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davidmcclure/hl-graph.ipynb

Created January 7, 2019 13:56
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hl-graph.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import warnings\n",
"\n",
"from scipy import stats\n",
"from itertools import combinations\n",
"from sklearn import preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import altair as alt\n",
"import seaborn as sns\n",
"\n",
"mpl.style.use('seaborn-muted')\n",
"sns.set(style=\"whitegrid\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"warnings.simplefilter('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def mirror_d1d2_iter(df):\n",
" for r1 in df.to_dict('records'):\n",
" yield r1\n",
" r2 = r1.copy()\n",
" r2['d1'], r2['d2'] = r2['d2'], r2['d1']\n",
" yield r2"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def mirror_d1d2(df):\n",
" return pd.DataFrame(list(mirror_d1d2_iter(df)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All-vs-all probability mass correlations - LSTM"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"lstm_pcorr = pd.read_json('data/hl-graph-lstm-pcorr.json', lines=True)\n",
"lstm_pcorr = mirror_d1d2(lstm_pcorr)\n",
"lstm_pcorr = lstm_pcorr.drop(columns=['kt_p', 'pr_p', 'sp_p'])\n",
"lstm_pcorr = lstm_pcorr.set_index(['d1', 'd2'])\n",
"lstm_pcorr = lstm_pcorr.add_prefix('lstm_pcorr_')\n",
"lstm_pcorr = lstm_pcorr.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>lstm_pcorr_kt</th>\n",
" <th>lstm_pcorr_pr</th>\n",
" <th>lstm_pcorr_sp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" <td>0.544591</td>\n",
" <td>0.244900</td>\n",
" <td>0.730285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" <td>0.544591</td>\n",
" <td>0.244900</td>\n",
" <td>0.730285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>dailycaller.com</td>\n",
" <td>breitbart.com</td>\n",
" <td>0.504639</td>\n",
" <td>0.235545</td>\n",
" <td>0.688357</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>breitbart.com</td>\n",
" <td>dailycaller.com</td>\n",
" <td>0.504639</td>\n",
" <td>0.235545</td>\n",
" <td>0.688357</td>\n",
" </tr>\n",
" <tr>\n",
" <th>203</th>\n",
" <td>wsj.com</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.489553</td>\n",
" <td>0.158381</td>\n",
" <td>0.672381</td>\n",
" </tr>\n",
" <tr>\n",
" <th>202</th>\n",
" <td>nytimes.com</td>\n",
" <td>wsj.com</td>\n",
" <td>0.489553</td>\n",
" <td>0.158381</td>\n",
" <td>0.672381</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>msnbc.com</td>\n",
" <td>thehill.com</td>\n",
" <td>0.478135</td>\n",
" <td>0.121547</td>\n",
" <td>0.660237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>0.478135</td>\n",
" <td>0.121547</td>\n",
" <td>0.660237</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>npr.org</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.468058</td>\n",
" <td>0.189297</td>\n",
" <td>0.645672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>nytimes.com</td>\n",
" <td>npr.org</td>\n",
" <td>0.468058</td>\n",
" <td>0.189297</td>\n",
" <td>0.645672</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" d1 d2 lstm_pcorr_kt lstm_pcorr_pr \\\n",
"52 bloomberg.com wsj.com 0.544591 0.244900 \n",
"53 wsj.com bloomberg.com 0.544591 0.244900 \n",
"59 dailycaller.com breitbart.com 0.504639 0.235545 \n",
"58 breitbart.com dailycaller.com 0.504639 0.235545 \n",
"203 wsj.com nytimes.com 0.489553 0.158381 \n",
"202 nytimes.com wsj.com 0.489553 0.158381 \n",
"184 msnbc.com thehill.com 0.478135 0.121547 \n",
"185 thehill.com msnbc.com 0.478135 0.121547 \n",
"190 npr.org nytimes.com 0.468058 0.189297 \n",
"191 nytimes.com npr.org 0.468058 0.189297 \n",
"\n",
" lstm_pcorr_sp \n",
"52 0.730285 \n",
"53 0.730285 \n",
"59 0.688357 \n",
"58 0.688357 \n",
"203 0.672381 \n",
"202 0.672381 \n",
"184 0.660237 \n",
"185 0.660237 \n",
"190 0.645672 \n",
