diff --git a/docs/images/interactive/text/ep_sentiment.html b/docs/images/interactive/text/ep_sentiment.html index 1d475a5e..510c1656 100644 --- a/docs/images/interactive/text/ep_sentiment.html +++ b/docs/images/interactive/text/ep_sentiment.html @@ -20,10 +20,10 @@ -
+
- -
+
- " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pyLDAvis.gensim_models as gensimvis\n", + "import pyLDAvis\n", + "\n", + "mallet_lda_model = gensim.models.wrappers.ldamallet.malletmodel2ldamodel(best_model)\n", + "vis_data = gensimvis.prepare(mallet_lda_model, corpus, id2word)\n", + "ldaviz_path = os.getcwd() + \"/outputs/text/png/png_ldavis.html\"\n", + "pyLDAvis.save_html(vis_data, ldaviz_path)\n", + "pyLDAvis.display(vis_data)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "po", + "language": "python", + "name": "po" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.0" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/text/png.ipynb b/notebooks/text/png.ipynb index 1a966d66..a7ba5f2f 100644 --- a/notebooks/text/png.ipynb +++ b/notebooks/text/png.ipynb @@ -5,171 +5,6 @@ "execution_count": 1, "id": "edf0104c", "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import sys\n", - "os.chdir(\"../../\")\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from src.text.epu import *" - ] - }, - { - "cell_type": "markdown", - "id": "6f32fa47", - "metadata": {}, - "source": [ - "## EPU" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "7e287cef", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_epu.csv',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_job_graph.html',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_sentiment_score_monthly.csv',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_job_gui.csv',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_epu.jpg',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_job_graph.csv',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_econ_sentiment.png',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_price_graph.html',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/.ipynb_checkpoints',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_ldavis.html',\n", - " '/Users/czhang/Desktop/pacific-observatory/outputs/text/png/png_price_graph.csv']" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "filepaths" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d066305c", - "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'news'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/indexes/base.py:3653\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3652\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3653\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", - "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/_libs/index.pyx:147\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/_libs/index.pyx:176\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7080\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7088\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'news'", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[7], line 11\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m filepaths:\n\u001b[1;32m 10\u001b[0m epu \u001b[38;5;241m=\u001b[39m EPU(filepath\u001b[38;5;241m=\u001b[39mi)\n\u001b[0;32m---> 11\u001b[0m \u001b[43mepu\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_epu_category\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubset_condition\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdate >= \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m2010-01-01\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 12\u001b[0m temp \u001b[38;5;241m=\u001b[39m epu\u001b[38;5;241m.\u001b[39mget_epu_stats(cutoff\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m2020-01-01\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 13\u001b[0m temp\u001b[38;5;241m.\u001b[39mcolumns \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28mstr\u001b[39m(nn) \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m col \u001b[38;5;28;01mif\u001b[39;00m col \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01melse\u001b[39;00m col\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m temp\u001b[38;5;241m.\u001b[39mcolumns\n\u001b[1;32m 16\u001b[0m ]\n", - "File \u001b[0;32m~/Desktop/pacific-observatory/src/text/epu.py:99\u001b[0m, in \u001b[0;36mEPU.get_epu_category\u001b[0;34m(self, subset_condition)\u001b[0m\n\u001b[1;32m 91\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_epu_category\u001b[39m(\u001b[38;5;28mself\u001b[39m, subset_condition\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 92\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\" \u001b[39;00m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;124;03m Reads the csv file that contains news and identifies the Economic/Policy/Uncertainty\u001b[39;00m\n\u001b[1;32m 94\u001b[0m \u001b[38;5;124;03m categories. \u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;124;03m subset_condition (str): conditionals to pass to EPU().process_data()\u001b[39;00m\n\u001b[1;32m 98\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 99\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprocess_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 