jack 2 weeks ago
parent ff1345da2e
commit a411080533
  1. 0
      generated_alpha/2026/01/20/1.txt
  2. 59
      generated_alpha/2026/01/20/Pro_deepseek-ai_DeepSeek-V3.1-Terminus_170912.txt
  3. 59
      generated_alpha/2026/01/20/Pro_moonshotai_Kimi-K2-Thinking_175500.txt
  4. 61
      generated_alpha/2026/01/20/deepseek-ai_DeepSeek-V3.2-Exp_175018.txt
  5. 9
      main.py
  6. 726
      manual_prompt/2026/01/20/manual_prompt_20260120172419.txt
  7. 1032
      manual_prompt/2026/01/20/manual_prompt_20260120174909.txt
  8. 6
      prepare_prompt/alpha_prompt.txt
  9. 2
      prepare_prompt/keys_text.txt

@ -1,59 +0,0 @@
ts_std_dev(pv87_2_eps_qf_matrix_p1_chngratio_median, 120)
rank(ts_std_dev(pv87_2_cfps_qf_matrix_p1_chngratio_median, 120))
group_neutralize(ts_std_dev(pv87_2_ebitda_af_matrix_p1_chngratio_high, 120), pv13_h_min10_top3000_sector)
ts_rank(pv87_2_eps_qf_matrix_p1_chngratio_median, 20)
rank(ts_delta(accounts_payable_current, 30))
zscore(pv87_v2_expavg20_topic_nip_society)
rank(ts_mean(pv87_2_cfps_qf_matrix_p1_chngratio_median, 30))
ts_corr(pv87_2_eps_qf_matrix_p1_chngratio_median, pv87_2_cfps_qf_matrix_p1_chngratio_median, 60)
group_rank(ts_std_dev(oth401_game_sg_a_cost_ratio, 120), sta1_top1000c5)
rank(ts_backfill(pv87_2_eps_af_matrix_all_number, 30))
winsorize(ts_sum(pv87_2_ebitda_af_matrix_p1_chngratio_high, 250), std=4)
quantile(ts_delta(fnd3_Q_costofrevenue, 10), driver=gaussian)
ts_regression(pv87_2_eps_qf_matrix_p1_chngratio_median, pv87_2_sales_af_matrix_all_chngratio_high, 120, rettype=0)
rank(ts_av_diff(pv87_2_eps_qf_matrix_p1_chngratio_median, 20))
group_zscore(ts_mean(pv87_2_cfps_qf_matrix_p1_chngratio_median, 30), pv13_h_min10_top3000_sector)
ts_scale(ts_sum(pv87_2_sales_af_matrix_all_chngratio_high, 50), 50)
normalize(ts_product(pv87_2_ebitda_af_matrix_p1_chngratio_high, 10))
rank(ts_arg_max(pv87_2_eps_qf_matrix_p1_chngratio_median, 30))
ts_quantile(pv87_2_cfps_qf_matrix_p1_chngratio_median, 120, driver=gaussian)
signed_power(ts_delta(accounts_payable_current, 10), 0.5)
log(ts_sum(pv87_2_eps_af_matrix_all_number, 20))
if_else(ts_rank(pv87_2_eps_qf_matrix_p1_chngratio_median, 10) > 0.5, 1, -1)
rank(ts_std_dev(pv87_2_netprofit_af_matrix_p1_chngratio_high, 120))
ts_decay_linear(pv87_2_eps_qf_matrix_p1_chngratio_median, 30)
group_neutralize(ts_delta(fnd3_Q_costofrevenue, 30), pv13_h_min10_top3000_sector)
rank(zscore(pv87_v2_simpleavg60_topic_css_business))
ts_covariance(pv87_2_eps_qf_matrix_p1_chngratio_median, pv87_2_cfps_qf_matrix_p1_chngratio_median, 60)
rank(ts_count_nans(pv87_2_eps_af_matrix_all_number, 20))
ts_zscore(ts_sum(pv87_2_sales_af_matrix_all_chngratio_high, 20), 20)
rank(ts_min(pv87_2_ebitda_af_matrix_p1_chngratio_high, 50))

@ -0,0 +1,59 @@
zscore(group_neutralize(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), industry))
zscore(group_neutralize(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), industry))
zscore(group_neutralize(pv87_gross_margin_mean, industry))
ts_delta(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), 60)
ts_delta(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), 60)
ts_delta(pv87_gross_margin_mean, 60)
reverse(zscore(group_neutralize(ts_std_dev(ts_delta(log(quarterly_sales_total), 4), 60), industry)))