"191 0.645672 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lstm_pcorr.sort_values('lstm_pcorr_kt', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All-vs-all probability mass correlations - LR"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"lr_pcorr = pd.read_json('data/hl-graph-lr-pcorr.json', lines=True)\n",
"lr_pcorr = mirror_d1d2(lr_pcorr)\n",
"lr_pcorr = lr_pcorr.rename(columns={'kt_corr': 'kt', 'pr_corr': 'pr', 'sp_corr': 'sp'})\n",
"lr_pcorr = lr_pcorr.set_index(['d1', 'd2'])\n",
"lr_pcorr = lr_pcorr.add_prefix('lr_pcorr_')\n",
"lr_pcorr = lr_pcorr.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>lr_pcorr_kt</th>\n",
" <th>lr_pcorr_pr</th>\n",
" <th>lr_pcorr_sp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" <td>0.558039</td>\n",
" <td>0.413881</td>\n",
" <td>0.744076</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" <td>0.558039</td>\n",
" <td>0.413881</td>\n",
" <td>0.744076</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>apnews.com</td>\n",
" <td>foxnews.com</td>\n",
" <td>0.496469</td>\n",
" <td>0.353088</td>\n",
" <td>0.681913</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>foxnews.com</td>\n",
" <td>apnews.com</td>\n",
" <td>0.496469</td>\n",
" <td>0.353088</td>\n",
" <td>0.681913</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>npr.org</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.480019</td>\n",
" <td>0.313131</td>\n",
" <td>0.657344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>nytimes.com</td>\n",
" <td>npr.org</td>\n",
" <td>0.480019</td>\n",
" <td>0.313131</td>\n",
" <td>0.657344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>msnbc.com</td>\n",
" <td>thehill.com</td>\n",
" <td>0.433828</td>\n",
" <td>0.233331</td>\n",
" <td>0.601685</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>0.433828</td>\n",
" <td>0.233331</td>\n",
" <td>0.601685</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>huffingtonpost.com</td>\n",
" <td>buzzfeed.com</td>\n",
" <td>0.427143</td>\n",
" <td>0.130748</td>\n",
" <td>0.584316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>buzzfeed.com</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>0.427143</td>\n",
" <td>0.130748</td>\n",
" <td>0.584316</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" d1 d2 lr_pcorr_kt lr_pcorr_pr \\\n",
"53 wsj.com bloomberg.com 0.558039 0.413881 \n",
"52 bloomberg.com wsj.com 0.558039 0.413881 \n",
"12 apnews.com foxnews.com 0.496469 0.353088 \n",
"13 foxnews.com apnews.com 0.496469 0.353088 \n",
"190 npr.org nytimes.com 0.480019 0.313131 \n",
"191 nytimes.com npr.org 0.480019 0.313131 \n",
"184 msnbc.com thehill.com 0.433828 0.233331 \n",
"185 thehill.com msnbc.com 0.433828 0.233331 \n",
"87 huffingtonpost.com buzzfeed.com 0.427143 0.130748 \n",
"86 buzzfeed.com huffingtonpost.com 0.427143 0.130748 \n",
"\n",
" lr_pcorr_sp \n",
"53 0.744076 \n",
"52 0.744076 \n",
"12 0.681913 \n",
"13 0.681913 \n",
"190 0.657344 \n",
"191 0.657344 \n",
"184 0.601685 \n",
"185 0.601685 \n",
"87 0.584316 \n",
"86 0.584316 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lr_pcorr.sort_values('lr_pcorr_kt', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All-vs-all confusion counts - LSTM"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"lstm_cm = pd.read_json('data/hl-graph-lstm-cm.json', lines=True)\n",
"lstm_cm = lstm_cm.set_index(['d1', 'd2'])\n",
"lstm_cm = lstm_cm.add_prefix('lstm_cm_')\n",
"lstm_cm = lstm_cm.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>lstm_cm_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" <td>362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>dailycaller.com</td>\n",
" <td>breitbart.com</td>\n",
" <td>321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>foxnews.com</td>\n",
" <td>apnews.com</td>\n",
" <td>275</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" <td>267</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>267</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>dailycaller.com</td>\n",
