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patcon/polis-implementation-demo.ipynb

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polis-implementation-demo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/patcon/c31f96b36dd0d3e5d357df5672b3df3c/polis-implementation-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kEyVHx6y7zpu",
"outputId": "cefe806b-54f4-4397-bc39-a4f0de081060"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m116.1/116.1 kB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m161.7/161.7 kB\u001b[0m \u001b[31m19.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m61.4/61.4 kB\u001b[0m \u001b[31m218.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.5/66.5 kB\u001b[0m \u001b[31m197.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Building wheel for red-dwarf (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting pacmap\n",
" Downloading pacmap-0.8.0-py3-none-any.whl.metadata (14 kB)\n",
"Requirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (1.6.1)\n",
"Requirement already satisfied: numba>=0.57 in /usr/local/lib/python3.11/dist-packages (from pacmap) (0.60.0)\n",
"Collecting annoy>=1.11 (from pacmap)\n",
" Downloading annoy-1.17.3.tar.gz (647 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m647.5/647.5 kB\u001b[0m \u001b[31m10.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.11/dist-packages (from pacmap) (2.0.2)\n",
"Requirement already satisfied: llvmlite<0.44,>=0.43.0dev0 in /usr/local/lib/python3.11/dist-packages (from numba>=0.57->pacmap) (0.43.0)\n",
"Requirement already satisfied: scipy>=1.6.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.14.1)\n",
"Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (1.4.2)\n",
"Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn>=0.20->pacmap) (3.6.0)\n",
"Downloading pacmap-0.8.0-py3-none-any.whl (21 kB)\n",
"Building wheels for collected packages: annoy\n",
" Building wheel for annoy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for annoy: filename=annoy-1.17.3-cp311-cp311-linux_x86_64.whl size=553316 sha256=0ff8a7ec76dc09a1d0c4a2cadd8b124c3f52eacb40abbf922239a5268cc33d98\n",
" Stored in directory: /root/.cache/pip/wheels/33/e5/58/0a3e34b92bedf09b4c57e37a63ff395ade6f6c1099ba59877c\n",
"Successfully built annoy\n",
"Installing collected packages: annoy, pacmap\n",
"Successfully installed annoy-1.17.3 pacmap-0.8.0\n"
]
}
],
"source": [
"%pip install --quiet --no-cache-dir git+https://github.com/polis-community/red-dwarf.git@main\n",
"%pip install pacmap"
]
},
{
"cell_type": "code",
"source": [
"from reddwarf.data_loader import Loader\n",
"from reddwarf.utils.matrix import generate_raw_matrix, get_clusterable_participant_ids, simple_filter_matrix\n",
"from reddwarf.utils.polismath import extract_data_from_polismath\n",
"from reddwarf.utils.statements import process_statements\n",
"\n",
"REPORT_ID, CONVO_ID = None, None\n",
"# REPORT_ID, CONVO_ID = \"r7aybmkd3nce56sbry55t\", \"6mdwcmn7jh\" # DemDis: Slovakia state of democracy\n",
"# REPORT_ID, CONVO_ID = \"r9cnkypdddkmnefz8k2bn\", \"2ku7arccjt\" # DemDis: Hoaxes\n",
"REPORT_ID, CONVO_ID = \"r8bzudrhs8j6petppicrj\", \"2upmdmyrbv\" # DemDis: Debating with fascists\n",
"# REPORT_ID=\"r64ajcsmp9butzxhzj44c\"\n",
"REPORT_ID, CONVO_ID = \"r7cwmiaxczyj8te9rzdmx\", \"9usurb2mmh\" # DemDis: EU isolation\n",
"# REPORT_ID, CONVO_ID = \"r3rwrinr5udrzwkvxtdkj\", \"3akt5cdsfk\"\n",
"# REPORT_ID, CONVO_ID = \"r2xcn2cdbmrzjmmuuytdk\", \"9wtchdmmun\" # Bowling Green #1\n",
"# REPORT_ID, CONVO_ID = \"r263pyffyjvsurzs9dc6h\", \"7yhactmdme\" # vTaiwan drunk driving\n",
"# REPORT_ID, CONVO_ID = \"r6xd526vyjyjrj9navxrj\", \"4uf4hkunf3\" # Germans never had it better (33,000)\n",
"# REPORT_ID, CONVO_ID = \"r8nssrnnnf2bewvtd5f5h\", \"2vkxcncppn\" # Austria Klimarat: Energy (7000 ppl)\n",
"# REPORT_ID, CONVO_ID = \"r7jjamzvde5iv96scfhdr\", \"3ufjbm7hfb\" # DemDis: NGOs (400 ppl)\n",
"# CONVO_ID = \"7eahucmmjc\" # NDP Nakba ban\n",
"# REPORT_ID, CONVO_ID = \"r4z6d6mjj6mykyazj87tr\", \"48ntjepisf\" # Tax Bill (250)\n",
"# REPORT_ID, CONVO_ID = \"r98y2p9easajrxhpvhsrr\", \"4cacski7ha\" # French AI\n",
"# CONVO_ID = \"9zcd4ktce5\" nishio Japan (250)\n",
"# CONVO_ID = \"6mhvipxs2z\" # Akron OH, candidates (300)\n",
"\n",
"# Load polis data is the speediest way possible\n",
"if REPORT_ID and CONVO_ID:\n",
" loader = Loader(polis_id=REPORT_ID, data_source=\"csv_export\")\n",
" loader.conversation_id = CONVO_ID\n",
" loader.load_api_data_math()\n",
"else:\n",
" loader = Loader(polis_id=REPORT_ID or CONVO_ID)\n",
"\n",
"_, _, mod_out_statement_ids, _ = process_statements(loader.comments_data)\n",
"\n",
"raw_vote_matrix = generate_raw_matrix(votes=loader.votes_data)\n",
"\n",
"filtered_vote_matrix = simple_filter_matrix(\n",
" vote_matrix=raw_vote_matrix,\n",
" mod_out_statement_ids=mod_out_statement_ids,\n",
")\n",
"\n",
"print(filtered_vote_matrix)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ea8YprXESDAd",
"outputId": "eff85419-bd60-4e7f-a833-bb4b3595d78d"
},
"execution_count": 53,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Removing duplicate vote: {'participant_id': 1783, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1685131047000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 19:57:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 137, 'statement_id': 268, 'vote': 1, 'weight_x_32767': None, 'modified': 1685126605000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 18:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1781, 'statement_id': 50, 'vote': -1, 'weight_x_32767': None, 'modified': 1685111806000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:36:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 8, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111521000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:32:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111485000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:31:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1780, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1685111250000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 14:27:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 261, 'vote': 1, 'weight_x_32767': None, 'modified': 1685101892000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 11:51:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 222, 'vote': -1, 'weight_x_32767': None, 'modified': 1685101885000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 11:51:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1762, 'statement_id': 215, 'vote': -1, 'weight_x_32767': None, 'modified': 1685096612000.0, 'conversation_id': None, 'datetime': 'Fri May 26 2023 10:23:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022339000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022338000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022338000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022337000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1757, 'statement_id': 35, 'vote': 1, 'weight_x_32767': None, 'modified': 1685022337000.0, 'conversation_id': None, 'datetime': 'Thu May 25 2023 13:45:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1749, 'statement_id': 199, 'vote': 1, 'weight_x_32767': None, 'modified': 1684959338000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 20:15:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1749, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1684959264000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 20:14:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1740, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684910130000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 06:35:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1543, 'statement_id': 164, 'vote': 1, 'weight_x_32767': None, 'modified': 1684904894000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 05:08:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 471, 'statement_id': 198, 'vote': 