100\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfilepath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msubset_condition\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msubset_condition\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 101\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m col, terms \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mecon\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpolicy\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muncertain\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mecon_terms, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpolicy_terms, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39muncertainty_terms]):\n\u001b[1;32m 102\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw[col] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnews\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mstr\u001b[38;5;241m.\u001b[39mlower()\u001b[38;5;241m.\u001b[39mapply(\n\u001b[1;32m 103\u001b[0m is_in_word_list, terms\u001b[38;5;241m=\u001b[39mterms)\n", - "File \u001b[0;32m~/Desktop/pacific-observatory/src/text/epu.py:62\u001b[0m, in \u001b[0;36mEPU.process_data\u001b[0;34m(filepath, subset_condition)\u001b[0m\n\u001b[1;32m 59\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m subset_condition \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 60\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mquery(subset_condition)\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m---> 62\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnews\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mnews\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 63\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mto_datetime(df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m\"\u001b[39m], \u001b[38;5;28mformat\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmixed\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 64\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mym\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mstr\u001b[39m(d\u001b[38;5;241m.\u001b[39myear) \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(d\u001b[38;5;241m.\u001b[39mmonth) \u001b[38;5;28;01mfor\u001b[39;00m d \u001b[38;5;129;01min\u001b[39;00m df\u001b[38;5;241m.\u001b[39mdate]\n", - "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/frame.py:3761\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 3760\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3761\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3762\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3763\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", - "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/indexes/base.py:3655\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3653\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3654\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3655\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3656\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3657\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3658\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3659\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3660\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", - "\u001b[0;31mKeyError\u001b[0m: 'news'" - ] - } - ], - "source": [ - "target_dir = os.getcwd() + \"/outputs/text/png/\"\n", - "news_dir = os.getcwd() + \"/data/text/papua_new_guinea/\"\n", - "\n", - "epu_df = pd.DataFrame()\n", - "filepaths = [news_dir + file for file in os.listdir(news_dir)]\n", - "\n", - "\n", - "\n", - "for i in filepaths:\n", - " epu = EPU(filepath=i)\n", - " epu.get_epu_category(subset_condition=\"date >= '2010-01-01'\")\n", - " temp = epu.get_epu_stats(cutoff=\"2020-01-01\")\n", - " temp.columns = [\n", - " str(nn) + \"_\" + col if col not in [\"date\"] else col\n", - " for col in temp.columns\n", - " ]\n", - " if epu_df.empty:\n", - " epu_df = temp\n", - " else:\n", - " epu_df = epu_df.merge(temp, how=\"outer\", on=[\"date\"])\n", - "\n", - "epu_df.head(5)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "3bad7e48", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "epu_df = epu_df.sort_values(by=\"date\").reset_index(drop=True).fillna(0)\n", - "epu_df[\"z_score\"] = epu_df[[\"abc_au_z_score\", \"post_courier_z_score\", \"rnz_z_score\"]].mean(axis=1)\n", - "scale_factor = 100/epu_df[epu_df.date <= \"2020-01-01\"][\"z_score\"].mean()\n", - "epu_df[\"epu_index\"] = epu_df[\"z_score\"] * scale_factor\n", - "\n", - "import matplotlib.dates as mdates\n", - "\n", - "fig, ax = plt.subplots(figsize=(10, 6))\n", - "epu_df.plot(x=\"date\", y=\"epu_index\", ax=ax)\n", - "plt.xlabel(\"Date\")\n", - "plt.legend([\"EPU Index\"])\n", - "plt.title(\"Papua New Guinea's Economic Uncertainty Index\")\n", - "plt.show()\n", - "fig.savefig(target_dir+\"png_epu.jpg\", dpi=400)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "aad76941", - "metadata": {}, - "outputs": [], - "source": [ - "if os.path.exists(target_dir):\n", - " epu_df.to_csv(target_dir + \"png_epu.csv\", encoding=\"utf-8\")" - ] - }, - { - "cell_type": "markdown", - "id": "4707d63a", - "metadata": {}, - "source": [ - "## GUI" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "2cbe3f45", - "metadata": {}, "outputs": [ { "data": { @@ -184,7 +19,7 @@ " \n", "
\n", " \n", - " Loading BokehJS ...\n", + " Loading BokehJS ...\n", "