" <td>thehill.com</td>\n",
" <td>253</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>msnbc.com</td>\n",
" <td>thehill.com</td>\n",
" <td>232</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>cnn.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>232</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150</th>\n",
" <td>npr.org</td>\n",
" <td>nytimes.com</td>\n",
" <td>215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>cnn.com</td>\n",
" <td>thehill.com</td>\n",
" <td>210</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" d1 d2 lstm_cm_count\n",
"197 wsj.com bloomberg.com 362\n",
"72 dailycaller.com breitbart.com 321\n",
"98 foxnews.com apnews.com 275\n",
"27 bloomberg.com wsj.com 267\n",
"177 thehill.com msnbc.com 267\n",
"81 dailycaller.com thehill.com 253\n",
"137 msnbc.com thehill.com 232\n",
"64 cnn.com msnbc.com 232\n",
"150 npr.org nytimes.com 215\n",
"67 cnn.com thehill.com 210"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lstm_cm.sort_values('lstm_cm_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A-vs-B accuracies - LR + SVC"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"ab_acc = pd.read_json('data/hl-graph-ab-acc.json', lines=True)\n",
"ab_acc = mirror_d1d2(ab_acc)\n",
"\n",
"# Use 1-acc, so that high score -> high similarity.\n",
"ab_acc['inv_lr'] = 1 - ab_acc.acc_lr\n",
"ab_acc['inv_svc'] = 1 - ab_acc.acc_svc\n",
"ab_acc = ab_acc.drop(columns=['acc_lr', 'acc_svc'])\n",
"\n",
"ab_acc = ab_acc.set_index(['d1', 'd2'])\n",
"ab_acc = ab_acc.add_prefix('ab_acc_')\n",
"ab_acc = ab_acc.reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
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" <th></th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>ab_acc_inv_lr</th>\n",
" <th>ab_acc_inv_svc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>157</th>\n",
" <td>npr.org</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.338326</td>\n",
" <td>0.332244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>156</th>\n",
" <td>nytimes.com</td>\n",
" <td>npr.org</td>\n",
" <td>0.338326</td>\n",
" <td>0.332244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>cnn.com</td>\n",
" <td>foxnews.com</td>\n",
" <td>0.324286</td>\n",
" <td>0.314910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>foxnews.com</td>\n",
" <td>cnn.com</td>\n",
" <td>0.324286</td>\n",
" <td>0.314910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>washingtonpost.com</td>\n",
" <td>npr.org</td>\n",
" <td>0.322073</td>\n",
" <td>0.314567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>npr.org</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>0.322073</td>\n",
" <td>0.314567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>161</th>\n",
" <td>washingtonpost.com</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.315189</td>\n",
" <td>0.314865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>160</th>\n",
" <td>nytimes.com</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>0.315189</td>\n",
" <td>0.314865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" <td>0.314593</td>\n",
" <td>0.309884</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" <td>0.314593</td>\n",
" <td>0.309884</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" d1 d2 ab_acc_inv_lr ab_acc_inv_svc\n",
"157 npr.org nytimes.com 0.338326 0.332244\n",
"156 nytimes.com npr.org 0.338326 0.332244\n",
"50 cnn.com foxnews.com 0.324286 0.314910\n",
"51 foxnews.com cnn.com 0.324286 0.314910\n",
"184 washingtonpost.com npr.org 0.322073 0.314567\n",
"185 npr.org washingtonpost.com 0.322073 0.314567\n",
"161 washingtonpost.com nytimes.com 0.315189 0.314865\n",
"160 nytimes.com washingtonpost.com 0.315189 0.314865\n",
"22 bloomberg.com wsj.com 0.314593 0.309884\n",
