279b</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.011628</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>DRAFTING POINT RIGHTWARDS ARROW</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>965</th>\n",
-       "      <td>♝</td>\n",
-       "      <td>0x265d</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.280000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>BLACK CHESS BISHOP</td>\n",
-       "      <td>Miscellaneous Symbols</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>966</th>\n",
-       "      <td>❋</td>\n",
-       "      <td>0x274b</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.888889</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>HEAVY EIGHT TEARDROP-SPOKED PROPELLER ASTERISK</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>967</th>\n",
-       "      <td>✆</td>\n",
-       "      <td>0x2706</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.557252</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>TELEPHONE LOCATION SIGN</td>\n",
-       "      <td>Dingbats</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>968</th>\n",
-       "      <td>📔</td>\n",
-       "      <td>0x1f4d4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.814815</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NOTEBOOK WITH DECORATIVE COVER</td>\n",
-       "      <td>Miscellaneous Symbols and Pictographs</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>969 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    Emoji Unicode codepoint  Occurrences  Position  Negative  Neutral  \\\n",
-       "0       😂           0x1f602        14622  0.805101      3614     4163   \n",
-       "1       ❤            0x2764         8050  0.746943       355     1334   \n",
-       "2       ♥            0x2665         7144  0.753806       252     1942   \n",
-       "3       😍           0x1f60d         6359  0.765292       329     1390   \n",
-       "4       😭           0x1f62d         5526  0.803352      2412     1218   \n",
-       "5       😘           0x1f618         3648  0.854480       193      702   \n",
-       "6       😊           0x1f60a         3186  0.813302       189      754   \n",
-       "7       👌           0x1f44c         2925  0.805223       274      728   \n",
-       "8       💕           0x1f495         2400  0.765726        99      683   \n",
-       "9       👏           0x1f44f         2336  0.787130       243      634   \n",
-       "10      😁           0x1f601         2189  0.796151       278      648   \n",
-       "11      ☺            0x263a         2062  0.798634       128      449   \n",
-       "12      ♡            0x2661         1975  0.763695       102      448   \n",
-       "13      👍           0x1f44d         1854  0.812126       213      460   \n",
-       "14      😩           0x1f629         1808  0.826214      1069      336   \n",
-       "15      🙏           0x1f64f         1539  0.793848       124      648   \n",
-       "16      ✌            0x270c         1534  0.790480       173      476   \n",
-       "17      😏           0x1f60f         1522  0.764977       170      676   \n",
-       "18      😉           0x1f609         1521  0.844833       151      513   \n",
-       "19      🙌           0x1f64c         1506  0.790600       152      358   \n",
-       "20      🙈           0x1f648         1456  0.738881       238      350   \n",
-       "21      💪           0x1f4aa         1409  0.806704       101      424   \n",
-       "22      😄           0x1f604         1398  0.794973       191      426   \n",
-       "23      😒           0x1f612         1385  0.857621       819      266   \n",
