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1.选择数据集 3.选取用于计算的字段，这里的例子选择 ‘流量FM-0201’: ‘SolarRFM_0201’， '太阳能矩阵供水总管，温度TE-049': 'SolarHWLoop_ST’, ‘太阳能矩阵回水总管，温度TE-050’: ‘SolarHWLoop_RT‘，还有时间字段 time_data。 4.增加计算字段，来计算我们想要的值 （太阳能集热量）数据类型要选指标（代 温度TE-0701’: ‘HHWLoop_ST’，‘温度’: ‘OAT’,还有时间列 time_data） 先创建关联数据集选取上述提到的字段，预览如下图所示。 4.现在有了供水温度和时间的一元数据，我们需要做成二元数据 以供散点图使用，转到字段管理页面新建计算字段x_oat_st。 使用函数ListValues([OAT],[HHWLoop_ST])来将两者合并为一组二 元数据。如下图： 使用同样的操作，类型选择指标再创建一个数值一样，但是用 于显示的y轴值。 6.转到仪表板界面：新建视图，选择刚刚你建好的数据集，并且 选择echarts图表里的散点图。 3.散点图绘制说明 7. 将x_oat_st和y_oat_st分别拖入到维度和指标中。 8.在左侧点击组件选择时间范围拖到背景板，为这个散点图增加 时间选择的模块。 9. 选择组件中的时间拖入右 上方并勾选控制范围。最后 确定。 3.散点图绘制说明

the following: • The start date of the Time Periods and Fiscal or Accounting Year (eg 1st April, 1st January, 1st June etc) • Tax Return Form (NOTE: Need TO CHECK how important this is and where it is an abbreviation for Fiscal Year 2010-2011) 6. Select '1st April 2010' using the calendar lookup in the 'From Date' field 7. Select '1st April 2011' using the calendar lookup in the 'Thru Date' field field (NOTE: Even though we want our financial year to end on 31st March 2011 the test used is based on less than not an equal to) 8. Leave the 'Is Closed' field at its default of 'No' 9. Press the 'Create'

the following: • The start date of the Time Periods and Fiscal or Accounting Year (eg 1st April, 1st January, 1st June etc) • Tax Return Form (NOTE: Need TO CHECK how important this is and where it is an abbreviation for Fiscal Year 2010-2011) 6. Select '1st April 2010' using the calendar lookup in the 'From Date' field 7. Select '1st April 2011' using the calendar lookup in the 'Thru Date' field field (NOTE: Even though we want our financial year to end on 31st March 2011 the test used is based on less than not an equal to) 8. Leave the 'Is Closed' field at its default of 'No' 9. Press the 'Create'

the metric. Moreover, we employ LiveCodeBench (Jain et al., 2024) questions from September 1st, 2023 to April 1st, 2024 to evaluate chat models. In addition to the standard benchmarks, we further evaluate LiveCodeBench, where the questions of LiveCodeBench are selected from the period between September 1st, 2023, and April 1st, 2024. As shown in the figure, DeepSeek-V2 Chat (RL) demonstrates considerable proficiency LiveCodeBench. The questions of Live- CodeBench are selected from the period between September 1st, 2023 and April 1st, 2024. G. Evaluation Formats We present our evaluation formats for each benchmark in Table

the following: • The start date of the Time Periods and Fiscal or Accounting Year (eg 1st April, 1st January, 1st June etc) • Tax Return Form (NOTE: Need TO CHECK how important this is and where it is an abbreviation for Fiscal Year 2010-2011) 6. Select '1st April 2010' using the calendar lookup in the 'From Date' field 7. Select '1st April 2011' using the calendar lookup in the 'Thru Date' field field (NOTE: Even though we want our financial year to end on 31st March 2011 the test used is based on less than not an equal to) 8. Leave the 'Is Closed' field at its default of 'No' 9. Press the 'Create'

NA ProductAttribute attrDescription Added No NA ProductAverageCo st productAverageCo stTypeId Added No NA ProductAverageCo st facilityId Added No NA ProductContent sequenceNum Added No NA ProductKeyword Owner: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Issuer: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Serial number: 3e932169 Valid from: Tue Apr 08

Speed, World Bank, Ford Corporate, Gizmodo, Apple, Encyclopedia Britannica, Federal Reserve Bank of St. Louis, Wikimedia Commons, UBS Days to Reach 1MM Customers / Users – 1908-2022 ~2,500 ~1,680 74 measures build times for homes started in 2023. Source: xAI, USA Census Bureau, Federal Reserve Bank of St. Louis, Wikimedia Commons 122 Days = A Fully-Operational Data Center – 2024… 750,000 Sq. Ft = Size Information Technology, Hardware and Services in U.S. City Average.’ Source: USA Federal Reserve Bank of St. Louis (FRED), International Telecommunications Union (via World Bank) (4/25) 0 25 50 75 100

NA ProductAttribute attrDescription Added No NA ProductAverageCo st productAverageCo stTypeId Added No NA ProductAverageCo st facilityId Added No NA ProductContent sequenceNum Added No NA ProductKeyword Owner: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Issuer: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Serial number: 3e932169 Valid from: Tue Apr 08

NA ProductAttribute attrDescription Added No NA ProductAverageCo st productAverageCo stTypeId Added No NA ProductAverageCo st facilityId Added No NA ProductContent sequenceNum Added No NA ProductKeyword Owner: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Issuer: CN=localhost, OU=Sun Micro, O=Docs, L=Santa Clara, ST=CA, C=US Serial number: 3e932169 Valid from: Tue Apr 08