jbochenek/political

Project Code:
Instructions/Data loading for this project are in the .ipynb file, and it should be able to run from top to bottom, loading code and training models. If loading pretraining models instead, please skip the training cells and run the load model cells instead.

Model Output (from Generator):

| | | | Temperature |
|--------|-------------------|-----------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | Political Party | 0.5 |
| Prompt | think about | Democrat | think about the dangers of gun violence . i ' m happy to have the endorsement of the brady campaign for women ' s rights and the first female women ' s law center . |
| | | Republican | think about the president ' s speech ? |
| | I am | Democrat | i am proud to serve in congress . |
| | | Republican | i am pleased to see that the department of defense will continue to support the national guard and the entire state of kansas . |
| | Keystone Pipeline | Democrat | keystone pipeline and the food stamp program . i ' m happy to have the support of the farm bureau and the afl - cio . |
| | | Republican | keystone pipeline pipeline pipeline and jobs . |
| | Gun control | Democrat | gun control legislation . |
| | | Republican | gun control programs and the executive order . you can watch the hearing live here |

| | | | Temperature |
|--------|-------------------|-----------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | Political Party | 0.7 |
| Prompt | think about | Democrat | think about the conscience of the world . i hope you will join me and the other members of the great community for the community ' s congressional black caucus . |
| | | Republican | think about the threat posed by isis ? you can watch it here . |
| | I am | Democrat | i am glad that the house is taking an important step forward . with the passing of this bill i absolutely believe that this legislation will continue to improve the development of our economy and create jobs . |
| | | Republican | i am glad to see the senate pass the bill so that we can work together to prevent the spread of this horrible disease . |
| | Keystone Pipeline | Democrat | keystone pipeline and the food capacity of the big oil industry . |
| | | Republican | keystone pipeline pipeline pipeline security jobs and the economy . |
| | Gun control | Democrat | gun control legislation . |
| | | Republican | gun control programs and the food stamp program . i ' m happy to have my ar1 colleagues in my dc office . |

| | | | Temperature |
|--------|-------------------|-----------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | Political Party | 0.75 |
| Prompt | think about | Democrat | think about the conscience of the world . i so believe that a symbol of faith is not . |
| | | Republican | think about the threat posed by isis ? you can watch it here . |
| | I am | Democrat | i am glad that the house is taking an important step forward . with the passing of this bill i absolutely believe that this legislation will continue to improve the development of our economy and create jobs . |
| | | Republican | i am glad to see the senate pass the president ' s desk . |
| | Keystone Pipeline | Democrat | keystone pipeline and the food capacity of rice . so many of our neighbors are struggling to afford . |
| | | Republican | keystone pipeline pipeline pipeline security jobs and the president ' s decision to approve the keystone pipeline . |
| | Gun control | Democrat | gun control legislation . |
| | | Republican | gun control programs and the food stamp program . i so believe that a child is a son of a radical household and a woman of a second child of one . i ' m grateful for the work you do to help individuals and families for more than half years . |

| | | | Temperature |
|--------|-------------------|-----------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | Political Party | 0.8 |
| Prompt | think about | Democrat | think about the conscience of the world . i so believe that a symbol of faith is not . absolutely fact the glory of the world should be exhausted to be any given the ray ' s words on the american way . |
| | | Republican | think about the threat posed by isis ? you can watch it here . |
| | I am | Democrat | i am serious about the tactics that are you on so many . please go to |
| | | Republican | i am serious about the security of americans . i believe it is a disgrace that the united states must absolutely develop the tools with the president to do what it means to protect the homeland and ensure that the safety and security of our nation has been addressed . |
| | Keystone Pipeline | Democrat | keystone pipeline does not go to the bottom table . so it is a disgrace that the republican leadership may absolutely muster the clean power of the gop proposal to advance the house ' s bipartisan resolution . we should not be throwing a christmas break for the president ' s cabinet . if you have the opportunity to tell you the views are not really easy to do something or tell us the best way to spend the time at the grand opening of the new facility will be closed on saturday september 5th at 6 3 p . m . |
| | | Republican | keystone pipeline pipeline salvage pipeline security jobs and the president ' s decision to approve the keystone pipeline . |
| | Gun control | Democrat | gun control legislation . |
| | | Republican | gun control programs and the food stamp program . i so believe that a child is a son of well absolutely household and a woman . i ' m proud to be co - sponsoring a bill to ensure that the american people will actually have their choice . |