reverse(zscore(group_neutralize(ts_std_dev(divide(annual_cost_of_sales_total, add(annual_sales_total, 0.0001)), 60), industry)))
add(rank(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), rate=0), rank(pv87_gross_margin_mean, rate=0))
add(rank(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), rate=0), reverse(rank(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), rate=0)))
add(add(rank(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), rate=0), rank(pv87_gross_margin_mean, rate=0)), reverse(rank(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), rate=0)))
reverse(ts_std_dev(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 60))
reverse(ts_std_dev(pv87_gross_margin_mean, 60))
reverse(ts_std_dev(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), 60))
subtract(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 60), ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250))
subtract(ts_mean(pv87_gross_margin_mean, 60), ts_mean(pv87_gross_margin_mean, 250))
subtract(ts_mean(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), 60), ts_mean(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), 250))
ts_zscore(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250)
ts_zscore(pv87_gross_margin_mean, 250)
ts_zscore(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), 250)
quantile(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), driver="gaussian")
quantile(pv87_gross_margin_mean, driver="gaussian")
quantile(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), driver="gaussian")
winsorize(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), std=3)
winsorize(pv87_gross_margin_mean, std=3)
winsorize(divide(accounts_receivable_current, add(annual_sales_total, 0.0001)), std=3)
multiply(rank(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), rate=0), rank(pv87_gross_margin_mean, rate=0))
if_else(pv87_gross_margin_mean > ts_delay(pv87_gross_margin_mean, 60), ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), 0)
ts_decay_linear(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), 60)
subtract(add(rank(ts_mean(fnd72_pit_or_cr_q_accounts_payable_turnover_days, 250), rate=0), rank(pv87_gross_margin_mean, rate=0)), rank(ts_std_dev(ts_delta(log(quarterly_sales_total), 4), 60), rate=0))

@ -0,0 +1,61 @@
group_neutralize(divide(add(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_q_accounts_payable_turnover_days), add(fnd72_pit_or_cr_a_sales_growth, fnd72_pit_or_cr_q_sales_growth)), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 250), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 120), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 60), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 30), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 20), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 10), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 40), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 50), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 250), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 250), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 120), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 120), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 60), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 60), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 30), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 30), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 20), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 20), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 10), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 10), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 40), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 40), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 50), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 50), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 250), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 250), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 120), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 120), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_a_accounts_payable_turnover_days, fnd72_pit_or_cr_a_sales_growth), 60), group)
group_neutralize(ts_zscore(divide(fnd72_pit_or_cr_q_accounts_payable_turnover_days, fnd72_pit_or_cr_q_sales_growth), 60), group)

@ -2,6 +2,7 @@
import os
import random
import sys
import threading
import openai
import httpx
import csv
@ -46,9 +47,10 @@ alpha_prompt_path = os.path.join(PREPARE_PROMPT, "alpha_prompt.txt")
SILICONFLOW_API_KEY = "sk-pvdiisdowmuwkrpnxsrlhxaovicqibmlljwrwwvbbdjaitdl"
SILICONFLOW_BASE_URL = "https://api.siliconflow.cn/v1"
MODELS = [
'Pro/deepseek-ai/DeepSeek-V3.1-Terminus',
# 'deepseek-ai/DeepSeek-V3.2-Exp',
# 'Pro/deepseek-ai/DeepSeek-V3.1-Terminus',
'deepseek-ai/DeepSeek-V3.2-Exp',
# 'Qwen/Qwen3-VL-235B-A22B-Instruct',
'Pro/moonshotai/Kimi-K2-Thinking',
# 'MiniMaxAI/MiniMax-M2',
# 'zai-org/GLM-4.6',
# 'inclusionAI/Ring-flash-2.0',
@ -470,7 +472,8 @@ def main():
prompt = prepare_prompt(data_sets)
# # 如果需要手动在页面段模型, 使用提示词, 打开这个, 将生成的提示词存到本地
manual_prompt(prompt)
save_thread = threading.Thread(target=manual_prompt, args=(prompt,))
save_thread.start()
if USE_AI:
for model in MODELS:

@ -0,0 +1,726 @@
供应链集中度风险溢价
假设
当企业对少数供应商高度依赖时,其运营韧性较弱,易受外部冲击(如地缘政治、自然灾害或供应商财务危机)影响,从而增加盈利波动性和违约风险。市场通常低估此类“隐性脆弱性”,导致高供应链集中度公司的股票在中期内表现落后。因此,可对供应链集中度高的公司建立空头仓位,反之建立多头仓位。
实施方案
使用供应商集中度相关指标(如前五大供应商采购占比)衡量依赖程度。为提升数据覆盖,采用时序回填算子处理缺失值,并将该指标与行业分位数比较以控制结构性差异。同时结合应付账款周转天数和采购成本波动率作为辅助验证变量,增强信号稳健性。
*=========================================================================================*
输出格式:
输出必须是且仅是纯文本。
每一行是一个完整、独立、语法正确的WebSim表达式。
严禁任何形式的解释、编号、标点包裹(如引号)、Markdown格式或额外文本。
===================== !!! 重点(输出方式) !!! =====================
现在,请严格遵守以上所有规则,开始生成可立即在WebSim中运行的复合因子表达式。
不要自行假设, 你需要用到的操作符 和 数据集, 必须从我提供给你的里面查找, 并严格按照里面的使用方法进行组合
**输出格式**(一行一个表达式, 每个表达式中间需要添加一个空行, 只要表达式本身, 不需要赋值, 不要解释, 不需要序号, 也不要输出多余的东西):
表达式
表达式
表达式
...
表达式
=================================================================
重申:请确保所有表达式都使用WorldQuant WebSim平台函数,不要使用pandas、numpy或其他Python库函数。输出必须是一行有效的WQ表达式。
以下是我的账号有权限使用的操作符, 请严格按照操作符, 以及我提供的数据集, 进行生成,组合 30 个 alpha:
不要自行假设, 你需要用到的操作符 和 数据集, 必须从我提供给你的里面查找, 并严格按照里面的使用方法进行组合
=================================================================
**智能参数匹配**:
- 动量类:短周期[10,20,30]捕捉近期趋势
- 反转类:中周期[40,50,60]识别过度反应
- 波动类:长周期[120,250]确保统计稳定性
- 流动性类:多周期对比分析异常变化