"23 wsj.com bloomberg.com 0.314593 0.309884"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ab_acc.sort_values('ab_acc_inv_lr', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A-vs-B confusion counts - LR"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"ab_cm_lr = pd.read_json('data/hl-graph-ab-cm-lr.json', lines=True)\n",
"ab_cm_lr = ab_cm_lr.rename(columns={'count': 'ab_cm_lr_count'})"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ab_cm_lr_count</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>2133.74</td>\n",
" <td>cnn.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>166</th>\n",
" <td>2052.58</td>\n",
" <td>nytimes.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>1934.01</td>\n",
" <td>npr.org</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>1894.24</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>1833.32</td>\n",
" <td>cnn.com</td>\n",
" <td>huffingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>1822.31</td>\n",
" <td>cnn.com</td>\n",
" <td>dailycaller.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>1814.03</td>\n",
" <td>cnn.com</td>\n",
" <td>npr.org</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>1754.52</td>\n",
" <td>cnn.com</td>\n",
" <td>foxnews.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>1753.54</td>\n",
" <td>cnn.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>1742.23</td>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ab_cm_lr_count d1 d2\n",
"68 2133.74 cnn.com washingtonpost.com\n",
"166 2052.58 nytimes.com washingtonpost.com\n",
"152 1934.01 npr.org washingtonpost.com\n",
"124 1894.24 huffingtonpost.com washingtonpost.com\n",
"63 1833.32 cnn.com huffingtonpost.com\n",
"60 1822.31 cnn.com dailycaller.com\n",
"65 1814.03 cnn.com npr.org\n",
"62 1754.52 cnn.com foxnews.com\n",
"61 1753.54 cnn.com dailykos.com\n",
"197 1742.23 wsj.com bloomberg.com"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ab_cm_lr.sort_values('ab_cm_lr_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A-vs-B confusions counts - SVC"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"ab_cm_svc = pd.read_json('data/hl-graph-ab-cm-svc.json', lines=True)\n",
"ab_cm_svc = ab_cm_svc.rename(columns={'count': 'ab_cm_svc_count'})"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ab_cm_svc_count</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>68</th>\n",
" <td>2187.51</td>\n",
" <td>cnn.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>166</th>\n",
" <td>2181.79</td>\n",
" <td>nytimes.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>152</th>\n",
" <td>1973.93</td>\n",
" <td>npr.org</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>1835.90</td>\n",
" <td>cnn.com</td>\n",
" <td>huffingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>124</th>\n",
" <td>1808.89</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>washingtonpost.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>1791.70</td>\n",
" <td>cnn.com</td>\n",
" <td>foxnews.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>1780.71</td>\n",
" <td>cnn.com</td>\n",
" <td>dailycaller.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>1772.99</td>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>1761.37</td>\n",
" <td>cnn.com</td>\n",
" <td>npr.org</td>\n",
" </tr>\n",
" <tr>\n",
" <th>164</th>\n",
" <td>1752.33</td>\n",
" <td>nytimes.com</td>\n",
" <td>npr.org</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ab_cm_svc_count d1 d2\n",
"68 2187.51 cnn.com washingtonpost.com\n",
"166 2181.79 nytimes.com washingtonpost.com\n",
"152 1973.93 npr.org washingtonpost.com\n",
"63 1835.90 cnn.com huffingtonpost.com\n",
"124 1808.89 huffingtonpost.com washingtonpost.com\n",
"62 1791.70 cnn.com foxnews.com\n",
"60 1780.71 cnn.com dailycaller.com\n",
"197 1772.99 wsj.com bloomberg.com\n",
"65 1761.37 cnn.com npr.org\n",
"164 1752.33 nytimes.com npr.org"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ab_cm_svc.sort_values('ab_cm_svc_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All-vs-all confusion counts - LR"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"ava_cm_lr = pd.read_json('data/hl-graph-ava-cm-lr.json', lines=True)\n",