| | | | Temperature |
|--------|-------------------|-----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | Political Party | 1 |
| Prompt | think about | Democrat | think about the threat made by gun violence . i so believe that reinstating the scott - led amendment to absolutely eliminate gun violence with the cases of assault weapons and other gun sales is a national disgrace and on the senate floor . as i said i am sen . brown |
| | | Republican | think about the threat posed by isis . you can watch a q a about my efforts this week . |
| | I am | Democrat | i am serious about the tactics that define you . so please end with the attacks on this campaign . absolutely great to see the community supporting campaign finance laws and our state ' s ray ' s campaign on the island . will you join me |
| | | Republican | i am serious about implementing the tax code . i so believe that a simpler fairer tax code puts our nation and the private sector ahead of a job of our fairer tax code and investing in decreasing healthcare savings . read more about my bill hr |
| | Keystone Pipeline | Democrat | keystone pipeline gambling . i know that you can watch a happy discussion about scott ' s amendment . |
| | | Republican | keystone pipeline pipeline salvage pipeline security jobs and u . s . transportation system . |
| | Gun control | Democrat | gun control legislation is made in the 114th congress . so bipartisan end act . |
| | | Republican | gun control programs made by gun owners and my so bipartisan opponent . the scott debate this amendment is absolutely simple and written . it ' s the average one deal that was snuck into a bill on the senate floor . as i said i explained sen . pat toomey ' |

项目代码：
本项目的指令与数据加载流程均存放于.ipynb文件中，该文件可按自上而下的顺序流畅运行，完成代码加载与模型训练。若需加载预训练模型，请跳过训练单元格，仅运行模型加载相关代码块。

模型生成器输出：

| | | | 温度参数（Temperature） |
|--------|-------------------|-----------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | 政党（Political Party） | 0.5 |
| 提示词 | 思考…… | 民主党（Democrat） | 思考枪支暴力的危害。我很高兴获得布雷迪妇女权利运动（Brady Campaign for Women's Rights）与首家妇女法律中心（Women's Law Center）的背书。 |
| | | 共和党（Republican） | 思考总统的演讲？ |
| | 我是 | 民主党 | 我为能在国会任职感到自豪。 |
| | | 共和党 | 我很高兴看到国防部将继续支持国民警卫队与整个堪萨斯州。 |
| | 拱心石输油管道（Keystone Pipeline） | 民主党 | 拱心石输油管道与食品券项目。我很高兴获得美国农场联合会（Farm Bureau）与美国劳工联合会-产业工会联合会（AFL-CIO）的支持。 |
| | | 共和党 | 拱心石输油管道、输油管道、输油管道与就业。 |
| | 枪支管控（Gun control） | 民主党 | 枪支管控立法。 |
| | | 共和党 | 枪支管控项目与行政命令。您可在此观看听证会直播 |

