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@davidmcclure
Created January 7, 2019 13:58
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Content <-> audience"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import warnings\n",
"\n",
"from itertools import product\n",
"from tqdm import tqdm\n",
"\n",
"from scipy import stats"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": 3,
"metadata": {},
"outputs": [],
"source": [
"warnings.simplefilter('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dfc = pd.read_json('data/hl-graph.json', lines=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"dfa = pd.read_json('data/user-graph.json', lines=True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"DOMAINS = dfc.d1.unique()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"DFC_METRICS = [c for c in dfc.columns if c.endswith('_scaled')]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"DFA_METRICS = [c for c in dfa.columns if c.endswith('_scaled')]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def plot_domain_content(domain):\n",
" \n",
" pdf = dfc[dfc.d1==domain]\n",
" pdf_melt = pdf.melt(['d1', 'd2'], DFC_METRICS)\n",
" \n",
" order = pdf_melt.groupby('d2').mean().sort_values('value', ascending=False).index\n",
" plt.figure(figsize=(5,10))\n",
" sns.barplot(x='value', y='d2', data=pdf_melt, hue='variable', order=order, linewidth=0)\n",
" plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_domain_audience(domain):\n",
" \n",
" pdf = dfa[dfa.d1==domain]\n",
" pdf_melt = pdf.melt(['d1', 'd2'], DFA_METRICS)\n",
" \n",
" order = pdf_melt.groupby('d2').mean().sort_values('value', ascending=False).index\n",
" plt.figure(figsize=(5,10))\n",
" sns.barplot(x='value', y='d2', data=pdf_melt, hue='variable', order=order, linewidth=0)\n",
" plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_domain_content('nytimes.com')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_domain_audience('nytimes.com')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def ca_corr(domain, c_metric, a_metric, plot=False):\n",
" \n",
" ddfc = dfc[dfc.d1==domain][['d2', c_metric]]\n",
" ddfa = dfa[dfa.d1==domain][['d2', a_metric]]\n",
" \n",
" ddf = ddfc.merge(ddfa)\n",
" \n",
" if plot:\n",
" ddf_melt = ddf.melt('d2', [c_metric, a_metric])\n",
" order = ddf.sort_values(c_metric, ascending=False).d2\n",
" plt.figure(figsize=(4,5))\n",
" sns.barplot(y='d2', x='value', hue='variable', data=ddf_melt, order=order)\n",
" plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0)\n",
" plt.show()\n",
" \n",
" return stats.pearsonr(ddf[c_metric], ddf[a_metric])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"1170it [00:04, 254.15it/s]\n"
]
}
],
"source": [
"rows = []\n",
"for d, cm, am in tqdm(product(DOMAINS, DFC_METRICS, DFA_METRICS)):\n",
" corr, p = ca_corr(d, cm, am)\n",
" rows.append((d, cm, am, corr, p))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"corr_df = pd.DataFrame(rows, columns=('domain', 'cm', 'am', 'corr', 'p'))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n",
"'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12c0dbb70>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"order = corr_df.groupby('domain').mean().sort_values('corr').index\n",
"plt.figure(figsize=(8,12))\n",
"sns.boxenplot(x='corr', y='domain', data=corr_df, order=order)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(-0.05412832356528325, 0.8541859362979556)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca_corr('thehill.com', 'ab_acc_inv_lr_scaled', 'pr_corr_0_scaled', True)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(-0.13038618979573327, 0.6568397942792631)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca_corr('apnews.com', 'ab_acc_inv_lr_scaled', 'pr_corr_0_scaled', True)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(0.01233177276453702, 0.9666259651535587)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca_corr('dailykos.com', 'ab_acc_inv_lr_scaled', 'pr_corr_0_scaled', True)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(0.710978491742612, 0.004362931167160104)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ca_corr('breitbart.com', 'ab_acc_inv_lr_scaled', 'pr_corr_0_scaled', 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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