\n" ] }, @@ -351,7 +186,7 @@ " \"\"}};\n", "\n", " function display_loaded() {\n", - " const el = document.getElementById(\"a7561052-e18a-4804-a690-5f3892a21641\");\n", + " const el = document.getElementById(\"c3341382-6b5f-42b2-b987-f56ad0bd958b\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", @@ -457,7 +292,7 @@ " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", " root._bokeh_failed_load = true;\n", " } else if (force !== true) {\n", - " const cell = $(document.getElementById(\"a7561052-e18a-4804-a690-5f3892a21641\")).parents('.cell').data().cell;\n", + " const cell = $(document.getElementById(\"c3341382-6b5f-42b2-b987-f56ad0bd958b\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", " }\n", " }\n", @@ -473,13 +308,25 @@ " }\n", "}(window));" ], - "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"a7561052-e18a-4804-a690-5f3892a21641\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.1.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"a7561052-e18a-4804-a690-5f3892a21641\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"c3341382-6b5f-42b2-b987-f56ad0bd958b\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.1.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"c3341382-6b5f-42b2-b987-f56ad0bd958b\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ + "import os\n", + "import sys\n", + "os.chdir(\"../../\")\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dotenv import load_dotenv\n", + "load_dotenv()\n", + "\n", + "from src.text.epu import *\n", + "from src.text.gui import DrawTopics\n", "from src.google_trends import GT\n", "from dotenv import load_dotenv\n", "load_dotenv()\n", @@ -493,14 +340,592 @@ "output_notebook()" ] }, + { + "cell_type": "markdown", + "id": "6f32fa47", + "metadata": {}, + "source": [ + "## EPU" + ] + }, { "cell_type": "code", - "execution_count": 8, - "id": "ff958096", + "execution_count": 90, + "id": "89e3e96f", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "(function(root) {\n", + " function embed_document(root) {\n", + " const docs_json = {\"9c545b6b-9d49-4366-9e12-692909ef24d9\":{\"version\":\"3.2.1\",\"title\":\"Bokeh 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+ " const render_items = [{\"docid\":\"9c545b6b-9d49-4366-9e12-692909ef24d9\",\"roots\":{\"p2158\":\"e36a924a-6828-4324-9e0f-d92210336a07\"},\"root_ids\":[\"p2158\"]}];\n", + " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", + " }\n", + " if (root.Bokeh !== undefined) {\n", + " embed_document(root);\n", + " } else {\n", + " let attempts = 0;\n", + " const timer = setInterval(function(root) {\n", + " if (root.Bokeh !== undefined) {\n", + " clearInterval(timer);\n", + " embed_document(root);\n", + " } else {\n", + " attempts++;\n", + " if (attempts > 100) {\n", + " clearInterval(timer);\n", + " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", + " }\n", + " }\n", + " }, 10, root)\n", + " }\n", + "})(window);" + ], + "application/vnd.bokehjs_exec.v0+json": "" + }, + "metadata": { + "application/vnd.bokehjs_exec.v0+json": { + "id": "p2158" + } + }, + "output_type": "display_data" + } + ], + "source": [ + "GoogleAPIkey = os.getenv(\"GoogleAPIkey\")\n", + "gt = GT(GoogleAPIkey)\n", + "\n", + "words = [\"inflation\", \"cpi\", \"food price\", \"living costs\"]\n", + "dnx = DrawTopics(words, \"PG\", gt)\n", + "dnx.trends_to_nx_object()\n", + "p = dnx.make_graph()\n", + "show(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "5997bb28", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['inflation', 'economy', 'rate', 'economics', 'unemployment',\n", + " 'inflation rate', 'policy', 'price', 'government', 'money',\n", + " 'interest', 'demand', 'cost', 'gross domestic product',\n", + " 'interest rate', 'country', 'supply', 'monetary policy',\n", + " 'calculation', 'goods', 'market', 'market economy', 'system',\n", + " 'coronavirus disease 2019', 'exchange rate', 'bsp',\n", + " 'papua new guinean kina', 'united states dollar',\n", + " 'bangko sentral ng pilipinas', 'calculator', 'currency',\n", + " 'australian dollar', 'production', 'unemployment rate',\n", + " 'employment', 'wage', 'poverty', 'letter', 'letter of intent',\n", + " 'writing', 'cover letter', 'loan', 'compound interest', 'formula',\n", + " 'application for employment', 'deposit', 'simple interest',\n", + " 'investment', 'supply and demand', 'elasticity',\n", + " 'price elasticity of demand', 'curve', 'demand curve', 'income',\n", + " 'accounting', 'savings', 'finance', 'savings account',\n", + " 'power supply', 'water', 'water supply', 'supply chain',\n", + " 'electric power', 'supply chain management', 'management',\n", + " 'money supply', 'project', 'blood', 'power supply unit',\n", + " 'electricity', 'price elasticity of supply', 'monetary economics',\n", + " 'fiscal policy', 'fiscal conservatism', 'tax',\n", + " 'musical instrument', 'central bank', 'used',\n", + " 'open market operation', 'important', 'service',\n", + " 'goods and services', 'sales', 'cost of goods sold', 'business',\n", + " 'trade', 'consumer', 'product', 'import',\n", + " 'hazardous and toxic materials', 'purchasing',\n", + " 'international trade', 'carbon emission trading', 'carbon',\n", + " 'trade union', 'bank', 'balance of payments', 'income tax',\n", + " 'tax rate', 'salary', 'payment', 'tax return',\n", + " 'cost-push inflation', 'reference', 'email', 'school',\n", + " 'yahoo! mail', 'attitude', 'minimum