| | | | 温度参数（Temperature） |
|--------|-------------------|-----------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | 政党（Political Party） | 0.7 |
| 提示词 | 思考…… | 民主党（Democrat） | 思考世界的良知。我希望您能与我以及伟大社群的其他成员一同参与国会黑人核心小组（Congressional Black Caucus）的社群活动。 |
| | | 共和党（Republican） | 思考伊斯兰国（ISIS）构成的威胁？您可在此观看相关内容。 |
| | 我是 | 民主党 | 我很高兴众议院迈出了重要的一步。随着该法案的通过，我坚信这项立法将持续推动我国经济发展并创造就业岗位。 |
| | | 共和党 | 我很高兴看到参议院通过该法案，以便我们能够共同努力阻止这种可怕疾病的传播。 |
| | 拱心石输油管道（Keystone Pipeline） | 民主党 | 拱心石输油管道与大型石油行业的食品供应能力。 |
| | | 共和党 | 拱心石输油管道、输油管道、输油管道、安全与就业。 |
| | 枪支管控（Gun control） | 民主党 | 枪支管控立法。 |
| | | 共和党 | 枪支管控项目与食品券项目。我很高兴我的AR1办公室同事能在华盛顿特区的办公室协助我。 |

| | | | 温度参数（Temperature） |
|--------|-------------------|-----------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | 政党（Political Party） | 0.75 |
| 提示词 | 思考…… | 民主党（Democrat） | 思考世界的良知。我坚信信仰的象征并非如此。 |
| | | 共和党（Republican） | 思考伊斯兰国（ISIS）构成的威胁？您可在此观看相关内容。 |
| | 我是 | 民主党 | 我很高兴众议院迈出了重要的一步。随着该法案的通过，我坚信这项立法将持续推动我国经济发展并创造就业岗位。 |
| | | 共和党 | 我很高兴看到参议院通过了总统办公桌上的法案。 |
| | 拱心石输油管道（Keystone Pipeline） | 民主党 | 拱心石输油管道与大米的食品供应能力。我们众多邻国正为承担得起相关成本而苦苦挣扎。 |
| | | 共和党 | 拱心石输油管道、输油管道、输油管道、安全与就业，以及总统批准拱心石输油管道的决定。 |
| | 枪支管控（Gun control） | 民主党 | 枪支管控立法。 |
| | | 共和党 | 枪支管控项目与食品券项目。我坚信孩子来自激进家庭，女性来自二孩家庭。我感谢您半个多世纪以来为帮助个人与家庭所付出的努力。 |

| | | | 温度参数（Temperature） |
|--------|-------------------|-----------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | 政党（Political Party） | 0.8 |
| 提示词 | 思考…… | 民主党（Democrat） | 思考世界的良知。我坚信信仰的象征并非如此。毫无疑问，世界的荣光应当归于那些以“雷氏言论”诠释美国道路的人。 |
| | | 共和党（Republican） | 思考伊斯兰国（ISIS）构成的威胁？您可在此观看相关内容。 |
| | 我是 | 民主党 | 我对当下诸多战术持严肃态度。请移步 |
| | | 共和党 | 我对美国人的安全持严肃态度。我认为，美国必须拥有必要工具，与总统一道保护国土、确保国家的安全与稳定，这一现状是一种耻辱。 |
| | 拱心石输油管道（Keystone Pipeline） | 民主党 | 拱心石输油管道并未触及根本。令人耻辱的是，共和党领导层或许会充分利用共和党提案的清洁能源优势，推进众议院的两党决议。我们不应在9月5日周六下午6点3分的新设施盛大开幕之际，为总统内阁安排圣诞假期。若您有机会表达观点，这并非易事，或请告知我们最佳的安排方式。 |
| | | 共和党 | 拱心石输油管道、输油管道、修复输油管道、安全与就业，以及总统批准拱心石输油管道的决定。 |
| | 枪支管控（Gun control） | 民主党 | 枪支管控立法。 |
| | | 共和党 | 枪支管控项目与食品券项目。我坚信孩子来自小康家庭，女性……我很自豪共同发起一项法案，以确保美国民众能够真正拥有选择权。 |