0, 'weight_x_32767': None, 'modified': 1684902245000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 04:24:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 471, 'statement_id': 191, 'vote': 1, 'weight_x_32767': None, 'modified': 1684901820000.0, 'conversation_id': None, 'datetime': 'Wed May 24 2023 04:17:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1632, 'statement_id': 16, 'vote': 0, 'weight_x_32767': None, 'modified': 1684882501000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 22:55:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1727, 'statement_id': 193, 'vote': 1, 'weight_x_32767': None, 'modified': 1684878813000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 21:53:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684875502000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:58:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684875502000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:58:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1719, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684875405000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:56:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1714, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684872949000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:15:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1714, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684872940000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:15:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1712, 'statement_id': 24, 'vote': -1, 'weight_x_32767': None, 'modified': 1684872288000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:04:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1712, 'statement_id': 24, 'vote': -1, 'weight_x_32767': None, 'modified': 1684872288000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 20:04:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869396000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869396000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869395000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869395000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1709, 'statement_id': 185, 'vote': -1, 'weight_x_32767': None, 'modified': 1684869394000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 19:16:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684867113000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:38:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684866476000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:27:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1703, 'statement_id': 11, 'vote': 1, 'weight_x_32767': None, 'modified': 1684866329000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 18:25:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1693, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684863522000.0, 'conversation_id': None, 'datetime': 'Tue May 23 2023 17:38:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1676, 'statement_id': 182, 'vote': 0, 'weight_x_32767': None, 'modified': 1684760872000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 13:07:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1676, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1684760831000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 13:07:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 79, 'statement_id': 242, 'vote': 1, 'weight_x_32767': None, 'modified': 1684742616000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 08:03:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 79, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684742540000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 08:02:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 242, 'vote': 1, 'weight_x_32767': None, 'modified': 1684728082000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 04:01:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 153, 'vote': -1, 'weight_x_32767': None, 'modified': 1684728016000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 04:00:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1655, 'statement_id': 54, 'vote': 1, 'weight_x_32767': None, 'modified': 1684727994000.0, 'conversation_id': None, 'datetime': 'Mon May 22 2023 03:59:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1640, 'statement_id': 24, 'vote': 1, 'weight_x_32767': None, 'modified': 1684694452000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 18:40:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1636, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684689128000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 17:12:08 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1632, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684680607000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 14:50:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1631, 'statement_id': 47, 'vote': 1, 'weight_x_32767': None, 'modified': 1684678869000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 14:21:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1628, 'statement_id': 23, 'vote': 0, 'weight_x_32767': None, 'modified': 1684672596000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 12:36:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 140, 'vote': 0, 'weight_x_32767': None, 'modified': 1684655227000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:47:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 5, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655078000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:44:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 198, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655033000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:43:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 31, 'vote': 1, 'weight_x_32767': None, 'modified': 1684655023000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 225, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654786000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684654746000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 220, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654740000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:39:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1615, 'statement_id': 91, 'vote': -1, 'weight_x_32767': None, 'modified': 1684654734000.0, 'conversation_id': None, 'datetime': 'Sun May 21 2023 07:38:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1548, 'statement_id': 51, 'vote': 1, 'weight_x_32767': None, 'modified': 1684401327000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 09:15:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1540, 'statement_id': 5, 'vote': -1, 'weight_x_32767': None, 'modified': 1684395103000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 07:31:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1540, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684394224000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 07:17:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1531, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684386526000.0, 'conversation_id': None, 'datetime': 'Thu May 18 2023 05:08:46 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1522, 'statement_id': 170, 'vote': -1, 'weight_x_32767': None, 'modified': 1684357902000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 21:11:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1521, 'statement_id': 3, 'vote': 1, 'weight_x_32767': None, 'modified': 1684357585000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 21:06:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 159, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354704000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:18:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354585000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:16:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 