"ava_cm_lr = ava_cm_lr.rename(columns={'count': 'ava_cm_lr_count'})"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ava_cm_lr_count</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>999.633</td>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>894.667</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>buzzfeed.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>653.345</td>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>188</th>\n",
" <td>600.023</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>590.786</td>\n",
" <td>foxnews.com</td>\n",
" <td>apnews.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>561.900</td>\n",
" <td>msnbc.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>544.365</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>buzzfeed.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>535.291</td>\n",
" <td>cnn.com</td>\n",
" <td>msnbc.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>516.878</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>496.345</td>\n",
" <td>msnbc.com</td>\n",
" <td>thehill.com</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ava_cm_lr_count d1 d2\n",
"197 999.633 wsj.com bloomberg.com\n",
"115 894.667 huffingtonpost.com buzzfeed.com\n",
"177 653.345 thehill.com msnbc.com\n",
"188 600.023 washingtonpost.com dailykos.com\n",
"98 590.786 foxnews.com apnews.com\n",
"132 561.900 msnbc.com dailykos.com\n",
"185 544.365 washingtonpost.com buzzfeed.com\n",
"64 535.291 cnn.com msnbc.com\n",
"118 516.878 huffingtonpost.com dailykos.com\n",
"137 496.345 msnbc.com thehill.com"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ava_cm_lr.sort_values('ava_cm_lr_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All-vs-all confusion counts - SVC"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"ava_cm_svc = pd.read_json('data/hl-graph-ava-cm-svc.json', lines=True)\n",
"ava_cm_svc = ava_cm_svc.rename(columns={'count': 'ava_cm_svc_count'})"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ava_cm_svc_count</th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>197</th>\n",
" <td>958.204</td>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>838.648</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>buzzfeed.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>188</th>\n",
" <td>552.011</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>543.985</td>\n",
" <td>msnbc.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>523.013</td>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>517.675</td>\n",
" <td>dailycaller.com</td>\n",
" <td>breitbart.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>514.217</td>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>509.411</td>\n",
" <td>huffingtonpost.com</td>\n",
" <td>dailykos.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>499.532</td>\n",
" <td>apnews.com</td>\n",
" <td>foxnews.com</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>495.317</td>\n",
" <td>washingtonpost.com</td>\n",
" <td>buzzfeed.com</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ava_cm_svc_count d1 d2\n",
"197 958.204 wsj.com bloomberg.com\n",
"115 838.648 huffingtonpost.com buzzfeed.com\n",
"188 552.011 washingtonpost.com dailykos.com\n",
"132 543.985 msnbc.com dailykos.com\n",
"177 523.013 thehill.com msnbc.com\n",
"72 517.675 dailycaller.com breitbart.com\n",
"27 514.217 bloomberg.com wsj.com\n",
"118 509.411 huffingtonpost.com dailykos.com\n",
"6 499.532 apnews.com foxnews.com\n",
"185 495.317 washingtonpost.com buzzfeed.com"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ava_cm_svc.sort_values('ava_cm_svc_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# All metrics"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"df = lstm_pcorr.merge(lr_pcorr).merge(lstm_cm).merge(ab_acc).merge(ab_cm_lr).merge(ab_cm_svc).merge(ava_cm_lr).merge(ava_cm_svc)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>d1</th>\n",