-       "24      💃           0x1f483         1344  0.852765        59      237   \n",
-       "25      💖           0x1f496         1263  0.762239        54      254   \n",
-       "26      😃           0x1f603         1206  0.734782        86      361   \n",
-       "27      😔           0x1f614         1205  0.866146       559      263   \n",
-       "28      😱           0x1f631         1130  0.773313       298      319   \n",
-       "29      🎉           0x1f389         1125  0.743636        43      207   \n",
-       "..    ...               ...          ...       ...       ...      ...   \n",
-       "939     🕥           0x1f565            1  0.811966         1        0   \n",
-       "940     ♙            0x2659            1  0.342857         0        1   \n",
-       "941     ▿            0x25bf            1  0.432836         0        1   \n",
-       "942     ⚃            0x2683            1  0.918919         0        1   \n",
-       "943     ✽            0x273d            1  0.992701         0        0   \n",
-       "944     📼           0x1f4fc            1  1.000000         0        0   \n",
-       "945     🕐           0x1f550            1  1.000000         1        0   \n",
-       "946     🀄           0x1f004            1  1.000000         0        0   \n",
-       "947     ✾            0x273e            1  0.023256         0        1   \n",
-       "948     ✬            0x272c            1  0.955224         0        0   \n",
-       "949     🆑           0x1f191            1  0.983607         0        1   \n",
-       "950     ✫            0x272b            1  0.923729         0        0   \n",
-       "951     🕔           0x1f554            1  0.742424         1        0   \n",
-       "952     ❣            0x2763            1  0.471429         0        0   \n",
-       "953     ➱            0x27b1            1  0.704348         0        1   \n",
-       "954     🆕           0x1f195            1  0.669118         0        1   \n",
-       "955     ➢            0x27a2            1  0.242647         0        1   \n",
-       "956     ↕            0x2195            1  0.735632         0        1   \n",
-       "957     📫           0x1f4eb            1  0.384615         0        0   \n",
-       "958     🉐           0x1f250            1  0.031250         0        0   \n",
-       "959     ♊            0x264a            1  0.327586         0        1   \n",
-       "960     🈂           0x1f202            1  0.466667         1        0   \n",
-       "961     🎰           0x1f3b0            1  0.421687         1        0   \n",
-       "962     ҂             0x482            1  0.519231         1        0   \n",
-       "963     ╤            0x2564            1  0.634615         1        0   \n",
-       "964     ➛            0x279b            1  0.011628         0        1   \n",
-       "965     ♝            0x265d            1  0.280000         0        1   \n",
-       "966     ❋            0x274b            1  0.888889         0        1   \n",
-       "967     ✆            0x2706            1  0.557252         0        1   \n",
-       "968     📔           0x1f4d4            1  0.814815         0        0   \n",
-       "\n",
-       "     Positive                                       Unicode name  \\\n",
-       "0        6845                             FACE WITH TEARS OF JOY   \n",
-       "1        6361                                  HEAVY BLACK HEART   \n",
-       "2        4950                                   BLACK HEART SUIT   \n",
-       "3        4640                SMILING FACE WITH HEART-SHAPED EYES   \n",
-       "4        1896                                 LOUDLY CRYING FACE   \n",
-       "5        2753                               FACE THROWING A KISS   \n",
