{ "cells": [ { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.522951Z", "end_time": "2025-02-09T20:52:57.531694Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.526116Z", "end_time": "2025-02-09T20:52:57.559094Z" } }, "outputs": [ { "data": { "text/plain": " MSN YYYYMM Value Column_Order \\\n0 CLEIEUS 197301 72.076 1 \n1 CLEIEUS 197302 64.442 1 \n2 CLEIEUS 197303 64.084 1 \n3 CLEIEUS 197304 60.842 1 \n4 CLEIEUS 197305 61.798 1 \n\n Description \\\n0 Coal Electric Power Sector CO2 Emissions \n1 Coal Electric Power Sector CO2 Emissions \n2 Coal Electric Power Sector CO2 Emissions \n3 Coal Electric Power Sector CO2 Emissions \n4 Coal Electric Power Sector CO2 Emissions \n\n Unit \n0 Million Metric Tons of Carbon Dioxide \n1 Million Metric Tons of Carbon Dioxide \n2 Million Metric Tons of Carbon Dioxide \n3 Million Metric Tons of Carbon Dioxide \n4 Million Metric Tons of Carbon Dioxide ", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
MSNYYYYMMValueColumn_OrderDescriptionUnit
0CLEIEUS19730172.0761Coal Electric Power Sector CO2 EmissionsMillion Metric Tons of Carbon Dioxide
1CLEIEUS19730264.4421Coal Electric Power Sector CO2 EmissionsMillion Metric Tons of Carbon Dioxide
2CLEIEUS19730364.0841Coal Electric Power Sector CO2 EmissionsMillion Metric Tons of Carbon Dioxide
3CLEIEUS19730460.8421Coal Electric Power Sector CO2 EmissionsMillion Metric Tons of Carbon Dioxide
4CLEIEUS19730561.7981Coal Electric Power Sector CO2 EmissionsMillion Metric Tons of Carbon Dioxide
\n
" }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv('./data/carbon_original.csv')\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.543394Z", "end_time": "2025-02-09T20:52:57.559094Z" } }, "outputs": [], "source": [ "use_data = data[data['MSN']=='CLEIEUS'].iloc[:,[2]]" ] }, { "cell_type": "code", "execution_count": 66, "outputs": [ { "data": { "text/plain": " Value\n0 72.076\n1 64.442\n2 64.084\n3 60.842\n4 61.798\n.. ...\n561 72.84\n562 71.41\n563 82.51\n564 115.772\n565 135.958\n\n[566 rows x 1 columns]", "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Value
072.076
164.442
264.084
360.842
461.798
......
56172.84
56271.41
56382.51
564115.772
565135.958
\n

566 rows × 1 columns

\n
" }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "use_data" ], "metadata": { "collapsed": false, "ExecuteTime": { "start_time": "2025-02-09T20:52:57.546122Z", "end_time": "2025-02-09T20:52:57.559094Z" } } }, { "cell_type": "code", "execution_count": 66, "outputs": [], "source": [], "metadata": { "collapsed": false, "ExecuteTime": { "start_time": "2025-02-09T20:52:57.553791Z", "end_time": "2025-02-09T20:52:57.559094Z" } } }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.556321Z", "end_time": "2025-02-09T20:52:57.560093Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\liuhao\\AppData\\Local\\Temp\\ipykernel_17444\\217526566.py:2: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", " dates = pd.date_range(start='2022-01-01', periods=566, freq='H')\n" ] } ], "source": [ "# 生成日期范围(484天)\n", "dates = pd.date_range(start='2022-01-01', periods=566, freq='H')\n", "dates=pd.DataFrame(dates, columns=['date'])" ] }, { "cell_type": "code", "execution_count": 68, "outputs": [], "source": [ "date_data=pd.concat([dates,use_data],axis=1)" ], "metadata": { "collapsed": false, "ExecuteTime": { "start_time": "2025-02-09T20:52:57.561164Z", "end_time": "2025-02-09T20:52:57.565207Z" } } }, { "cell_type": "code", "execution_count": 69, "outputs": [], "source": [ "# 将 'Value' 列转换为 float 类型\n", "date_data['Value'] = date_data['Value'].astype(float)" ], "metadata": { "collapsed": false, "ExecuteTime": { "start_time": "2025-02-09T20:52:57.565207Z", "end_time": "2025-02-09T20:52:57.569128Z" } } }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.569508Z", "end_time": "2025-02-09T20:52:57.675345Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 绘制第二列的图像\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(date_data.index, date_data['Value'], label='Value')\n", "plt.xlabel('Date')\n", "plt.ylabel('Value')\n", "plt.title('Time Series Plot of Second Column')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.666305Z", "end_time": "2025-02-09T20:52:57.675345Z" } }, "outputs": [], "source": [ "date_data.to_csv('data/carbon_data_hourly.csv', index=False, encoding='utf-8-sig')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "start_time": "2025-02-09T20:52:57.670401Z", "end_time": "2025-02-09T20:52:57.675898Z" } }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py39", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.21" } }, "nbformat": 4, "nbformat_minor": 2 }