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tokestermw/Example of analyzing Annotations.ipynb

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Example of analyzing Annotations.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import json \n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the annotations that we downloaded"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"data = json.load(open('./Bible_annotations.json'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For convenience, extract the Examples from the dataset. Each example contains its annotations"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"examples = data[\"dataset\"][\"examples\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll use Pandas json_normalize function to \"normalize\" the annotations. \n",
"We pass it the examples, tell it to \"open up\" the annotations field, and keep the \"content\" field so we can see\n",
"the text that was annotated. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"Annotations = pd.io.json.json_normalize(examples,'annotations','content')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets take a look at what came out"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>annotator</th>\n",
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" <th>example_id</th>\n",
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"text/plain": [
" annotator end example_id \\\n",
"0 lighttag 64 fb503d56ab2c457f96361ee306e39eb1 \n",
"1 lighttag 40 fb503d56ab2c457f96361ee306e39eb1 \n",
"2 lighttag 20 fb503d56ab2c457f96361ee306e39eb1 \n",
"3 lighttag 147 96fae26ab94244b2a5662f2d258e002b \n",
"4 tirzape 84 4b9384ff5bec475189fb1249e8455640 \n",
"\n",
" id start tag value \\\n",
"0 77f4fd6056534e098179b9b03e6a27fc 60 God LORD \n",
"1 e21955d99d5a425c8d6e9c55768b355c 34 Pagan God Belial \n",
"2 eddb43b35fa8419296c6cc715a743e50 17 Person Eli \n",
"3 ef31962aa9e94274a572d8ceb8a03df4 141 Place Shiloh \n",
"4 23a7a0455ed640659f7e87be2629de97 83 God I \n",
"\n",
" content \n",
"0 Now the sons of Eli were sons of Belial; they... \n",
"1 Now the sons of Eli were sons of Belial; they... \n",
"2 Now the sons of Eli were sons of Belial; they... \n",
"3 And he struck it into the pan, or kettle, or ... \n",
"4 And there came a man of God unto Eli, and sai... "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Annotations.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes its convenient to \"group together\" all the annoations that belong to the same content. We can use Pandas\n",
"set_index function"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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" <th>According to all the works which they have done since the day that I brought them up out of Egypt even unto this day, wherewith they have forsaken me, and served other gods, so do they also unto thee.</th>\n",
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" <th rowspan=\"17\" valign=\"top\">And David said unto his men, Gird ye on every man his sword. And they girded on every man his sword; and David also girded on his sword: and there went up after David about four hundred men; and two hundred abode by the stuff.</th>\n",
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" <th rowspan=\"3\" valign=\"top\">And David sware moreover, and said, Thy father certainly knoweth that I have found grace in thine eyes; and he saith, Let not Jonathan know this, lest he be grieved: but truly as the LORD liveth, and as thy soul liveth, there is but a step between me and death.</th>\n",
" <th>33f826ab61a24e1db60eb9bd3b0822aa</th>\n",
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" <td>b0659f998314456c909337a8e8955eae</td>\n",
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" <td>LORD</td>\n",
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" <th rowspan=\"2\" valign=\"top\">And I will go out and stand beside my father in the field where thou art, and I will commune with my father of thee; and what I see, that I will tell thee.</th>\n",
" <th>2742245bd54047c68220106985115fde</th>\n",
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" <td>23</td>\n",
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" <tr>\n",
" <th rowspan=\"4\" valign=\"top\">And Jonathan spake good of David unto Saul his father, and said unto him, Let not the king sin against his servant, against David; because he hath not sinned against thee, and because his works have been to thee-ward very good:</th>\n",
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" <th>And Jonathan stripped himself of the robe that was upon him, and gave it to David, and his garments, even to his sword, and to his bow, and to his girdle.</th>\n",
" <th>8ed8c3c8f0e9425dbf71979ca8c23857</th>\n",
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" <td>82</td>\n",
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" <th>And Samuel died; and all the Israelites were gathered together, and lamented him, and buried him in his house at Ramah. And David arose, and went down to the wilderness of Paran.</th>\n",