175, 'vote': -1, 'weight_x_32767': None, 'modified': 1684354503000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:15:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1510, 'statement_id': 190, 'vote': 1, 'weight_x_32767': None, 'modified': 1684354230000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 20:10:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1482, 'statement_id': 122, 'vote': -1, 'weight_x_32767': None, 'modified': 1684345545000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 17:45:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684314324000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 09:05:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 65, 'vote': -1, 'weight_x_32767': None, 'modified': 1684314149000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 09:02:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 20, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313972000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:59:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313900000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:58:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313848000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:57:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 35, 'vote': -1, 'weight_x_32767': None, 'modified': 1684313807000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:56:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 53, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313726000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:55:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1454, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684313693000.0, 'conversation_id': None, 'datetime': 'Wed May 17 2023 08:54:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1411, 'statement_id': 143, 'vote': 0, 'weight_x_32767': None, 'modified': 1684223360000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 07:49:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1405, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684219834000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 06:50:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215951000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:51 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215950000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 110, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215948000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215945000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215942000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215940000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215939000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 144, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215939000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215933000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215932000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 68, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215931000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215930000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215929000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215929000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 15, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215928000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 61, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215928000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 61, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215927000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215926000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 141, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215925000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 141, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215924000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215923000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215922000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 87, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215922000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215920000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 28, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215920000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215918000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215918000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215917000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215916000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215915000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215913000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215912000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215912000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 38, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215911000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215910000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 70, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215910000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215909000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 78, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215909000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 65, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215907000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215907000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215905000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215904000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215903000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:03 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215902000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215901000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 90, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215901000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 128, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215900000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:45:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 11, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215897000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215896000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215895000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:55 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 1, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215894000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215893000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215892000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215892000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215890000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215889000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 27, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215888000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215884000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 14, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215883000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215881000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215880000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215879000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:39 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 94, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215878000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215876000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215875000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215874000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 124, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215873000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215871000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215870000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215869000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 18, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215868000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215866000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215865000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215864000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215864000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215863000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215863000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215862000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215861000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215859000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 98, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215858000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 7, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215856000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 75, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215855000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:44:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215824000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215824000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215823000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215822000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215821000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 82, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215821000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:41 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215818000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215817000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215816000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215809000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 123, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215808000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:28 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215807000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215806000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:26 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 139, 'vote': -1, 'weight_x_32767': None, 'modified': 1684215805000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215804000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:24 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215803000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 33, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215802000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:22 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215801000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215800000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:20 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1395, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684215799000.0, 'conversation_id': None, 'datetime': 'Tue May 16 2023 05:43:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1356, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684171543000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 17:25:43 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 129, 'vote': 1, 'weight_x_32767': None, 'modified': 1684168709000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:38:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 47, 'vote': -1, 'weight_x_32767': None, 'modified': 1684168335000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:32:15 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1340, 'statement_id': 1, 'vote': 1, 'weight_x_32767': None, 'modified': 1684168194000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 16:29:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 2, 'vote': -1, 'weight_x_32767': None, 'modified': 1684162823000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 15:00:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 6, 'vote': 1, 'weight_x_32767': None, 'modified': 1684162772000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684162749000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:09 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1317, 'statement_id': 20, 'vote': 1, 'weight_x_32767': None, 'modified': 1684162746000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:59:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1307, 'statement_id': 27, 'vote': 0, 'weight_x_32767': None, 'modified': 1684160712000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:25:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1307, 'statement_id': 85, 'vote': 0, 'weight_x_32767': None, 'modified': 1684160701000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 14:25:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1272, 'statement_id': 5, 'vote': 0, 'weight_x_32767': None, 'modified': 1684154882000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 12:48:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1242, 'statement_id': 15, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151687000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:54:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1234, 'statement_id': 120, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151675000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:54:35 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 92, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151346000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:49:06 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 5, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151339000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:59 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 82, 'vote': -1, 'weight_x_32767': None, 'modified': 1684151337000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684151327000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:48:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1240, 'statement_id': 60, 'vote': 0, 'weight_x_32767': None, 'modified': 1684151264000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 11:47:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1189, 'statement_id': 89, 'vote': 0, 'weight_x_32767': None, 'modified': 1684146319000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 10:25:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1172, 'statement_id': 113, 'vote': 0, 'weight_x_32767': None, 'modified': 1684144548000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:55:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 666, 'statement_id': 19, 'vote': 0, 'weight_x_32767': None, 'modified': 1684143237000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:33:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1152, 'statement_id': 99, 'vote': 1, 'weight_x_32767': None, 'modified': 1684143077000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:31:17 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1154, 'statement_id': 4, 'vote': 0, 'weight_x_32767': None, 'modified': 1684142756000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:25:56 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 79, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141613000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:06:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 23, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141596000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:06:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 94, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141534000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:05:34 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 56, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141512000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:05:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 29, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141493000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 12, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141456000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 24, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141451000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 52, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141447000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:04:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 92, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141434000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:54 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 78, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141424000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:44 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141382000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141382000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:03:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 38, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141369000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141349000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 69, 'vote': -1, 'weight_x_32767': None, 'modified': 1684141330000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:02:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141250000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 09:00:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141192000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:59:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141192000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:59:52 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 108, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141139000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:58:59 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 44, 'vote': 0, 'weight_x_32767': None, 'modified': 1684141087000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:58:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 21, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141068000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:57:48 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1139, 'statement_id': 8, 'vote': 1, 'weight_x_32767': None, 'modified': 1684141045000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:57:25 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1103, 'statement_id': 2, 'vote': 1, 'weight_x_32767': None, 'modified': 1684138996000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:23:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1103, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1684138996000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:23:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1097, 'statement_id': 18, 'vote': 0, 'weight_x_32767': None, 'modified': 1684138761000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:19:21 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1097, 'statement_id': 46, 'vote': 0, 'weight_x_32767': None, 'modified': 1684138730000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:18:50 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1084, 'statement_id': 31, 'vote': 0, 'weight_x_32767': None, 'modified': 1684137863000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:04:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1084, 'statement_id': 31, 'vote': 0, 'weight_x_32767': None, 'modified': 1684137863000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 08:04:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 1052, 'statement_id': 42, 'vote': 1, 'weight_x_32767': None, 'modified': 1684135253000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 07:20:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 12, 'vote': 1, 'weight_x_32767': None, 'modified': 1684132176000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:29:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 978, 'statement_id': 107, 'vote': -1, 'weight_x_32767': None, 'modified': 1684132038000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:27:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684131931000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:25:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 991, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684131869000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:24:29 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 972, 'statement_id': 89, 'vote': -1, 'weight_x_32767': None, 'modified': 1684131070000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 06:11:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 903, 'statement_id': 25, 'vote': 1, 'weight_x_32767': None, 'modified': 1684128541000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:29:01 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 903, 'statement_id': 25, 'vote': 1, 'weight_x_32767': None, 'modified': 1684128540000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:29:00 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 862, 'statement_id': 7, 'vote': -1, 'weight_x_32767': None, 'modified': 1684127107000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 05:05:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 84, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122554000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:49:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122542000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:49:02 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 3, 'vote': -1, 'weight_x_32767': None, 'modified': 1684122436000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:47:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 718, 'statement_id': 81, 'vote': 1, 'weight_x_32767': None, 'modified': 1684122396000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:46:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 69, 'vote': 1, 'weight_x_32767': None, 'modified': 1684120060000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:07:40 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 37, 'vote': 1, 'weight_x_32767': None, 'modified': 1684119798000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:03:18 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 675, 'statement_id': 80, 'vote': 1, 'weight_x_32767': None, 'modified': 1684119753000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 03:02:33 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 70, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116949000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:15:49 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 49, 'vote': 1, 'weight_x_32767': None, 'modified': 1684116897000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 42, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116867000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 54, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116867000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:27 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 35, 'vote': 1, 'weight_x_32767': None, 'modified': 1684116844000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:14:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116833000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:53 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 12, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116810000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 38, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116810000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:13:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 20, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116707000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:11:47 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 654, 'statement_id': 9, 'vote': -1, 'weight_x_32767': None, 'modified': 1684116702000.0, 