226 lines
395 KiB
Plaintext
226 lines
395 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"#widget"
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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": 5,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"def sentiment_score(s):\n",
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" #(pos, neg, neu)^T\n",
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" return s[0] - s[1]"
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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": 6,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"import Emoji_Distance as edist\n",
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"import numpy as np\n",
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"from __future__ import unicode_literals\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"import matplotlib\n"
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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": 7,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"list_emoticon_scores = np.array([sentiment_score(x) for x in edist.list_sentiment_emoticon_vectors])"
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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": 8,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"matplotlib.rc('font', family='symbola', size=16)"
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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": 12,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"def plot_emoji_list(sentiment_vectors, unicode_repr, title=\"Emoji Space\"):\n",
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" \n",
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" # sentiment score axis\n",
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" X = np.array([sentiment_score(x) for x in sentiment_vectors])\n",
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" \n",
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" # neutral axis:\n",
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" Y = np.array([x[2] for x in sentiment_vectors])\n",
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" \n",
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" fig_1, ax_1 = plt.subplots(figsize=(15,10))\n",
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" plt.title(title + \" -- sentiment-plot\")\n",
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" plt.xlabel(\"sentiment score\")\n",
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" plt.ylabel(\"neutrality\")\n",
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" plt.xlim([-0.4,0.9])\n",
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" plt.ylim([0.07,0.6])\n",
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" for i in range(len(X)):\n",
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" plt.text(X[i], Y[i], unicode_repr[i])\n",
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" plt.savefig(title + \" -- sentiment-plot.png\", bbox_inches='tight')\n",
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" \n",
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" # sentiment score axis\n",
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" X = np.array([x[0] for x in sentiment_vectors])\n",
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" \n",
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" # neutral axis:\n",
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" Y = np.array([x[1] for x in sentiment_vectors])\n",
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" \n",
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" fig_2, ax_2 = plt.subplots(figsize=(15,10))\n",
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" plt.title(title + \" -- positive-negative-plot\")\n",
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" plt.xlim([0.15,0.85])\n",
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" plt.ylim([0.0,0.7])\n",
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" plt.xlabel(\"positive\")\n",
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" plt.ylabel(\"negative\")\n",
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" for i in range(len(X)):\n",
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" plt.text(X[i], Y[i], unicode_repr[i])\n",
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" plt.savefig(title + \" -- positive-negative-plot.png\", bbox_inches='tight')\n",
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" #plt.show()\n",
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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": 13,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/Carsten/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1316: UserWarning: findfont: Font family ['symbola'] not found. Falling back to DejaVu Sans\n",
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" (prop.get_family(), self.defaultFamily[fontext]))\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x11eb967f0>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x11ec289b0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_emoji_list(sentiment_vectors=edist.list_sentiment_emoticon_vectors, unicode_repr=edist.list_emoticon_emojis, title=\"Emoticon Emoji space\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/Carsten/anaconda3/lib/python3.6/site-packages/matplotlib/font_manager.py:1316: UserWarning: findfont: Font family ['symbola'] not found. Falling back to DejaVu Sans\n",
|
|
" (prop.get_family(), self.defaultFamily[fontext]))\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
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"text/plain": [
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"<matplotlib.figure.Figure at 0x10e9869e8>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x114d06320>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_emoji_list(sentiment_vectors=edist.list_sentiment_vectors, unicode_repr=edist.list_emojis, title=\"Full Emoji space\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|