" <th>d297e1e0c6444e69a997481ec15a3b3a</th>\n",
" <td>Tal</td>\n",
" <td>130</td>\n",
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" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">And Samuel grew, and the LORD was with him, and did let none of his words fall to the ground.</th>\n",
" <th>d3f2ea6f5ffb4210872f72d2add0e61d</th>\n",
" <td>tirzape</td>\n",
" <td>93</td>\n",
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" <td>87</td>\n",
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" <td>2ed69ced2c7f4adb98274a3148d785b4</td>\n",
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" <td>40</td>\n",
" <td>Person</td>\n",
" <td>him</td>\n",
" </tr>\n",
" <tr>\n",
" <th>d3f2ea6f5ffb4210872f72d2add0e61d</th>\n",
" <td>tirzape</td>\n",
" <td>11</td>\n",
" <td>eb6bf729d3ff443fa759962be89e5428</td>\n",
" <td>5</td>\n",
" <td>Person</td>\n",
" <td>Samuel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>d3f2ea6f5ffb4210872f72d2add0e61d</th>\n",
" <td>tirzape</td>\n",
" <td>79</td>\n",
" <td>c13c09a9229c42d2a3c3cb49d1beed8d</td>\n",
" <td>75</td>\n",
" <td>Action</td>\n",
" <td>fall</td>\n",
" </tr>\n",
" <tr>\n",
" <th>d3f2ea6f5ffb4210872f72d2add0e61d</th>\n",
" <td>tirzape</td>\n",
" <td>16</td>\n",
" <td>a012c2be48c94dabadb3dc78e60f4121</td>\n",
" <td>12</td>\n",
" <td>Action</td>\n",
" <td>grew</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">And Samuel said, Hath the LORD as great delight in burnt offerings and sacrifices, as in obeying the voice of the LORD? Behold, to obey is better than sacrifice, and to hearken than the fat of rams.</th>\n",
" <th>b995ced89ab344b39d914e51064a0461</th>\n",
" <td>Tal</td>\n",
" <td>67</td>\n",
" <td>6d902ab6740e4ed1a797998a9816db34</td>\n",
" <td>52</td>\n",
" <td>Object</td>\n",
" <td>burnt offerings</td>\n",
" </tr>\n",
" <tr>\n",
" <th>b995ced89ab344b39d914e51064a0461</th>\n",
" <td>Tal</td>\n",
" <td>31</td>\n",
" <td>af6d78a3f5464a75942a583af7ad2f39</td>\n",
" <td>27</td>\n",
" <td>God</td>\n",
" <td>LORD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>b995ced89ab344b39d914e51064a0461</th>\n",
" <td>Tal</td>\n",
" <td>11</td>\n",
" <td>822685845dd14a54a63874c0d89a9dd2</td>\n",
" <td>5</td>\n",
" <td>Person</td>\n",
" <td>Samuel</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">And Samuel told him every whit, and hid nothing from him. And he said, It is the LORD: let him do what seemeth him good.</th>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>16</td>\n",
" <td>0b2729fb4287476aad33dde383502a71</td>\n",
" <td>12</td>\n",
" <td>Action</td>\n",
" <td>told</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>98</td>\n",
" <td>dd5a0ada93f94442a3028bd2c64d4081</td>\n",
" <td>96</td>\n",
" <td>Action</td>\n",
" <td>do</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>70</td>\n",
" <td>7ce8b6041a9f4277ad5643ddd9c90534</td>\n",
" <td>66</td>\n",
" <td>Action</td>\n",
" <td>said</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>40</td>\n",
" <td>fe42c8ef9ffb4447a5d93739f1ac400e</td>\n",
" <td>37</td>\n",
" <td>Action</td>\n",
" <td>hid</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>115</td>\n",
" <td>496e91db823e41e4b97d7568f91e7a80</td>\n",
" <td>112</td>\n",
" <td>God</td>\n",
" <td>him</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>86</td>\n",
" <td>12df377b78f64017b40ad38250fd2465</td>\n",
" <td>82</td>\n",
" <td>God</td>\n",
" <td>LORD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>65</td>\n",
" <td>eb3f127bd5de48a68c6cdbe40078e9dc</td>\n",
" <td>63</td>\n",
" <td>God</td>\n",
" <td>he</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>57</td>\n",
" <td>c0998e749c664f2191455fc5e7294ff9</td>\n",
" <td>54</td>\n",
" <td>God</td>\n",
" <td>him</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>20</td>\n",
" <td>57a0b659fe01442096c91f23f61eee42</td>\n",
" <td>17</td>\n",
" <td>God</td>\n",
" <td>him</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eb99771259c448cea8e422e26171ed0e</th>\n",
" <td>tirzape</td>\n",
" <td>11</td>\n",
" <td>7452cafbc0304856b57ad6646edd7589</td>\n",
" <td>5</td>\n",
" <td>Person</td>\n",
" <td>Samuel</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" annotator \\\n",
"content example_id \n",
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" d3f2ea6f5ffb4210872f72d2add0e61d tirzape \n",
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" b995ced89ab344b39d914e51064a0461 Tal \n",
" b995ced89ab344b39d914e51064a0461 Tal \n",
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"\n",
" end \\\n",
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"\n",
" id \\\n",
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"\n",
" start \\\n",
"content example_id \n",
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" And David said unto his men, Gird ye on every ... a437a32ed1bd4c84b410b9172b58f890 208 \n",
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]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Annotations.set_index([\"content\",\"example_id\"]).sort_index().head(50)"
]
}
],
"metadata": {
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