'conversation_id': None, 'datetime': 'Mon May 15 2023 02:11:42 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 617, 'statement_id': 11, 'vote': 0, 'weight_x_32767': None, 'modified': 1684106052000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 23:14:12 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 53, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104272000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:32 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104247000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 605, 'statement_id': 40, 'vote': -1, 'weight_x_32767': None, 'modified': 1684104247000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:44:07 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 602, 'statement_id': 12, 'vote': 0, 'weight_x_32767': None, 'modified': 1684103945000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:39:05 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 68, 'vote': -1, 'weight_x_32767': None, 'modified': 1684103457000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:30:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 21, 'vote': 0, 'weight_x_32767': None, 'modified': 1684103445000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:30:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 56, 'vote': 1, 'weight_x_32767': None, 'modified': 1684103171000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:26:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 599, 'statement_id': 40, 'vote': 1, 'weight_x_32767': None, 'modified': 1684103138000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 22:25:38 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 552, 'statement_id': 19, 'vote': -1, 'weight_x_32767': None, 'modified': 1684099005000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 21:16:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 514, 'statement_id': 10, 'vote': 1, 'weight_x_32767': None, 'modified': 1684097911000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 20:58:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 427, 'statement_id': 53, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094856000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 20:07:36 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 403, 'statement_id': 19, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094123000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:55:23 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094037000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 13, 'vote': 1, 'weight_x_32767': None, 'modified': 1684094037000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:57 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 11, 'vote': 1, 'weight_x_32767': None, 'modified': 1684093993000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:53:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093951000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093950000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 399, 'statement_id': 51, 'vote': 0, 'weight_x_32767': None, 'modified': 1684093950000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:52:30 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 372, 'statement_id': 14, 'vote': -1, 'weight_x_32767': None, 'modified': 1684093273000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:41:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 372, 'statement_id': 9, 'vote': -1, 'weight_x_32767': None, 'modified': 1684093271000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:41:11 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 353, 'statement_id': 17, 'vote': 0, 'weight_x_32767': None, 'modified': 1684092979000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:36:19 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 353, 'statement_id': 49, 'vote': 0, 'weight_x_32767': None, 'modified': 1684092976000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:36:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 340, 'statement_id': 43, 'vote': 1, 'weight_x_32767': None, 'modified': 1684092577000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:29:37 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 254, 'statement_id': 3, 'vote': -1, 'weight_x_32767': None, 'modified': 1684090996000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 19:03:16 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 4, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089854000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:14 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 5, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089853000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 219, 'statement_id': 18, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089853000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:44:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 185, 'statement_id': 33, 'vote': 0, 'weight_x_32767': None, 'modified': 1684089151000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:32:31 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 131, 'statement_id': 28, 'vote': 1, 'weight_x_32767': None, 'modified': 1684087965000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:12:45 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 7, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087273000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:01:13 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 12, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087270000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:01:10 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 28, 'vote': 0, 'weight_x_32767': None, 'modified': 1684087204000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:00:04 GMT+0000 (Coordinated Universal Time)'}\n",
"Removing duplicate vote: {'participant_id': 94, 'statement_id': 30, 'vote': -1, 'weight_x_32767': None, 'modified': 1684087202000.0, 'conversation_id': None, 'datetime': 'Sun May 14 2023 18:00:02 GMT+0000 (Coordinated Universal Time)'}\n",
"statement_id 0 1 2 3 4 5 6 7 8 9 ... 259 \\\n",
"participant_id ... \n",
"0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... 0.0 \n",
"1 1.0 1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"2 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"3 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 1.0 ... 0.0 \n",
"4 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 1.0 -1.0 -1.0 ... 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... ... \n",
"1785 -1.0 1.0 -1.0 1.0 0.0 1.0 0.0 0.0 -1.0 0.0 ... 0.0 \n",
"1786 NaN NaN NaN NaN NaN NaN NaN 0.0 NaN NaN ... 0.0 \n",
"1787 NaN NaN NaN -1.0 NaN 1.0 1.0 NaN NaN NaN ... 0.0 \n",
"1788 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... 0.0 \n",
"1789 -1.0 NaN NaN NaN -1.0 1.0 NaN 1.0 -1.0 -1.0 ... 0.0 \n",
"\n",
"statement_id 260 261 262 263 264 265 266 267 268 \n",
"participant_id \n",
"0 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"1 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"2 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"3 0.0 NaN NaN NaN 0.0 NaN NaN NaN NaN \n",
"4 0.0 1.0 1.0 -1.0 0.0 NaN NaN NaN NaN \n",
"... ... ... ... ... ... ... ... ... ... \n",
"1785 0.0 1.0 1.0 -1.0 0.0 0.0 0.0 0.0 0.0 \n",
"1786 0.0 NaN 0.0 NaN 0.0 NaN NaN NaN NaN \n",
"1787 0.0 NaN 1.0 NaN 0.0 NaN NaN NaN NaN \n",
"1788 0.0 NaN NaN NaN 0.0 0.0 NaN NaN NaN \n",
"1789 0.0 NaN NaN 1.0 0.0 NaN NaN 1.0 NaN \n",
"\n",
"[1790 rows x 269 columns]\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.impute import SimpleImputer\n",
"from pacmap import PaCMAP, LocalMAP\n",
"from sklearn.decomposition import PCA\n",
"from reddwarf.sklearn.transformers import SparsityAwareScaler\n",
"import matplotlib.pyplot as plt\n",
"\n",
"n_components = 2\n",
"\n",
"# Setup participant mask (we won't derive our own list of active participant IDs this time)\n",
"# participant_ids_to_cluster = get_clusterable_participant_ids(raw_vote_matrix, vote_threshold=7)\n",