wage', 'engineering',\n", + " 'forecasting', 'planning', 'budget', 'organization',\n", + " 'weather forecasting', 'analysis', 'ratio', 'human resources',\n", + " 'matrix', 'cash', 'revenue', 'strategy',\n", + " 'e-commerce payment system', 'receipt', 'account', 'statistics',\n", + " 'coronavirus', 'data', 'hiv/aids', 'food', 'eating', 'food chain',\n", + " 'food processor', 'blender', 'do it yourself', 'walmart',\n", + " 'adoption', 'potato', 'cup', 'cigarette', 'negative number',\n", + " 'knife', 'air', 'mixer', 'tray', 'food web', 'car', 'marketing',\n", + " 'used car', 'car dealership', 'clothing', 'used good', 'brand',\n", + " 'product key', 'microsoft corporation', 'microsoft windows',\n", + " 'microsoft office', 'key', 'cost of living', 'new zealand',\n", + " 'expensive', 'rent', 'thai', 'goods and services tax',\n", + " 'construction management', 'average', 'expatriate', 'philippines',\n", + " 'real estate', 'indonesian', 'norway', 'official', 'expense',\n", + " 'asset', 'income statement', 'depreciation', 'liability',\n", + " 'financial statement', 'balance', 'accrual', 'credit',\n", + " 'balance sheet', 'interest expense', 'insurance',\n", + " 'prepaid mobile phone', 'debt', 'government budget',\n", + " 'budget rent a car', 'plan', 'government budget balance',\n", + " 'car rental', 'purchasing power', 'procurement'], dtype=object)" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dnx.result[dnx.result[\"volume\"] >= 5][\"target\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7e287cef", + "metadata": {}, + "outputs": [], + "source": [ + "target_dir = os.getcwd() + \"/outputs/text/png/\"\n", + "news_dir = os.getcwd() + \"/data/text/papua_new_guinea/\"\n", + "\n", + "epu_df = pd.DataFrame()\n", + "filepaths = [news_dir + file for file in os.listdir(news_dir)\n", + " if \"news\" in file]" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "d066305c", + "metadata": {}, + "outputs": [], + "source": [ + "additional_terms = [\n", + " 'inflation',\n", + " 'cpi',\n", + " 'price',\n", + " 'prices',\n", + " 'economy',\n", + " 'expense',\n", + " 'budget',\n", + " 'income',\n", + " 'demand',\n", + " 'cost',\n", + " 'costs',\n", + " 'poverty',\n", + " 'supply',\n", + " 'goods',\n", + " 'trade',\n", + " 'wage',\n", + " 'food',\n", + " 'electricity',\n", + " 'purchasing',\n", + " 'payment',\n", + " 'rent',\n", + " 'minimum wage',\n", + " 'price index',\n", + " 'price elasticity of supply',\n", + " 'inflation rate',\n", + " 'interest rate',\n", + " 'cost-push inflation',\n", + " 'salary',\n", + " 'forecasting',\n", + " 'payment',\n", + " 'sales',\n", + " 'clothing',\n", + " 'product',\n", + " 'living',\n", + "]\n", + "\n", + "epu = EPU(filepaths, \"2020-01-01\", additional_terms=additional_terms)\n", + "epu.get_epu_category(subset_condition=\"date > '2015-01-01'\")\n", + "epu.get_count_stats()\n", + "epu.calculate_epu_score()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "fd3f23c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "epu.epu_stats.plot(x=\"date\", y=\"epu_weighted\");" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "813eb820", "metadata": {}, "outputs": [], "source": [ - "GoogleAPIkey = os.getenv(\"GoogleAPIkey\")" + "epu_df = epu.epu_stats.set_index(\"date\").resample(\"Q\")[[\"epu_weighted\"]].mean().reset_index()\n", + "cpi_list = [\n", + " 115.5, 116.8, 118.7, 121.0, 123.0, 124.7, 126.8, 129.0, 130.4, 132.1,\n", + " 133.3, 135.1, 135.7, 137.5, 139.3, 141.5, 142.5, 143.4, 144.5, 145.4,\n", + " 146.9, 152.5, 151.5, 152.9, 153.8, 157.5, 158.0, 161.6, 162.9, 166.2,\n", + " 167.9, 167.1, 165.6, 168.5, 171.6\n", + "]\n", + "cpi_df = pd.DataFrame(cpi_list, columns=[\"cpi\"])\n", + "cpi_df[\"date\"] = pd.date_range(start=\"2015-01-01\", periods=len(cpi_list), freq=\"Q\")\n", + "cpi_df = cpi_df.merge(epu_df)\n", + "cpi_df[\"inflation\"] = (cpi_df[\"cpi\"].diff()*100)/cpi_df[\"cpi\"].shift(1)\n", + "cpi_df[\"epu_change\"] = (cpi_df[\"epu_weighted\"].diff()*100)/cpi_df[\"epu_weighted\"].shift(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "0a94b0dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from src.tourism.ts_utils import get_adf_df, cross_correlation\n", + "\n", + "cc_df = cross_correlation(cpi_df.epu_weighted[1:], cpi_df.inflation[1:])\n", + "cc_df.plot(x=\"lags\")" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "7bea7968", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Test Statisticp-value# Lags UsedNumber of Observations UsedCritical Value (1%)Critical Value (5%)Critical Value (10%)
inflation-4.5597460.0001532.031.0-3.661429-2.960525-2.619319
epu_change-2.3352260.1608589.024.0-3.737709-2.992216-2.635747
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" + ], + "text/plain": [ + " Test Statistic p-value # Lags Used \\\n", + "inflation -4.559746 0.000153 2.0 \n", + "epu_change -2.335226 0.160858 9.0 \n", + "\n", + " Number of Observations Used Critical Value (1%) \\\n", + "inflation 31.0 -3.661429 \n", + "epu_change 24.0 -3.737709 \n", + "\n", + " Critical Value (5%) Critical Value (10%) \n", + "inflation -2.960525 -2.619319 \n", + "epu_change -2.992216 -2.635747 " + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_adf_df(cpi_df.dropna(), [\"inflation\", \"epu_change\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "ebd3389d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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lagAICBICFPEHQIC