-       "6        2243                     SMILING FACE WITH SMILING EYES   \n",
-       "7        1923                                       OK HAND SIGN   \n",
-       "8        1618                                         TWO HEARTS   \n",
-       "9        1459                                CLAPPING HANDS SIGN   \n",
-       "10       1263                    GRINNING FACE WITH SMILING EYES   \n",
-       "11       1485                                 WHITE SMILING FACE   \n",
-       "12       1425                                   WHITE HEART SUIT   \n",
-       "13       1181                                     THUMBS UP SIGN   \n",
-       "14        403                                         WEARY FACE   \n",
-       "15        767                           PERSON WITH FOLDED HANDS   \n",
-       "16        885                                       VICTORY HAND   \n",
-       "17        676                                      SMIRKING FACE   \n",
-       "18        857                                       WINKING FACE   \n",
-       "19        996           PERSON RAISING BOTH HANDS IN CELEBRATION   \n",
-       "20        868                                 SEE-NO-EVIL MONKEY   \n",
-       "21        884                                      FLEXED BICEPS   \n",
-       "22        781      SMILING FACE WITH OPEN MOUTH AND SMILING EYES   \n",
-       "23        300                                      UNAMUSED FACE   \n",
-       "24       1048                                             DANCER   \n",
-       "25        955                                    SPARKLING HEART   \n",
-       "26        759                       SMILING FACE WITH OPEN MOUTH   \n",
-       "27        383                                       PENSIVE FACE   \n",
-       "28        513                             FACE SCREAMING IN FEAR   \n",
-       "29        875                                       PARTY POPPER   \n",
-       "..        ...                                                ...   \n",
-       "939         0                              CLOCK FACE TEN-THIRTY   \n",
-       "940         0                                   WHITE CHESS PAWN   \n",
-       "941         0                 WHITE DOWN-POINTING SMALL TRIANGLE   \n",
-       "942         0                                         DIE FACE-4   \n",
-       "943         1                     HEAVY TEARDROP-SPOKED ASTERISK   \n",
-       "944         1                                      VIDEOCASSETTE   \n",
-       "945         0                              CLOCK FACE ONE OCLOCK   \n",
-       "946         1                            MAHJONG TILE RED DRAGON   \n",
-       "947         0              SIX PETALLED BLACK AND WHITE FLORETTE   \n",
-       "948         1                            BLACK CENTRE WHITE STAR   \n",
-       "949         0                                         SQUARED CL   \n",
-       "950         1                             OPEN CENTRE BLACK STAR   \n",
-       "951         0                             CLOCK FACE FIVE OCLOCK   \n",
-       "952         1              HEAVY HEART EXCLAMATION MARK ORNAMENT   \n",
-       "953         0  NOTCHED UPPER RIGHT-SHADOWED WHITE RIGHTWARDS ...   \n",
-       "954         0                                        SQUARED NEW   \n",
-       "955         0           THREE-D TOP-LIGHTED RIGHTWARDS ARROWHEAD   \n",
-       "956         0                                      UP DOWN ARROW   \n",
-       "957         1                    CLOSED MAILBOX WITH RAISED FLAG   \n",
-       "958         1                        CIRCLED IDEOGRAPH ADVANTAGE   \n",