" <th>d2</th>\n",
" <th>lstm_pcorr_kt</th>\n",
" <th>lstm_pcorr_pr</th>\n",
" <th>lstm_pcorr_sp</th>\n",
" <th>lr_pcorr_kt</th>\n",
" <th>lr_pcorr_pr</th>\n",
" <th>lr_pcorr_sp</th>\n",
" <th>lstm_cm_count</th>\n",
" <th>ab_acc_inv_lr</th>\n",
" <th>ab_acc_inv_svc</th>\n",
" <th>ab_cm_lr_count</th>\n",
" <th>ab_cm_svc_count</th>\n",
" <th>ava_cm_lr_count</th>\n",
" <th>ava_cm_svc_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>wsj.com</td>\n",
" <td>bloomberg.com</td>\n",
" <td>0.544591</td>\n",
" <td>0.244900</td>\n",
" <td>0.730285</td>\n",
" <td>0.558039</td>\n",
" <td>0.413881</td>\n",
" <td>0.744076</td>\n",
" <td>362</td>\n",
" <td>0.314593</td>\n",
" <td>0.309884</td>\n",
" <td>1742.23</td>\n",
" <td>1772.99</td>\n",
" <td>999.633</td>\n",
" <td>958.204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>dailycaller.com</td>\n",
" <td>breitbart.com</td>\n",
" <td>0.504639</td>\n",
" <td>0.235545</td>\n",
" <td>0.688357</td>\n",
" <td>0.370343</td>\n",
" <td>0.210245</td>\n",
" <td>0.522243</td>\n",
" <td>321</td>\n",
" <td>0.302224</td>\n",
" <td>0.295565</td>\n",
" <td>1281.06</td>\n",
" <td>1270.25</td>\n",
" <td>475.826</td>\n",
" <td>517.675</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>foxnews.com</td>\n",
" <td>apnews.com</td>\n",
" <td>0.240590</td>\n",
" <td>0.096741</td>\n",
" <td>0.343792</td>\n",
" <td>0.496469</td>\n",
" <td>0.353088</td>\n",
" <td>0.681913</td>\n",
" <td>275</td>\n",
" <td>0.299040</td>\n",
" <td>0.293665</td>\n",
" <td>1176.14</td>\n",
" <td>1040.06</td>\n",
" <td>590.786</td>\n",
" <td>469.860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>185</th>\n",
" <td>thehill.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>0.478135</td>\n",
" <td>0.121547</td>\n",
" <td>0.660237</td>\n",
" <td>0.433828</td>\n",
" <td>0.233331</td>\n",
" <td>0.601685</td>\n",
" <td>267</td>\n",
" <td>0.273898</td>\n",
" <td>0.264022</td>\n",
" <td>1342.74</td>\n",
" <td>1230.49</td>\n",
" <td>653.345</td>\n",
" <td>523.013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>bloomberg.com</td>\n",
" <td>wsj.com</td>\n",
" <td>0.544591</td>\n",
" <td>0.244900</td>\n",
" <td>0.730285</td>\n",
" <td>0.558039</td>\n",
" <td>0.413881</td>\n",
" <td>0.744076</td>\n",
" <td>267</td>\n",
" <td>0.314593</td>\n",
" <td>0.309884</td>\n",
" <td>1219.65</td>\n",
" <td>1134.00</td>\n",
" <td>474.416</td>\n",
" <td>514.217</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td>dailycaller.com</td>\n",
" <td>thehill.com</td>\n",
" <td>0.426649</td>\n",
" <td>0.138389</td>\n",
" <td>0.597465</td>\n",
" <td>0.337392</td>\n",
" <td>0.148710</td>\n",
" <td>0.479668</td>\n",
" <td>253</td>\n",
" <td>0.279767</td>\n",
" <td>0.268648</td>\n",
" <td>1303.21</td>\n",
" <td>1232.58</td>\n",
" <td>461.953</td>\n",
" <td>412.967</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>msnbc.com</td>\n",
" <td>thehill.com</td>\n",
" <td>0.478135</td>\n",
" <td>0.121547</td>\n",
" <td>0.660237</td>\n",
" <td>0.433828</td>\n",
" <td>0.233331</td>\n",
" <td>0.601685</td>\n",
" <td>232</td>\n",
" <td>0.273898</td>\n",
" <td>0.264022</td>\n",
" <td>1241.64</td>\n",
" <td>1247.44</td>\n",
" <td>496.345</td>\n",
" <td>475.824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>cnn.com</td>\n",
" <td>msnbc.com</td>\n",
" <td>0.409234</td>\n",
" <td>0.152077</td>\n",
" <td>0.573168</td>\n",
" <td>0.212435</td>\n",
" <td>0.049913</td>\n",
" <td>0.307652</td>\n",
" <td>232</td>\n",
" <td>0.255859</td>\n",
" <td>0.247469</td>\n",
" <td>1506.88</td>\n",
" <td>1494.11</td>\n",
" <td>535.291</td>\n",
" <td>427.206</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>npr.org</td>\n",
" <td>nytimes.com</td>\n",
" <td>0.468058</td>\n",
" <td>0.189297</td>\n",
" <td>0.645672</td>\n",
" <td>0.480019</td>\n",
" <td>0.313131</td>\n",
" <td>0.657344</td>\n",