0110.33888610.61097830942.70958010.430437
1210.52281310.98085637345.78330210.674641
2310.56564411.21325139398.47427610.776747
349.59912410.43984215324.4081679.868077
459.35239010.38964912483.5169639.677247
569.71791710.95496419376.52626210.096094
679.86575811.30557725567.11425110.293892
789.73536711.38057028224.15416210.209126
898.48497610.33766712454.4890588.998834
\n", + "
" + ], + "text/plain": [ + " lag AIC BIC FPE HQIC\n", + "0 1 10.338886 10.610978 30942.709580 10.430437\n", + "1 2 10.522813 10.980856 37345.783302 10.674641\n", + "2 3 10.565644 11.213251 39398.474276 10.776747\n", + "3 4 9.599124 10.439842 15324.408167 9.868077\n", + "4 5 9.352390 10.389649 12483.516963 9.677247\n", + "5 6 9.717917 10.954964 19376.526262 10.096094\n", + "6 7 9.865758 11.305577 25567.114251 10.293892\n", + "7 8 9.735367 11.380570 28224.154162 10.209126\n", + "8 9 8.484976 10.337667 12454.489058 8.998834" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from statsmodels.tsa.api import VAR\n", + "\n", + "length = len(cpi_df.iloc[1:])\n", + "train = int(length * 0.95)\n", + "test = length - train\n", + "\n", + "model = VAR(endog=cpi_df.iloc[1:, [3, 4]])\n", + "\n", + "eval_lst = []\n", + "for i in range(1, 10):\n", + " result = model.fit(i)\n", + " eval_metrics = {\n", + " \"lag\": i,\n", + " \"AIC\": result.aic,\n", + " \"BIC\": result.bic,\n", + " \"FPE\": result.fpe,\n", + " \"HQIC\": result.hqic\n", + " }\n", + " eval_lst.append(eval_metrics)\n", + "\n", + "eval_df = pd.DataFrame(eval_lst)\n", + "eval_df" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "7f51bb92", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " Summary of Regression Results \n", + "==================================\n", + "Model: VAR\n", + "Method: OLS\n", + "Date: Wed, 17, Jan, 2024\n", + "Time: 18:02:34\n", + "--------------------------------------------------------------------\n", + "No. of Equations: 2.00000 BIC: 10.6110\n", + "Nobs: 33.0000 HQIC: 10.4304\n", + "Log likelihood: -258.242 FPE: 30942.7\n", + "AIC: 10.3389 Det(Omega_mle): 26000.5\n", + "--------------------------------------------------------------------\n", + "Results for equation inflation\n", + "================================================================================\n", + " coefficient std. error t-stat prob\n", + "--------------------------------------------------------------------------------\n", + "const 1.340340 0.265899 5.041 0.000\n", + "L1.inflation -0.154450 0.182773 -0.845 0.398\n", + "L1.epu_change 0.000300 0.000952 0.315 0.753\n", + "================================================================================\n", + "\n", + "Results for equation epu_change\n", + "================================================================================\n", + " coefficient std. error t-stat prob\n", + "--------------------------------------------------------------------------------\n", + "const 57.308304 50.295932 1.139 0.255\n", + "L1.inflation 0.360526 34.572327 0.010 0.992\n", + "L1.epu_change -0.197911 0.180085 -1.099 0.272\n", + "================================================================================\n", + "\n", + "Correlation matrix of residuals\n", + " inflation epu_change\n", + "inflation 1.000000 0.101053\n", + "epu_change 0.101053 1.000000\n", + "\n" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_res = model.fit(1)\n", + "best_res.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "4707d63a", + "metadata": {}, + "source": [ + "## GUI" ] }, { @@ -510,11 +935,6 @@ "metadata": {}, "outputs": [], "source": [ - "inflation_words = [\n", - " \"inflation\", \"inflation rate\", \"CPI\", \"prices\", \"food price\",\n", - " \"price index\", \"price in port moresby\", \"port moresby price\",\n", - " \"price in lae\", \"lae price\"\n", - "]\n", "\n", "\n", "job_words = [\n", diff --git a/notebooks/text/samoa.ipynb b/notebooks/text/samoa.ipynb index a647f964..0476c758 100644 --- a/notebooks/text/samoa.ipynb +++ b/notebooks/text/samoa.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "66858f9b", "metadata": {}, "outputs": [], @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "59e46fa1", "metadata": {}, "outputs": [], @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "695eb4f9", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 5, "id": "9559f60a", "metadata": {}, "outputs": [ @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 6, "id": "471b4707", "metadata": {}, "outputs": [ @@ -490,7 +490,7 @@ "17695 True True True " ] }, - "execution_count": 71, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -502,357 +502,7 @@ }, { "cell_type": "code", - "execution_count": 60, - "id": "36b348bb", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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dateymsamoa_rnz_news_countsamoa_rnz_epu_countsamoa_rnz_ratiosamoa_observer_news_countsamoa_observer_epu_countsamoa_observer_rationews_totalsamoa_rnz_weightssamoa_observer_weightssamoa_rnz_z_scoresamoa_observer_z_scorez_score_unweightedz_score_weightedepu_weightedepu_unweighted
312018-08-012018-880.00.00.00000040770.017199487.00.1642710.8357290.0000001.2380470.6190231.03467265.95650954.941453
322018-09-012018-964.00.00.00000040580.019753469.00.1364610.8635390.0000001.4218980.7109491.22786578.27187363.100308