-       "959         0                                             GEMINI   \n",
-       "960         0                                SQUARED KATAKANA SA   \n",
-       "961         0                                       SLOT MACHINE   \n",
-       "962         0                            CYRILLIC THOUSANDS SIGN   \n",
-       "963         0     BOX DRAWINGS DOWN SINGLE AND HORIZONTAL DOUBLE   \n",
-       "964         0                    DRAFTING POINT RIGHTWARDS ARROW   \n",
-       "965         0                                 BLACK CHESS BISHOP   \n",
-       "966         0     HEAVY EIGHT TEARDROP-SPOKED PROPELLER ASTERISK   \n",
-       "967         0                            TELEPHONE LOCATION SIGN   \n",
-       "968         1                     NOTEBOOK WITH DECORATIVE COVER   \n",
-       "\n",
-       "                             Unicode block  \n",
-       "0                                Emoticons  \n",
-       "1                                 Dingbats  \n",
-       "2                    Miscellaneous Symbols  \n",
-       "3                                Emoticons  \n",
-       "4                                Emoticons  \n",
-       "5                                Emoticons  \n",
-       "6                                Emoticons  \n",
-       "7    Miscellaneous Symbols and Pictographs  \n",
-       "8    Miscellaneous Symbols and Pictographs  \n",
-       "9    Miscellaneous Symbols and Pictographs  \n",
-       "10                               Emoticons  \n",
-       "11                   Miscellaneous Symbols  \n",
-       "12                   Miscellaneous Symbols  \n",
-       "13   Miscellaneous Symbols and Pictographs  \n",
-       "14                               Emoticons  \n",
-       "15                               Emoticons  \n",
-       "16                                Dingbats  \n",
-       "17                               Emoticons  \n",
-       "18                               Emoticons  \n",
-       "19                               Emoticons  \n",
-       "20                               Emoticons  \n",
-       "21   Miscellaneous Symbols and Pictographs  \n",
-       "22                               Emoticons  \n",
-       "23                               Emoticons  \n",
-       "24   Miscellaneous Symbols and Pictographs  \n",
-       "25   Miscellaneous Symbols and Pictographs  \n",
-       "26                               Emoticons  \n",
-       "27                               Emoticons  \n",
-       "28                               Emoticons  \n",
-       "29   Miscellaneous Symbols and Pictographs  \n",
-       "..                                     ...  \n",
-       "939  Miscellaneous Symbols and Pictographs  \n",
-       "940                  Miscellaneous Symbols  \n",
-       "941                       Geometric Shapes  \n",
-       "942                  Miscellaneous Symbols  \n",
-       "943                               Dingbats  \n",
-       "944  Miscellaneous Symbols and Pictographs  \n",
-       "945  Miscellaneous Symbols and Pictographs  \n",
-       "946                          Mahjong Tiles  \n",
-       "947                               Dingbats  \n",
-       "948                               Dingbats  \n",
-       "949       Enclosed Alphanumeric Supplement  \n",
-       "950                               Dingbats  \n",
-       "951  Miscellaneous Symbols and Pictographs  \n",
-       "952                               Dingbats  \n",
-       "953                               Dingbats  \n",
-       "954       Enclosed Alphanumeric Supplement  \n",
-       "955                               Dingbats  \n",