"# cluster_mask = [pid in participant_ids_to_cluster for pid in raw_vote_matrix.index]\n",
"\n",
"# Set up participant mask and cluster labels from polismath, for comparison with default Polis.\n",
"all_clustered_participant_ids, cluster_labels = extract_data_from_polismath(loader.math_data)\n",
"cluster_mask = [pid in all_clustered_participant_ids for pid in raw_vote_matrix.index]\n",
"\n",
"RANDOM_STATE = 1234\n",
"\n",
"# Configure pipelines\n",
"pipelines = {\n",
" \"PCA\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pca\", PCA(n_components=n_components, random_state=RANDOM_STATE)),\n",
" (\"scale\", SparsityAwareScaler(X_sparse=raw_vote_matrix.values)),\n",
" ]),\n",
" \"PaCMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"pacmap\", PaCMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" \"LocalMAP\": Pipeline([\n",
" (\"impute\", SimpleImputer(missing_values=np.nan, strategy=\"mean\")),\n",
" (\"localmap\", LocalMAP(n_components=n_components, random_state=RANDOM_STATE)),\n",
" ]),\n",
" # Add more here easily\n",
"}\n",
"\n",
"# Run pipelines\n",
"embeddings = {}\n",
"for name, pipe in pipelines.items():\n",
" X_transformed = pipe.fit_transform(filtered_vote_matrix.values)\n",
" embeddings[name] = {\n",
" \"X\": X_transformed,\n",
" \"kmeans\": None,\n",
" }"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DwoS4OvOSJqG",
"outputId": "36ee4807-a138-428e-cd26-ae67145d5665"
},
"execution_count": 54,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:pacmap.pacmap:Warning: random state is set to 1234.\n",
"WARNING:pacmap.pacmap:Warning: random state is set to 1234.\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from reddwarf.utils.clustering import find_optimal_k\n",
"\n",
"# [Re-]generate clusters\n",
"for name, data in embeddings.items():\n",
" _, _, kmeans = find_optimal_k(\n",
" projected_data=data[\"X\"][cluster_mask],\n",
" k_bounds=(2,6),\n",
" init=\"k-means++\",\n",
" # random_state=RANDOM_STATE,\n",
" )\n",
" embeddings[name][\"kmeans\"] = kmeans"
],
"metadata": {
"id": "nhgO-6vCFpBY"
},
"execution_count": 55,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "NkGdoHCy8RdA",
"outputId": "c202e02b-cd7a-4054-b371-26ee01e7e4fa"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"{0: 486, 1: 639}\n",
"{0: 628, 1: 497}\n",
"{0: 820, 1: 305}\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1500x500 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"GROUP A\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 93% of those in group A who voted on statement 29 agreed.\n",
"\n",
"* EÚ je hlavne o diktáte Bruselu.\n",
" 89% of those in group A who voted on statement 5 disagreed.\n",
"\n",
"* EU robí katastrofálnu politiku-odsunula dlhy Grécka, nepresvedčila Britov pri Brexite, nezvládla migráciu, vojnu na UA, čiastočne epidémiu.\n",
" 72% of those in group A who voted on statement 40 disagreed.\n",
"\n",
"* Vidíme kto vládne v EÚ. Kebyže sú tam ľudia zo zdravým rozumom, nemám námietky. Ale v súčastnosti ako Uršuľa nás zavedú do pekla,a podobný\n",
" 73% of those in group A who voted on statement 32 disagreed.\n",
"\n",
"* EU je v podstate diktát ako bolo RVHP pod sovietskou kontrolou. Snaží sa vytesniť právo veta malých štátov, a nasilu natlačiť svoju agendu.\n",
" 82% of those in group A who voted on statement 31 disagreed.\n",
"\n",
"\n",
"GROUP B\n",
"* EÚ je hlavne o diktáte Bruselu.\n",
" 88% of those in group B who voted on statement 5 agreed.\n",
"\n",
"* EU nie tá EU, do ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a NATO. Za chvíľu prestaneme ako národ týmto úplne existovať.\n",
" 74% of those in group B who voted on statement 33 agreed.\n",
"\n",
"* Z EU sa stalo to čím bývalo Rakúsko Uhorsko = žalár národov\n",
" 79% of those in group B who voted on statement 50 agreed.\n",
"\n",
"* EÚ je jedinou rozumnou cestou pre Slovensko\n",
" 72% of those in group B who voted on statement 42 disagreed.\n",
"\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 78% of those in group B who voted on statement 29 disagreed.\n",
"\n",
"\n",
"\n",
"GROUP A\n",
"* EU nie tá EU, do ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a NATO. Za chvíľu prestaneme ako národ týmto úplne existovať.\n",
" 75% of those in group A who voted on statement 33 agreed.\n",
"\n",
"* EÚ je hlavne o diktáte Bruselu.\n",
" 89% of those in group A who voted on statement 5 agreed.\n",
"\n",
"* EÚ je jedinou rozumnou cestou pre Slovensko\n",
" 72% of those in group A who voted on statement 42 disagreed.\n",
"\n",
"* Ako člen EÚ máme silnejší hlas vo svete.\n",
" 76% of those in group A who voted on statement 9 disagreed.\n",
"\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 79% of those in group A who voted on statement 29 disagreed.\n",
"\n",
"\n",
"GROUP B\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 92% of those in group B who voted on statement 29 agreed.\n",
"\n",
"* Cením si, že EÚ háji a presadzuje hodnoty demokracie.\n",
" 92% of those in group B who voted on statement 8 agreed.\n",
"\n",
"* EÚ je hlavne o diktáte Bruselu.\n",
" 87% of those in group B who voted on statement 5 disagreed.\n",
"\n",
"* EU robí katastrofálnu politiku-odsunula dlhy Grécka, nepresvedčila Britov pri Brexite, nezvládla migráciu, vojnu na UA, čiastočne epidémiu.\n",
" 71% of those in group B who voted on statement 40 disagreed.\n",
"\n",
"* Vidíme kto vládne v EÚ. Kebyže sú tam ľudia zo zdravým rozumom, nemám námietky. Ale v súčastnosti ako Uršuľa nás zavedú do pekla,a podobný\n",
" 71% of those in group B who voted on statement 32 disagreed.\n",
"\n",
"\n",
"\n",
"GROUP A\n",
"* EU nie tá EU, do ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a NATO. Za chvíľu prestaneme ako národ týmto úplne existovať.\n",
" 66% of those in group A who voted on statement 33 agreed.\n",
"\n",
"* Z EU sa stalo to čím bývalo Rakúsko Uhorsko = žalár národov\n",
" 74% of those in group A who voted on statement 50 agreed.\n",
"\n",
"* EÚ je jedinou rozumnou cestou pre Slovensko\n",
" 64% of those in group A who voted on statement 42 disagreed.\n",
"\n",
"* Bez EÚ nemáme šancu. Aj keď nefunguje ideálne, stále je to ta najlepšia alternatíva.\n",
" 65% of those in group A who voted on statement 70 disagreed.\n",
"\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 69% of those in group A who voted on statement 29 disagreed.\n",
"\n",
"\n",
"GROUP B\n",
"* Budme radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv Ruska\n",
" 96% of those in group B who voted on statement 29 agreed.\n",
"\n",
"* EÚ je jedinou rozumnou cestou pre Slovensko\n",
" 98% of those in group B who voted on statement 42 agreed.\n",
"\n",
"* EU sa zmenila. Od colnej únie k diktátu v malichernostiach a aj vo veľkých veciach. To nedopadne dobre.\n",
" 80% of those in group B who voted on statement 37 disagreed.\n",
"\n",
"* EU robí katastrofálnu politiku-odsunula dlhy Grécka, nepresvedčila Britov pri Brexite, nezvládla migráciu, vojnu na UA, čiastočne epidémiu.\n",
" 78% of those in group B who voted on statement 40 disagreed.\n",
"\n",
"* Z EU sa stalo to čím bývalo Rakúsko Uhorsko = žalár národov\n",
" 91% of those in group B who voted on statement 50 disagreed.\n",
"\n",
"\n",
"\n",
"PCA PaCMAP LocalMAP\n",
"------------------------------------------------------------ ------------------------------------------------------------ ------------------------------------------------------------\n",
"GROUP A GROUP A GROUP A\n",
"* Budme radi, ze sme clenom jedneho elitneho * EU nie tá EU, do ktorej sme vstupovali. Čím skôr * EU nie tá EU, do ktorej sme vstupovali. Čím skôr\n",
"zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu je potrebné vystúpiť z EU a NATO. Za chvíľu prestaneme ako je potrebné vystúpiť z EU a NATO. Za chvíľu prestaneme ako\n",
"sancu. Dostali by sme sa pod vplyv Ruska národ týmto úplne existovať. národ týmto úplne existovať.\n",
" 93% of those in 75% of those in group A who 66% of those in group A who\n",