| | | | 温度参数（Temperature） |
|--------|-------------------|-----------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| | | 政党（Political Party） | 1 |
| 提示词 | 思考…… | 民主党（Democrat） | 思考枪支暴力构成的威胁。我坚信恢复斯科特领导的修正案，以绝对消除突击武器（assault weapons）与其他枪支销售相关的枪支暴力问题，是参议院的耻辱。正如我所说，我是参议员布朗（Sen. Brown）。 |
| | | 共和党（Republican） | 思考伊斯兰国（ISIS）构成的威胁。您可在此观看有关我本周工作的问答环节。 |
| | 我是 | 民主党 | 我对定义你的战术持严肃态度。请停止对本次竞选的攻击。很高兴看到社群支持竞选财务法与我们州雷氏竞选活动在岛上的开展。您愿意加入我吗 |
| | | 共和党 | 我对实施税法持严肃态度。我坚信更简洁、更公平的税法将把国家与私营部门置于更公平的税法与减少医疗储蓄的投资之前。请阅读有关我的众议院法案（HR）的更多内容 |
| | 拱心石输油管道（Keystone Pipeline） | 民主党 | 拱心石输油管道相关的投机行为。我知道您可以观看有关斯科特修正案的愉快讨论。 |
| | | 共和党 | 拱心石输油管道、输油管道、修复输油管道、安全与就业以及美国交通运输系统。 |
| | 枪支管控（Gun control） | 民主党 | 枪支管控立法制定于第114届国会。这是一项两党最终法案。 |
| | | 共和党 | 枪支管控项目由枪支所有者与我的两党对手制定。斯科特关于该修正案的辩论绝对简单且合乎情理。这是一项被悄悄塞进参议院法案的普通协议。正如我所说，我解释了参议员帕特·图米（Sen. Pat Toomey）的观点。 |

原始信息汇总

数据集概述

数据集结构

本数据集包含多个表格，每个表格记录了不同政治党派（民主党和共和党）在不同温度设定下的响应。每个表格包含以下字段：

• Prompt: 提示问题或主题
• Political Party: 政治党派（民主党或共和党）
• Response: 党派成员的回答
• Temperature: 温度设定，影响模型输出的随机性

数据内容示例

温度0.5的示例

• Prompt: "think about"
  • Political Party: "Democrat"
    • Response: "think about the dangers of gun violence. Im happy to have the endorsement of the Brady Campaign for Womens Rights and the first female Womens Law Center."
  • Political Party: "Republican"
    • Response: "think about the presidents speech?"

温度0.7的示例

• Prompt: "think about"
  • Political Party: "Democrat"
    • Response: "think about the conscience of the world. I hope you will join me and the other members of the great community for the communitys Congressional Black Caucus."
  • Political Party: "Republican"
    • Response: "think about the threat posed by ISIS? You can watch it here."

温度0.75的示例

• Prompt: "think about"
  • Political Party: "Democrat"
    • Response: "think about the conscience of the world. I so believe that a symbol of faith is not."
  • Political Party: "Republican"
    • Response: "think about the threat posed by ISIS? You can watch it here."

温度0.8的示例

• Prompt: "think about"
  • Political Party: "Democrat"
    • Response: "think about the conscience of the world. I so believe that a symbol of faith is not. Absolutely fact the glory of the world should be exhausted to be any given the rays words on the American way."
  • Political Party: "Republican"
    • Response: "think about the threat posed by ISIS? You can watch it here."

温度1的示例

• Prompt: "think about"
  • Political Party: "Democrat"
    • Response: "think about the threat made by gun violence. I so believe that reinstating the Scott-led amendment to absolutely eliminate gun violence with the cases of assault weapons and other gun sales is a national disgrace and on the senate floor. As I said I am Sen. Brown"
  • Political Party: "Republican"
    • Response: "think about the threat posed by ISIS. You can watch a Q&A about my efforts this week."

数据集用途

本数据集适用于分析不同政治党派在特定议题上的立场和表达方式，以及温度设定对模型输出结果的影响。

搜集汇总

背景与挑战

背景概述

该数据集是一个政治相关的文本数据集，包含50多万条数据，分为训练、验证和测试集，内容涵盖政治言论和政策讨论。