-       "956                                 Arrows  \n",
-       "957  Miscellaneous Symbols and Pictographs  \n",
-       "958        Enclosed Ideographic Supplement  \n",
-       "959                  Miscellaneous Symbols  \n",
-       "960        Enclosed Ideographic Supplement  \n",
-       "961  Miscellaneous Symbols and Pictographs  \n",
-       "962                               Cyrillic  \n",
-       "963                            Box Drawing  \n",
-       "964                               Dingbats  \n",
-       "965                  Miscellaneous Symbols  \n",
-       "966                               Dingbats  \n",
-       "967                               Dingbats  \n",
-       "968  Miscellaneous Symbols and Pictographs  \n",
-       "\n",
-       "[969 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = pd.read_csv(\"/Users/Carsten/GitRepos/NLP-LAB/Project/Tools/Emoji_Sentiment_Data_v1.0.csv\", delimiter=\";\")\n",
-    "df#.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['😂', '😍', '😭', '😘', '😊', '😁', '😩', '🙏', '😏', '😉', '🙌', '🙈', '😄',\n",
-       "       '😒', '😃', '😔', '😱', '😜', '😳', '😡', '😎', '😢', '😋', '🙊', '😴', '😌',\n",
-       "       '😞', '😆', '😝', '😪', '😫', '😅', '😀', '😚', '😻', '😥', '😕', '😤', '😈',\n",
-       "       '😰', '😑', '😹', '😠', '😓', '😣', '😐', '😨', '😖', '😷', '🙋', '😛', '😬',\n",
-       "       '😙', '🙆', '🙅', '🙉', '😇', '😿', '😲', '😶', '😵', '😸', '😧', '😮', '😽',\n",
-       "       '🙀', '🙇', '😟', '😯', '😦', '🙍', '😺', '😾', '😼', '🙎', '😗'], dtype=object)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_filtered['Emoji'].values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def sentiment_vector_dist(v1,v2):\n",
-    "    pos_v1 = v1[0]\n",
-    "    neg_v1 = v1[1]\n",
-    "    neu_v1 = v1[2]\n",
-    "    \n",
-    "    pos_v2 = v2[0]\n",
-    "    neg_v2 = v2[1]\n",
-    "    neu_v2 = v2[2]\n",
-    "    \n",
-    "    #tmp_dist = float(np.abs(pos_v1-pos_v2))+float(np.abs(neg_v1-neg_v2))+float(np.abs(neu_v1-neu_v2))\n",
-    "\n",
-    "\n",
-    "    \n",
-    "    tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))\n",
-    "    \n",
-    "    return tmp_dist\n",
-    "    \n",
-    "#sentiment_vector_dist([0.2,.9,.01],[0.3,0.3,0.4])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0.46813021],\n",
-       "       [ 0.24716181],\n",
-       "       [ 0.28470797]])"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def emoji_to_sentiment_vector(e):\n",
-    "    tmp = df[df[\"Emoji\"]==e]\n",
-    "    \n",
-    "    #display(\"tmp\", tmp[\"Positive\"])\n",
-    "    \n",
-    "    pos = tmp[\"Positive\"].values/tmp[\"Occurrences\"].values\n",
-    "    neg = tmp[\"Negative\"].values/tmp[\"Occurrences\"].values\n",
-    "    neu = tmp[\"Neutral\"].values/tmp[\"Occurrences\"].values\n",
-    "    \n",
-    "    return np.array([pos,neg,neu])\n",
-    "\n",
-    "emoji_to_sentiment_vector(\"😂\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
+    "#read in csv as panda file\n",
+    "df = pd.read_csv(\"/Users/Carsten/GitRepos/NLP-LAB/Project/Tools/Emoji_Sentiment_Data_v1.0.csv\", delimiter=\";\")\n",
+    "#df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#calculates vector distance between 2 3-dim sentiment representations of emojis\n",
+    "def sentiment_vector_dist(v1,v2):\n",
+    "    #pos_v1 = v1[0]\n",
+    "    #neg_v1 = v1[1]\n",
+    "    #neu_v1 = v1[2]\n",
+    "    \n",
+    "    #pos_v2 = v2[0]\n",
+    "    #neg_v2 = v2[1]\n",
+    "    #neu_v2 = v2[2]\n",
+    "    \n",
+    "    #tmp_dist = float(np.abs(pos_v1-pos_v2))+float(np.abs(neg_v1-neg_v2))+float(np.abs(neu_v1-neu_v2))\n",
+    "    \n",