" <td>215</td>\n",
" <td>0.338326</td>\n",
" <td>0.332244</td>\n",
" <td>1475.18</td>\n",
" <td>1376.91</td>\n",
" <td>444.095</td>\n",
" <td>352.941</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>cnn.com</td>\n",
" <td>thehill.com</td>\n",
" <td>0.266552</td>\n",
" <td>0.052812</td>\n",
" <td>0.386499</td>\n",
" <td>0.179786</td>\n",
" <td>0.021425</td>\n",
" <td>0.263981</td>\n",
" <td>210</td>\n",
" <td>0.276821</td>\n",
" <td>0.271013</td>\n",
" <td>1661.21</td>\n",
" <td>1692.81</td>\n",
" <td>425.506</td>\n",
" <td>390.519</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" d1 d2 lstm_pcorr_kt lstm_pcorr_pr \\\n",
"53 wsj.com bloomberg.com 0.544591 0.244900 \n",
"59 dailycaller.com breitbart.com 0.504639 0.235545 \n",
"13 foxnews.com apnews.com 0.240590 0.096741 \n",
"185 thehill.com msnbc.com 0.478135 0.121547 \n",
"52 bloomberg.com wsj.com 0.544591 0.244900 \n",
"132 dailycaller.com thehill.com 0.426649 0.138389 \n",
"184 msnbc.com thehill.com 0.478135 0.121547 \n",
"108 cnn.com msnbc.com 0.409234 0.152077 \n",
"190 npr.org nytimes.com 0.468058 0.189297 \n",
"114 cnn.com thehill.com 0.266552 0.052812 \n",
"\n",
" lstm_pcorr_sp lr_pcorr_kt lr_pcorr_pr lr_pcorr_sp lstm_cm_count \\\n",
"53 0.730285 0.558039 0.413881 0.744076 362 \n",
"59 0.688357 0.370343 0.210245 0.522243 321 \n",
"13 0.343792 0.496469 0.353088 0.681913 275 \n",
"185 0.660237 0.433828 0.233331 0.601685 267 \n",
"52 0.730285 0.558039 0.413881 0.744076 267 \n",
"132 0.597465 0.337392 0.148710 0.479668 253 \n",
"184 0.660237 0.433828 0.233331 0.601685 232 \n",
"108 0.573168 0.212435 0.049913 0.307652 232 \n",
"190 0.645672 0.480019 0.313131 0.657344 215 \n",
"114 0.386499 0.179786 0.021425 0.263981 210 \n",
"\n",
" ab_acc_inv_lr ab_acc_inv_svc ab_cm_lr_count ab_cm_svc_count \\\n",
"53 0.314593 0.309884 1742.23 1772.99 \n",
"59 0.302224 0.295565 1281.06 1270.25 \n",
"13 0.299040 0.293665 1176.14 1040.06 \n",
"185 0.273898 0.264022 1342.74 1230.49 \n",
"52 0.314593 0.309884 1219.65 1134.00 \n",
"132 0.279767 0.268648 1303.21 1232.58 \n",
"184 0.273898 0.264022 1241.64 1247.44 \n",
"108 0.255859 0.247469 1506.88 1494.11 \n",
"190 0.338326 0.332244 1475.18 1376.91 \n",
"114 0.276821 0.271013 1661.21 1692.81 \n",
"\n",
" ava_cm_lr_count ava_cm_svc_count \n",
"53 999.633 958.204 \n",
"59 475.826 517.675 \n",
"13 590.786 469.860 \n",
"185 653.345 523.013 \n",
"52 474.416 514.217 \n",
"132 461.953 412.967 \n",
"184 496.345 475.824 \n",
"108 535.291 427.206 \n",
"190 444.095 352.941 \n",
"114 425.506 390.519 "
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.sort_values('lstm_cm_count', ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Group on `d1`, scale scores with other outlets."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"for col in set(df.columns) - {'d1', 'd2'}:\n",
" df[f'{col}_scaled'] = df.groupby('d1')[col].transform(preprocessing.scale)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"df['label'] = df[['d1', 'd2']].apply(lambda x: f'{x[0]} - {x[1]}', axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"df_melted = df.melt(['d1', 'd2', 'label'], [c for c in df.columns if c.endswith('_scaled')])"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x140018208>"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x10800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_melted = df.melt(['d1', 'd2', 'label'], [c for c in df.columns if c.endswith('_scaled')])\n",
"\n",
"# Sort by mean score.\n",
"order = df_melted.groupby('label').mean().sort_values('value', ascending=False).index\n",
"\n",
"plt.figure(figsize=(5,150))\n",
"ax = sns.barplot(x='value', y='label', data=df_melted, hue='variable', order=order, linewidth=0)\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"df.to_json('data/hl-graph.json', orient='records', lines=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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