332018-10-012018-1052.00.00.00000041790.021583469.00.1108740.8891260.0000001.5536020.7768011.38134888.05585768.945030
342018-11-012018-1157.00.00.000000421210.049881478.00.1192470.8807530.0000003.5906301.7953153.162458201.595104159.343265
352018-12-012018-1258.01.00.01724140960.014670467.00.1241970.8758031.5938141.0559941.3249041.12278971.573702117.591913
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" - ], - "text/plain": [ - " date ym samoa_rnz_news_count samoa_rnz_epu_count \\\n", - "31 2018-08-01 2018-8 80.0 0.0 \n", - "32 2018-09-01 2018-9 64.0 0.0 \n", - "33 2018-10-01 2018-10 52.0 0.0 \n", - "34 2018-11-01 2018-11 57.0 0.0 \n", - "35 2018-12-01 2018-12 58.0 1.0 \n", - ".. ... ... ... ... \n", - "91 2023-08-01 2023-8 2.0 0.0 \n", - "92 2023-09-01 2023-9 4.0 0.0 \n", - "93 2023-10-01 2023-10 0.0 0.0 \n", - "94 2023-11-01 2023-11 1.0 0.0 \n", - "95 2023-12-01 2023-12 5.0 0.0 \n", - "\n", - " samoa_rnz_ratio samoa_observer_news_count samoa_observer_epu_count \\\n", - "31 0.000000 407 7 \n", - "32 0.000000 405 8 \n", - "33 0.000000 417 9 \n", - "34 0.000000 421 21 \n", - "35 0.017241 409 6 \n", - ".. ... ... ... \n", - "91 0.000000 238 6 \n", - "92 0.000000 237 7 \n", - "93 0.000000 235 6 \n", - "94 0.000000 241 5 \n", - "95 0.000000 216 3 \n", - "\n", - " samoa_observer_ratio news_total samoa_rnz_weights \\\n", - "31 0.017199 487.0 0.164271 \n", - "32 0.019753 469.0 0.136461 \n", - "33 0.021583 469.0 0.110874 \n", - "34 0.049881 478.0 0.119247 \n", - "35 0.014670 467.0 0.124197 \n", - ".. ... ... ... \n", - "91 0.025210 240.0 0.008333 \n", - "92 0.029536 241.0 0.016598 \n", - "93 0.025532 235.0 0.000000 \n", - "94 0.020747 242.0 0.004132 \n", - "95 0.013889 221.0 0.022624 \n", - "\n", - " samoa_observer_weights samoa_rnz_z_score samoa_observer_z_score \\\n", - "31 0.835729 0.000000 1.238047 \n", - "32 0.863539 0.000000 1.421898 \n", - "33 0.889126 0.000000 1.553602 \n", - "34 0.880753 0.000000 3.590630 \n", - "35 0.875803 1.593814 1.055994 \n", - ".. ... ... ... \n", - "91 0.991667 0.000000 1.814712 \n", - "92 0.983402 0.000000 2.126097 \n", - "93 1.000000 0.000000 1.837879 \n", - "94 0.995868 0.000000 1.493435 \n", - "95 0.977376 0.000000 0.999772 \n", - "\n", - " z_score_unweighted z_score_weighted epu_weighted epu_unweighted \n", - "31 0.619023 1.034672 65.956509 54.941453 \n", - "32 0.710949 1.227865 78.271873 63.100308 \n", - "33 0.776801 1.381348 88.055857 68.945030 \n", - "34 1.795315 3.162458 201.595104 159.343265 \n", - "35 1.324904 1.122789 71.573702 117.591913 \n", - ".. ... ... ... ... \n", - "91 0.907356 1.799589 114.717214 80.532430 \n", - "92 1.063049 2.090809 133.281411 94.350934 \n", - "93 0.918939 1.837879 117.158006 81.560504 \n", - "94 0.746718 1.487264 94.807615 66.274960 \n", - "95 0.499886 0.977153 62.289890 44.367404 \n", - "\n", - "[65 rows x 17 columns]" - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "samoa_stats[samoa_stats.date >= \"2018-08-01\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "7dec9ca0", "metadata": {}, "outputs": [], @@ -874,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 8, "id": "852e7608", "metadata": {}, "outputs": [ @@ -966,7 +616,7 @@ "4 2016-05-01 100.2 0.703518 26.756202 20.314487 -40.652495" ] }, - "execution_count": 73, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -986,7 +636,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 9, "id": "692f685a", "metadata": {}, "outputs": [ @@ -1098,7 +748,7 @@ "epu_diff -2.894990 -2.584615 " ] }, - "execution_count": 74, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1110,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 10, "id": "8ddca8ab", "metadata": {}, "outputs": [ @@ -1129,10 +779,10 @@ " Method: Least Squares F-statistic: 1.693\n", "\n", "\n", - " Date: Thu, 22 Feb 2024 Prob (F-statistic): 0.196 \n", + " Date: Tue, 12 Mar 2024 Prob (F-statistic): 0.196 \n", "\n", "\n", - " Time: 15:31:07 Log-Likelihood: -182.43\n", + " Time: 14:46:01 Log-Likelihood: -182.43\n", "\n", "\n", " No. Observations: 95 AIC: 368.9\n", @@ -1180,8 +830,8 @@ "\\textbf{Dep. Variable:} & inflation & \\textbf{ R-squared: } & 0.013 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.002 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 1.693 \\\\\n", - "\\textbf{Date:} & Thu, 22 Feb 2024 & \\textbf{ Prob (F-statistic):} & 0.196 \\\\\n", - "\\textbf{Time:} & 15:31:07 & \\textbf{ Log-Likelihood: } & -182.43 \\\\\n", + "\\textbf{Date:} & Tue, 12 Mar 2024 & \\textbf{ Prob (F-statistic):} & 0.196 \\\\\n", + "\\textbf{Time:} & 14:46:01 & \\textbf{ Log-Likelihood: } & -182.43 \\\\\n", "\\textbf{No. Observations:} & 95 & \\textbf{ AIC: } & 368.9 \\\\\n", "\\textbf{Df Residuals:} & 93 & \\textbf{ BIC: } & 374.0 \\\\\n", "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", @@ -1216,8 +866,8 @@ "Dep. Variable: inflation R-squared: 0.013\n", "Model: OLS Adj. R-squared: 0.002\n", "Method: Least Squares F-statistic: 1.693\n", - "Date: Thu, 22 Feb 2024 Prob (F-statistic): 0.196\n", - "Time: 15:31:07 Log-Likelihood: -182.43\n", + "Date: Tue, 12 Mar 2024 Prob (F-statistic): 0.196\n", + "Time: 14:46:01 Log-Likelihood: -182.43\n", "No. Observations: 95 AIC: 368.9\n", "Df Residuals: 93 BIC: 374.0\n", "Df Model: 1 \n", @@ -1239,7 +889,7 @@ "\"\"\"" ] }, - "execution_count": 158, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1252,7 +902,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 