+    "    #calculates vector distance between 2 3-dim sentiment representations of emojis consisting of positive neutral and negative probabilistic occuring\n",
+    "    tmp_dist = np.linalg.norm(np.array(v1)-np.array(v2))  \n",
+    "    return tmp_dist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#calculates vector representation in a 3dim 0 to 1space of dimension: positive,negative,neutral\n",
+    "def emoji_to_sentiment_vector(e):\n",
+    "    tmp = df[df[\"Emoji\"]==e]    \n",
+    "    #calculate by espacial labeled occurences devided by sum of overall occurences\n",
+    "    pos = tmp[\"Positive\"].values/tmp[\"Occurrences\"].values\n",
+    "    neg = tmp[\"Negative\"].values/tmp[\"Occurrences\"].values\n",
+    "    neu = tmp[\"Neutral\"].values/tmp[\"Occurrences\"].values\n",
+    "    #return as np array\n",
+    "    return np.array([pos,neg,neu])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "#function to call for evaluating two emojis in its sentimental distance\n",
     "def emoji_distance(e1,e2):\n",
     "    sent_v1 = emoji_to_sentiment_vector(e1)\n",
     "    sent_v2 = emoji_to_sentiment_vector(e2)\n",
-    "    #display(sent_v1, sent_v2)\n",
+    "    \n",
     "    d = sentiment_vector_dist(sent_v1,sent_v2)\n",
     "    return d"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
-    "all_smilies = list(df_filtered[\"Emoji\"])\n",
-    "#all_smilies = list(df[\"Emoji\"])\n",
-    "\n",
-    "\n",
-    "d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n",
-    "#c1,c2 = 0\n",
-    "for c1 in range(len(all_smilies)):\n",
-    "    for c2 in range(len(all_smilies)):\n",
-    "        e1 = all_smilies[c1]\n",
-    "        e2 = all_smilies[c2]\n",
+    "def sentiment_vector_to_emoji(v1):\n",
+    "    #if(len(v1) == 3):\n",
+    "        #set initial values to compare with\n",
+    "        best_emoji = \"😐\"\n",
+    "        min_distance = 10000\n",
     "        \n",
-    "        d = emoji_distance(e1,e2)\n",
-    "        d_m[c1,c2] = d\n",
-    "        \n",
-    "        #print(e1,e2,d)\n",
+    "        #compare only with filtred emoticons\n",
+    "        df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
+    "        all_smilies = list(df_filtered[\"Emoji\"])\n",
+    "        for e in all_smilies:\n",
+    "            v2 = emoji_to_sentiment_vector(e)\n",
+    "            d = sentiment_vector_dist(v1,v2)\n",
+    "            if(d < min_distance):\n",
+    "                min_distance = d\n",
+    "                best_emoji = e\n",
+    "                print(str(v1),str(v2),str(min_distance),str(type(v1)),str(type(v2)),e)\n",
     "\n",
-    "        \n"
+    "\n",
+    "        print(\"for sentiment vector: \"+str(v1)+\" the emoji is : \"+str(best_emoji)+\" with distance of \"+str(min_distance)+\"!\")\n",
+    "        return best_emoji\n",
+    "        \n",
+    "    #else:\n",
+    "        #print(\"WRONG SENTIMENT VECTOR\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 43,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def show_demo():\n",
+    "    df_filtered = df[df[\"Unicode block\"]==\"Emoticons\"]\n",
+    "    all_smilies = list(df_filtered[\"Emoji\"])\n",
+    "\n",
+    "    d_m = np.zeros(shape=(len(all_smilies),len(all_smilies)))\n",
+    "\n",
+    "    for c1 in range(len(all_smilies)):\n",
+    "        for c2 in range(len(all_smilies)):\n",
+    "            e1 = all_smilies[c1]\n",
+    "            e2 = all_smilies[c2]\n",
+    "\n",
+    "            d = emoji_distance(e1,e2)\n",
+    "            d_m[c1,c2] = d\n",
+    "            \n",
+    "    for c in range(len(d_m[0])):\n",
+    "        emoji = all_smilies[c]\n",
+    "        row = d_m[c]\n",
+    "        row_sorted = np.argsort(row)\n",