"group A who voted on statement 29 agreed. voted on statement 33 agreed. voted on statement 33 agreed.\n",
"\n",
"* EÚ je hlavne o * EÚ je hlavne o diktáte * Z EU sa stalo to čím bývalo\n",
"diktáte Bruselu. Bruselu. Rakúsko Uhorsko = žalár národov\n",
" 89% of those in group A who voted on 89% of those in group A who voted on statement 5 74% of those in group A\n",
"statement 5 disagreed. agreed. who voted on statement 50 agreed.\n",
"\n",
"* EU robí katastrofálnu politiku- * EÚ je jedinou rozumnou cestou pre Slovensko * EÚ je jedinou rozumnou\n",
"odsunula dlhy Grécka, nepresvedčila Britov pri Brexite, 72% of those in group A who voted on statement 42 disagreed. cestou pre Slovensko\n",
"nezvládla migráciu, vojnu na UA, čiastočne epidémiu. * Ako člen EÚ máme silnejší hlas vo svete. 64% of those in group A who voted on\n",
" 72% 76% of those statement 42 disagreed.\n",
"of those in group A who voted on statement 40 disagreed. in group A who voted on statement 9 disagreed.\n",
" * Bez EÚ nemáme šancu. Aj keď\n",
"* * Budme nefunguje ideálne, stále je to ta najlepšia alternatíva.\n",
"Vidíme kto vládne v EÚ. Kebyže sú tam ľudia zo zdravým radi, ze sme clenom jedneho elitneho zoskupenia. V globalnej 65% of those in group A who voted on statement 70 disagreed.\n",
"rozumom, nemám námietky. Ale v súčastnosti ako Uršuľa nás konkurencii by SK mimo EU ziadnu sancu. Dostali by sme sa * Budme radi, ze sme clenom jedneho elitneho zoskupenia. V\n",
"zavedú do pekla,a podobný pod vplyv Ruska globalnej konkurencii by SK mimo EU ziadnu sancu. Dostali by\n",
" 73% of those in group A who 79% of those in group A who voted on sme sa pod vplyv Ruska\n",
"voted on statement 32 disagreed. statement 29 disagreed. 69% of those in group A who voted\n",
" on statement 29 disagreed.\n",
"* EU je v podstate diktát\n",
"ako bolo RVHP pod sovietskou kontrolou. Snaží sa vytesniť GROUP B\n",
"právo veta malých štátov, a nasilu natlačiť svoju agendu. * Budme radi, ze sme GROUP B\n",
"82% of those in group A who voted on statement 31 disagreed. clenom jedneho elitneho zoskupenia. V globalnej konkurencii * Budme radi, ze sme\n",
"GROUP B by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv clenom jedneho elitneho zoskupenia. V globalnej konkurencii\n",
"* EÚ je hlavne o diktáte Bruselu. Ruska by SK mimo EU ziadnu sancu. Dostali by sme sa pod vplyv\n",
" 88% of those in 92% of those in group B who voted on statement 29 Ruska\n",
"group B who voted on statement 5 agreed. agreed. 96% of those in group B who voted on statement 29\n",
" agreed.\n",
"* EU nie tá EU, do * Cením si, že EÚ háji a presadzuje hodnoty\n",
"ktorej sme vstupovali. Čím skôr je potrebné vystúpiť z EU a demokracie. * EÚ je jedinou rozumnou cestou pre Slovensko\n",
"NATO. Za chvíľu prestaneme ako národ týmto úplne 92% of those in group B who voted on 98% of those in group B who voted on statement 42 agreed.\n",
"existovať. statement 8 agreed.\n",
" 74% of those in group B who voted on statement *\n",
"33 agreed. * EÚ je hlavne o diktáte Bruselu. EU sa zmenila. Od colnej únie k diktátu v malichernostiach a\n",
" 87% of those in group B who voted on statement 5 disagreed. aj vo veľkých veciach. To nedopadne dobre.\n",
"* Z EU sa stalo to čím bývalo Rakúsko Uhorsko = * EU robí katastrofálnu politiku-odsunula dlhy Grécka, 80% of those\n",
"žalár národov nepresvedčila Britov pri Brexite, nezvládla migráciu, vojnu in group B who voted on statement 37 disagreed.\n",
" 79% of those in group B who voted on na UA, čiastočne epidémiu.\n",
"statement 50 agreed. 71% of those in group B who * EU robí\n",
" voted on statement 40 disagreed. katastrofálnu politiku-odsunula dlhy Grécka, nepresvedčila\n",
"* EÚ je jedinou rozumnou cestou pre Britov pri Brexite, nezvládla migráciu, vojnu na UA,\n",
"Slovensko * Vidíme kto vládne v EÚ. čiastočne epidémiu.\n",
" 72% of those in group B who voted on statement Kebyže sú tam ľudia zo zdravým rozumom, nemám námietky. Ale 78% of those in group B who voted on\n",
"42 disagreed. v súčastnosti ako Uršuľa nás zavedú do pekla,a podobný statement 40 disagreed.\n",
" 71% of those in group B who voted on statement 32 disagreed.\n",
"* Budme radi, ze sme clenom jedneho elitneho * Z EU sa stalo to čím bývalo\n",
"zoskupenia. V globalnej konkurencii by SK mimo EU ziadnu Rakúsko Uhorsko = žalár národov\n",
"sancu. Dostali by sme sa pod vplyv Ruska 91% of those in group B\n",
" 78% of those in who voted on statement 50 disagreed.\n",
"group B who voted on statement 29 disagreed.\n"
]
}
],
"source": [
"%pip install --quiet tabulate\n",
"\n",
"import math\n",
"from reddwarf.utils.stats import calculate_comment_statistics_dataframes, select_representative_statements\n",
"import pandas as pd\n",
"\n",
"from tabulate import tabulate\n",
"from reddwarf.data_presenter import print_repness\n",
"\n",
"# Plotting and rendering representative group statements\n",
"\n",
"pid_labels = raw_vote_matrix.index[cluster_mask].to_list()\n",
"\n",
"MAX_COLS = 3 # <-- How many plots per row\n",
"n_embeddings = len(embeddings)\n",
"n_cols = min(MAX_COLS, n_embeddings)\n",
"n_rows = math.ceil(n_embeddings / MAX_COLS)\n",
"\n",
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 5 * n_rows))\n",
"\n",
"# Various toggles for rendering graph\n",
"SHOW_PARTICIPANT_IDS = False\n",
"FLIP_X = False\n",
"FLIP_Y = True\n",
"# Set to name of algo: \"PCA\", \"PaCMAP\", \"LocalMAP\"\n",
"# Set to \"polis\" to show originals from API.\n",
"LOCK_CLUSTER = \"polis\"\n",
"LOCK_CLUSTER = False\n",
"LOCK_CLUSTER = \"LocalMAP\"\n",
"\n",
"# Ensure axes is a flat list, even if 1 row\n",
"axes = np.atleast_1d(axes).flatten()\n",
"\n",
"# Save the last scatterplot to add colorbar\n",
"sc = None\n",
"\n",
"for ax, (name, data) in zip(axes, embeddings.items()):\n",
" X = data[\"X\"]\n",
" x = X[cluster_mask, 0]\n",
" y = X[cluster_mask, 1]\n",
"\n",
" kmeans = data[\"kmeans\"]\n",
"\n",
" if not LOCK_CLUSTER:\n",
" colors = kmeans.labels_ if kmeans else None\n",
" else:\n",
" if LOCK_CLUSTER == \"polis\":\n",
" colors = cluster_labels\n",
" else:\n",
" colors = embeddings[LOCK_CLUSTER][\"kmeans\"].labels_\n",
"\n",
" # Print messy group member counts\n",
" print({int(l): list(kmeans.labels_).count(l) for l in set(kmeans.labels_)})\n",
"\n",
"\n",
" sc = ax.scatter(x, y, c=colors, cmap='tab10')\n",
" ax.set_title(f\"{name} Projection\")\n",
"\n",
" # Too crowded for participant ID labels.\n",
" if SHOW_PARTICIPANT_IDS:\n",
" for xi, yi, label in zip(x, y, pid_labels):\n",
" ax.text(xi, yi, label, fontsize=6, color=\"gray\", ha='right', va='bottom')\n",
" if FLIP_X:\n",
" ax.invert_xaxis()\n",
" if FLIP_Y:\n",
" ax.invert_yaxis()\n",
"\n",
"# Add one colorbar\n",
"cbar = fig.colorbar(sc, ax=ax)\n",
"cbar.set_label('Cluster Label') # Optional label for the colorbar\n",
"\n",
"# Hide any unused axes (if there are extra empty slots)\n",
"for i in range(len(embeddings), len(axes)):\n",
" axes[i].axis('off')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"import io\n",
"import contextlib\n",
"import textwrap\n",
"\n",
"cols = []\n",
"# Write the representative group statements below.\n",
"for name, data in embeddings.items():\n",
" grouped_stats_df, gac_df = calculate_comment_statistics_dataframes(\n",
" vote_matrix=raw_vote_matrix.loc[all_clustered_participant_ids, :],\n",
" cluster_labels=data[\"kmeans\"].labels_,\n",
" )\n",
" repness = select_representative_statements(grouped_stats_df=grouped_stats_df)\n",
"\n",
" string_io = io.StringIO()\n",
" with contextlib.redirect_stdout(string_io):\n",
" print_repness(repness=repness, statements_data=loader.comments_data)\n",
" output = string_io.getvalue()\n",
" print(output)\n",
" output = textwrap.wrap(output, width=60, replace_whitespace=False)\n",
" output = \"\\n\".join(output)\n",
" cols.append((name, output))\n",
"\n",
"headers, data = zip(*cols)\n",
"print(tabulate([data], headers=headers))\n"
]
}
],
"metadata": {
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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