11, "id": "89ac7e82", "metadata": {}, "outputs": [ @@ -1263,8 +913,8 @@ "==================================\n", "Model: VAR\n", "Method: OLS\n", - "Date: Thu, 22, Feb, 2024\n", - "Time: 15:19:16\n", + "Date: Tue, 12, Mar, 2024\n", + "Time: 14:46:11\n", "--------------------------------------------------------------------\n", "No. of Equations: 2.00000 BIC: 9.31765\n", "Nobs: 92.0000 HQIC: 9.08878\n", @@ -1304,7 +954,7 @@ "\n" ] }, - "execution_count": 141, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1321,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 12, "id": "47c41762", "metadata": {}, "outputs": [ @@ -1354,7 +1004,7 @@ "" ] }, - "execution_count": 142, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1365,13 +1015,13 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 13, "id": "9cca94a9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1386,13 +1036,13 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 14, "id": "414c513f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1411,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 15, "id": "0c9e6ff4", "metadata": {}, "outputs": [ @@ -1430,10 +1080,10 @@ " Method: Conditional MLE S.D. of innovations 1.662 \n", "\n", "\n", - " Date: Thu, 22 Feb 2024 AIC 370.066\n", + " Date: Tue, 12 Mar 2024 AIC 370.066\n", "\n", "\n", - " Time: 15:20:37 BIC 375.174\n", + " Time: 14:46:39 BIC 375.174\n", "\n", "\n", " Sample: 0 HQIC 372.130\n", @@ -1458,8 +1108,8 @@ "\\textbf{Dep. Variable:} & inflation & \\textbf{ No. Observations: } & 95 \\\\\n", "\\textbf{Model:} & ARDL(0,) & \\textbf{ Log Likelihood } & -183.033 \\\\\n", "\\textbf{Method:} & Conditional MLE & \\textbf{ S.D. of innovations} & 1.662 \\\\\n", - "\\textbf{Date:} & Thu, 22 Feb 2024 & \\textbf{ AIC } & 370.066 \\\\\n", - "\\textbf{Time:} & 15:20:37 & \\textbf{ BIC } & 375.174 \\\\\n", + "\\textbf{Date:} & Tue, 12 Mar 2024 & \\textbf{ AIC } & 370.066 \\\\\n", + "\\textbf{Time:} & 14:46:39 & \\textbf{ BIC } & 375.174 \\\\\n", "\\textbf{Sample:} & 0 & \\textbf{ HQIC } & 372.130 \\\\\n", "\\textbf{} & 95 & \\textbf{ } & \\\\\n", "\\bottomrule\n", @@ -1481,8 +1131,8 @@ "Dep. Variable: inflation No. Observations: 95\n", "Model: ARDL(0,) Log Likelihood -183.033\n", "Method: Conditional MLE S.D. of innovations 1.662\n", - "Date: Thu, 22 Feb 2024 AIC 370.066\n", - "Time: 15:20:37 BIC 375.174\n", + "Date: Tue, 12 Mar 2024 AIC 370.066\n", + "Time: 14:46:39 BIC 375.174\n", "Sample: 0 HQIC 372.130\n", " 95 \n", "==============================================================================\n", @@ -1493,7 +1143,7 @@ "\"\"\"" ] }, - "execution_count": 149, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1512,7 +1162,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 16, "id": "79c493c9", "metadata": {}, "outputs": [ @@ -1585,7 +1235,7 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 17, "id": "b5826a9c", "metadata": {}, "outputs": [ diff --git a/notebooks/text/si-topic_modeling.ipynb b/notebooks/text/si-topic_modeling.ipynb index 4d301c0d..e91ea444 100644 --- a/notebooks/text/si-topic_modeling.ipynb +++ b/notebooks/text/si-topic_modeling.ipynb @@ -28,7 +28,8 @@ "import spacy\n", "\n", "from src.text.utils import *\n", - "from src.text.lda import *" + "from src.text.lda import *\n", + "from src.text.epu import EPU" ] }, { @@ -39,31 +40,15 @@ "outputs": [], "source": [ "target = os.getcwd() + \"/data/text/solomon_islands/\"\n", - "news_path = [filename for filename in os.listdir(target) if \"news\" in filename and \"ner\" not in filename]" + "news_path = [\n", + " target + filename for filename in os.listdir(target)\n", + " if \"news\" in filename and \"ner\" not in filename\n", + "]" ] }, { "cell_type": "code", "execution_count": 3, - "id": "8f90e054", - "metadata": {}, - "outputs": [], - "source": [ - "news = pd.DataFrame()\n", - "for path in news_path:\n", - " temp = pd.read_csv(target + path).drop(\"Unnamed: 0\", axis=1)\n", - " temp[\"from\"] = path.replace(\"_news.csv\", \"\")\n", - " if news.empty:\n", - " news = temp\n", - " else: \n", - " news = pd.concat([news, temp], axis=0)\n", - "\n", - "news = news[news.news.isna() != True].reset_index(drop=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, "id": "40dda29b", "metadata": {}, "outputs": [], @@ -87,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "b2d29006", "metadata": {}, "outputs": [], @@ -111,6 +96,43 @@ { "cell_type": "code", "execution_count": 7, + "id": "f5d81018", + "metadata": {}, + "outputs": [], + "source": [ + "spacy_stopwords.extend([\"say\", \"year\", \"country\", \"issue\", \"island\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "20c4fa28", + "metadata": {}, + "outputs": [], + "source": [ + "epu = EPU(news_path, cutoff=None)\n", + "epu.get_epu_category()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "95957a46", + "metadata": {}, + "outputs": [], + "source": [ + "news = pd.DataFrame()\n", + "for _, df in epu.raw_files:\n", + " temp = df[df.econ & df.policy].reset_index(drop=True)[[\"date\", \"url\", \"news\"]]\n", + " if news.empty:\n", + " news = temp\n", + " else:\n", + " news = pd.concat([news, temp], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "id": "e0224756", "metadata": {}, "outputs": [], @@ -121,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "id": "d27095a1", "metadata": {}, "outputs": [ @@ -136,10 +158,10 @@ "source": [ "nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n", "\n", - "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n", + "bigram = gensim.models.Phrases(data_words, min_count=10, threshold=100)\n", "bigram_mod = gensim.models.phrases.Phraser(bigram)\n", "\n", - "trigram = gensim.models.Phrases(bigram[data_words], min_count=5, threshold=100)\n", + "trigram = gensim.models.Phrases(bigram[data_words], min_count=10, threshold=100)\n", "trigram_mod = gensim.models.phrases.Phraser(trigram)\n", "\n", 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0.010*\"vaccine\" + 0.010*\"continue\"'),\n", + " '0.039*\"budget\" + 0.035*\"fund\" + 0.035*\"government\" + 0.026*\"finance\" + 0.024*\"payment\" + 0.021*\"pay\" + 0.020*\"public\" + 0.019*\"ministry\" + 0.018*\"bill\" + 0.017*\"parliament\"'),\n", " (12,\n", - " '0.029*\"water\" + 0.020*\"island\" + 0.018*\"area\" + 0.018*\"food\" + 0.016*\"community\" + 0.013*\"people\" + 0.012*\"disaster\" + 0.010*\"affect\" + 0.008*\"environment\" + 0.007*\"clean\"'),\n", + " '0.027*\"government\" + 0.024*\"decision\" + 0.024*\"statement\" + 0.023*\"medium\" + 0.018*\"concern\" + 0.017*\"question\" + 0.015*\"state\" + 0.015*\"add\" + 0.013*\"deal\" + 0.013*\"public\"'),\n", " (13,\n", - " '0.064*\"people\" + 0.058*\"support\" + 0.048*\"community\" + 0.048*\"work\" + 0.019*\"australian\" + 0.019*\"continue\" + 0.015*\"country\" + 0.014*\"good\" + 0.013*\"program\" + 0.012*\"acknowledge\"'),\n", + " '0.054*\"member\" + 0.037*\"meeting\" + 0.032*\"leader\" + 0.028*\"issue\" + 0.028*\"meet\" + 0.026*\"minister\" + 0.025*\"official\" + 0.023*\"hold\" + 0.021*\"visit\" + 0.018*\"group\"'),\n", " (14,\n", - " '0.032*\"team\" + 0.021*\"event\" + 0.015*\"play\" + 0.013*\"good\" + 0.013*\"time\" + 0.012*\"game\" + 0.011*\"year\" + 0.010*\"culture\" + 0.010*\"host\" + 0.009*\"competition\"'),\n", + " '0.070*\"development\" + 0.042*\"policy\" + 0.028*\"economic\" + 0.022*\"support\" + 0.019*\"sector\" + 0.017*\"strategy\" + 0.016*\"key\" + 0.016*\"national\" + 0.015*\"ensure\" + 0.013*\"priority\"'),\n", " (15,\n", - " '0.064*\"country\" + 0.031*\"visit\" + 0.025*\"leader\" + 0.024*\"island\" + 0.019*\"meeting\" + 0.017*\"official\" + 0.016*\"meet\" + 0.015*\"issue\" + 0.013*\"state\" + 0.012*\"sign\"'),\n", + " '0.093*\"business\" + 0.052*\"service\" + 0.025*\"provide\" + 0.022*\"system\" + 0.015*\"access\" + 0.014*\"public\" + 0.013*\"financial\" + 0.013*\"opportunity\" + 0.011*\"industry\" + 0.011*\"government\"'),\n", " (16,\n", - " '0.036*\"business\" + 0.034*\"company\" + 0.031*\"land\" + 0.022*\"market\" + 0.016*\"local\" + 0.013*\"tourism\" + 0.013*\"log\" + 0.011*\"percent\" + 0.011*\"industry\" + 0.010*\"product\"')]" + " '0.109*\"project\" + 0.040*\"infrastructure\" + 0.030*\"tourism\" + 0.023*\"development\" + 0.022*\"support\" + 0.020*\"road\" + 0.020*\"work\" + 0.015*\"build\" + 0.014*\"construction\" + 0.013*\"fund\"'),\n", + " (17,\n", + " '0.056*\"woman\" + 0.025*\"education\" + 0.025*\"student\" + 0.025*\"training\" + 0.024*\"work\" + 0.020*\"school\" + 0.019*\"child\" + 0.019*\"program\" + 0.017*\"opportunity\" + 0.017*\"youth\"'),\n", + " (18,\n", + " '0.040*\"people\" + 0.025*\"community\" + 0.022*\"support\" + 0.021*\"event\" + 0.016*\"work\" + 0.016*\"continue\" + 0.015*\"challenge\" + 0.014*\"year\" + 0.013*\"acknowledge\" + 0.012*\"today\"')]" ] }, - "execution_count": 11, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } @@ -7068,7 +7108,83 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 113, + "id": "683b027e", + "metadata": {}, + "outputs": [], + "source": [ + "d = [i for i in best_model.load_document_topics()]" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "72a8e77e", + "metadata": {}, + "outputs": [], + "source": [ + "news[\"date\"] = pd.to_datetime(news[\"date\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "8d708e40", + "metadata": {}, + "outputs": [], + "source": [ + "topics = []\n", + "for i in d:\n", + " i.sort(key=lambda x: x[1])\n", + " topics.append([t[0] for t in i[:3]])" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "6d83ea33", + "metadata": {}, + "outputs": [], + "source": [ + "count = news.set_index(\"date\").groupby(by=pd.Grouper(freq=\"MS\"))[\"url\"].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "7f0aaf44", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "topic_df = pd.DataFrame(topics, columns=[\"1st_topic\", \"2nd_topic\", \"3rd_topic\"])\n", + "news[[\"1st_topic\", \"2nd_topic\", \"3rd_topic\"]] = topics\n", + "df_exploded = news.explode('topic')\n", + "\n", + "# Group by month (year and month of the date) and topic, then count occurrences\n", + "topic_trends = df_exploded.groupby([df_exploded['date'].dt.to_period('M'), 'topic']).size().reset_index(name='count')\n", + "\n", + "topic_trends = topic_trends.pivot(index=\"date\", columns=\"topic\", values=\"count\").fillna(0)\n", + "total_news_per_month = topic_trends.sum(axis=1)\n", + "\n", + "# Calculate the ratio of each topic's count to the total news items for each month\n", + "topic_ratio = topic_trends.div(total_news_per_month, axis=0)\n", + "topic_ratio.plot(y=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, "id": "c185f69b", "metadata": {}, "outputs": [ @@ -7091,10 +7207,10 @@ "\n", "\n", "\n", - "
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