+    "        #closest 5\n",
+    "        r = row_sorted[0:10]\n",
+    "        #print()\n",
+    "        closest = \"\"\n",
+    "        for i in r:\n",
+    "            closest+=all_smilies[i]\n",
+    "        print(emoji+\": \"+closest)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "😂: 😂😱😬🙇😈😹😅😥🙉😵\n",
-      "😍: 😍😊😘😚😻😛😋😇🙌😀\n",
-      "😭: 😭😪😓😴😔😷😖😫😢😨\n",
-      "😘: 😘😚😍😙😊😗😛😻😽😋\n",
-      "😊: 😊😻😛😍😇😋😀🙌😘😚\n",
-      "😁: 😁😄😝😎🙊😜😆🙆😉🙋\n",
-      "😩: 😩😒😕🙍😿😾😠😦😐😑\n",
-      "🙏: 🙏😏😸😉🙀😮😜😝😄🙉\n",
-      "😏: 😏🙏😮🙀😸😈🙉😉😜😝\n",
-      "😉: 😉😜😸😝🙆😄😁😎😆🙊\n",
-      "🙌: 🙌😀😛😻😇🙋😌😊😋😃\n",
-      "🙈: 🙈😼😌🙊🙋😆😁😄😺😎\n",
-      "😄: 😄😝😁😆😜🙊😉😎😸🙉\n",
-      "😒: 😒😩😕😿🙍😾😠😦😐😑\n",
-      "😃: 😃🙆😎😀😇😋🙋🙌😁🙊\n",
-      "😔: 😔😷😭😖😪😓😴😫😤😨\n",
-      "😱: 😱😬😂🙇😹😅😥😵😈😯\n",
-      "😜: 😜😉😝😁😄🙆😎😸😆🙊\n",
-      "😳: 😳😲😧😵😯🙇😹😶😢😥\n",
-      "😡: 😡😣😞🙎😫😖😰😠😔😷\n",
-      "😎: 😎🙆😁🙊😜😃😄😝🙋😉\n",
-      "😢: 😢😟😪😓😴😭😵😥😧😰\n",
-      "😋: 😋😇😻😀😊😃😛🙌😍🙆\n",
-      "🙊: 🙊🙋😁😆😎🙈😌😄😼😝\n",
-      "😴: 😴😭😪😓😔😧😨😢😷😲\n",
-      "😌: 😌🙋🙈🙊🙌😼😀😎😆😁\n",
-      "😞: 😞😫😖🙎😰😓😔😡😪😭\n",
-      "😆: 😆😄😁🙊😝😼🙈😜😎🙉\n",
-      "😝: 😝😄😜😁😆😉😸😎🙊🙆\n",
-      "😪: 😪😓😭😴😔😢😷😖😫😞\n",
-      "😫: 😫😖😞😔😷😭😓😪😣😡\n",
-      "😅: 😅😹😥😬🙇😱😂😟😵😢\n",
-      "😀: 😀😇🙌😻😛😋😃🙋😊😌\n",
-      "😚: 😚😘😍😙😗😊😛😻😽😋\n",
-      "😻: 😻😊😛😇😀😋🙌😍😘😃\n",
-      "😥: 😥😹😟😅😵🙇😬😱😢😂\n",
-      "😕: 😕😒😩😿🙍😾😠😦😐😑\n",
-      "😤: 😤🙅😷😨😔😶😑😖😭😴\n",
-      "😈: 😈😮🙉🙀😂😱😬😯🙇😄\n",
-      "😰: 😰🙎😞😫😓😢😪😭😖😟\n",
-      "😑: 😑😦😐🙅😤😿😶😒😨😕\n",
-      "😹: 😹🙇😥😬😅😵😱😂😟😢\n",
-      "😠: 😠🙍😾😩😒😕😿😣😖😫\n",
-      "😓: 😓😪😭😴😔😢😷😖😫😞\n",
-      "😣: 😣😡😫😞😠😖🙍😾🙎😷\n",
-      "😐: 😐😦😑😿😕😒😩🙅😤🙍\n",
-      "😨: 😨😶🙅😤😧😲😴😔😷😭\n",
-      "😖: 😖😫😔😷😞😭😓😪😣😴\n",
-      "😷: 😷😔😖😤😭😫😪😓😨😴\n",
-      "🙋: 🙋😌🙊🙈😎🙌😀😁😆😼\n",
-      "😛: 😛😻😊🙌😀😇😍😋😘😽\n",
-      "😬: 😬😱😂🙇😹😅😥😵😈😟\n",
-      "😙: 😙😚😘😗😍😊😛😻😽😋\n",
-      "🙆: 🙆😎😜😃😉😁😝😄🙊😸\n",
-      "🙅: 🙅😤😶😨😑😷😔😲😧😴\n",
-      "🙉: 🙉🙀😈😄😝😆😸😮😁😜\n",
-      "😇: 😇😀😋😻🙌😊😛😃🙋😍\n",
-      "😿: 😿😒😕😩🙍😦😠😐😾😑\n",
-      "😲: 😲😧😶😨😴😳😭😪😓🙅\n",
-      "😶: 😶😨🙅😲😧😤😴😔😷😭\n",
-      "😵: 😵🙇😹😥😟😱😬😅😢😳\n",
-      "😸: 😸😉😜😝😄🙀😁🙉🙆😎\n",
-      "😧: 😧😲😨😴😶😭😪😳😓😢\n",
-      "😮: 😮😈🙀🙉😏😸😯😂🙏😱\n",
-      "😽: 😽😛😘😍😚🙌😊😻😗😺\n",
-      "🙀: 🙀🙉😮😈😸😝😄😜😉😆\n",
-      "🙇: 🙇😹😱😬😵😥😂😅😟😯\n",
-      "😟: 😟😥😢😵😹😅🙇😬😱😓\n",
-      "😯: 😯😳🙇😱😈😵😮😂😬😹\n",
-      "😦: 😦😐😑😿😕😒😩🙅😤🙍\n",
-      "🙍: 🙍😾😩😠😒😕😿😣😖😡\n",
-      "😺: 😺🙈😌😼🙋😽🙊🙌😆😛\n",
-      "😾: 😾🙍😩😠😒😕😿😣😡😖\n",
-      "😼: 😼🙈😆🙊😌😁🙋😄😝🙉\n",
-      "🙎: 🙎😰😞😡😫😖😣😓😪😭\n",
-      "😗: 😗😙😚😘😽😍😊😛😻🙌\n"
+      "[[ 0.39118825]\n",
+      " [ 0.38451268]\n",
+      " [ 0.22429907]] [[ 0.46813021]\n",
+      " [ 0.24716181]\n",
+      " [ 0.28470797]] 0.168625514858 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😂\n",
+      "[[ 0.39118825]\n",
+      " [ 0.38451268]\n",
+      " [ 0.22429907]] [[ 0.34310532]\n",
+      " [ 0.43648208]\n",
+      " [ 0.2204126 ]] 0.0709076267317 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😭\n",
+      "[[ 0.39118825]\n",
+      " [ 0.38451268]\n",
+      " [ 0.22429907]] [[ 0.39118825]\n",
+      " [ 0.38451268]\n",
+      " [ 0.22429907]] 0.0 <class 'numpy.ndarray'> <class 'numpy.ndarray'> 😢\n",
+      "for sentiment vector: [[ 0.39118825]\n",
+      " [ 0.38451268]\n",
+      " [ 0.22429907]] the emoji is : 😢 with distance of 0.0!\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'😢'"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "for c in range(len(d_m[0])):\n",
-    "    emoji = all_smilies[c]\n",
-    "    row = d_m[c]\n",
-    "    row_sorted = np.argsort(row)\n",
-    "    #closest 5\n",
-    "    r = row_sorted[0:10]\n",
-    "    #print()\n",
-    "    closest = \"\"\n",
-    "    for i in r:\n",
-    "        closest+=all_smilies[i]\n",
-    "    print(emoji+\": \"+closest)\n",
-    "    "
+    "#show_demo()\n",
+    "v11 =  emoji_to_sentiment_vector(\"😢\")\n",
+    "sentiment_vector_to_emoji(v11)"
    ]
   },
   {