**噪声处理技术**:
- 移动平均线:平滑噪声,突出趋势
- 标准偏差:测量波动程度
- 归一化:将不同时间窗口的因子值调整到同一尺度
**嵌套结构逻辑**:
- 单层:直接有效的原始信号
- 双层:信号提炼与降噪处理
- 三层:多维度特征融合与增强
**操作符汇总
**算术运算符 (Arithmetic):
abs(x) - 绝对值
add(x, y, filter=false) - 加法 (x + y)
densify(x) - 分组字段稠密化
divide(x, y) - 除法 (x / y)
inverse(x) - 倒数 (1/x)
log(x) - 自然对数
max(x, y, ..) - 最大值
min(x, y, ..) - 最小值
multiply(x, y, filter=false) - 乘法 (x * y)
power(x, y) - 幂运算 (x^y)
reverse(x) - 取反 (-x)
sign(x) - 符号函数
signed_power(x, y) - 保留符号的幂运算
sqrt(x) - 平方根
subtract(x, y, filter=false) - 减法 (x - y)
to_nan(x, value=0, reverse=false) - 值与NaN转换
**逻辑运算符 (Logical):
and(input1, input2) - 逻辑与
if_else(input1, input2, input3) - 条件判断
input1 < input2 - 小于比较
input1 <= input2 - 小于等于
input1 == input2 - 等于比较
input1 > input2 - 大于比较
input1 >= input2 - 大于等于
input1 != input2 - 不等于
is_nan(input) - 是否为NaN
not(x) - 逻辑非
or(input1, input2) - 逻辑或
**时间序列运算符 (Time Series):
days_from_last_change(x) - 上次变化天数
hump(x, hump=0.01) - 限制变化幅度
jump_decay(x, d, sensitivity=0.5, force=0.1) - 跳跃衰减
kth_element(x, d, k) - 第K个值
last_diff_value(x, d) - 最后一个不同值
ts_arg_max(x, d) - 最大值相对索引
ts_arg_min(x, d) - 最小值相对索引
ts_av_diff(x, d) - 与均值的差
ts_backfill(x, lookback=d, k=1, ignore="NAN") - 回填
ts_corr(x, y, d) - 时间序列相关性
ts_count_nans(x, d) - NaN计数
ts_covariance(y, x, d) - 协方差
ts_decay_linear(x, d, dense=false) - 线性衰减
ts_delay(x, d) - 延迟值
ts_delta(x, d) - 差值 (x - 延迟值)
ts_max(x, d) - 时间序列最大值
ts_mean(x, d) - 时间序列均值
ts_min(x, d) - 时间序列最小值
ts_product(x, d) - 时间序列乘积
ts_quantile(x, d, driver="gaussian") - 分位数
ts_rank(x, d, constant=0) - 时间序列排名
ts_regression(y, x, d, lag=0, rettype=0) - 回归分析
ts_scale(x, d, constant=0) - 时间序列缩放
ts_std_dev(x, d) - 时间序列标准差
ts_step(1) - 天数计数器
ts_sum(x, d) - 时间序列求和
ts_target_tvr_decay(x, lambda_min=0, lambda_max=1, target_tvr=0.1) - 目标换手率衰减
ts_target_tvr_delta_limit(x, y, lambda_min=0, lambda_max=1, target_tvr=0.1) - 目标换手率差值限制
ts_zscore(x, d) - 时间序列Z分数
**横截面运算符 (Cross Sectional):
normalize(x, useStd=false, limit=0.0) - 标准化
quantile(x, driver=gaussian, sigma=1.0) - 分位数转换
rank(x, rate=2) - 排名
scale(x, scale=1, longscale=1, shortscale=1) - 缩放
scale_down(x, constant=0) - 按比例缩放
vector_neut(x, y) - 向量中性化
winsorize(x, std=4) - 缩尾处理
zscore(x) - Z分数
**向量运算符 (Vector):
vec_avg(x) - 向量均值
vec_max(x) - 向量最大值
vec_min(x) - 向量最小值
vec_sum(x) - 向量求和
**变换运算符 (Transformational):
bucket(rank(x), range="0,1,0.1" or buckets="2,5,6,7,10") - 分桶
generate_stats(alpha) - 生成统计量
trade_when(x, y, z) - 条件交易
**分组运算符 (Group):
combo_a(alpha, nlength=250, mode='algo1') - 组合Alpha
group_backfill(x, group, d, std=4.0) - 分组回填
group_cartesian_product(g1, g2) - 笛卡尔积分组
group_max(x, group) - 分组最大值
group_mean(x, weight, group) - 分组均值
group_min(x, group) - 分组最小值
group_neutralize(x, group) - 分组中性化
group_rank(x, group) - 分组排名
group_scale(x, group) - 分组缩放
group_zscore(x, group) - 分组Z分数
**特殊运算符 (Special):
in - 包含判断
self_corr(input) - 自相关性
universe_size - 宇宙大小
**归约运算符 (Reduce):
reduce_avg(input, threshold=0) - 平均值归约
reduce_choose(input, nth, ignoreNan=true) - 选择归约
reduce_count(input, threshold) - 计数归约
reduce_ir(input) - IR归约
reduce_kurtosis(input) - 峰度归约
reduce_max(input) - 最大值归约
reduce_min(input) - 最小值归约
reduce_norm(input) - 范数归约
reduce_percentage(input, percentage=0.5) - 百分比归约
reduce_powersum(input, constant=2, precise=false) - 幂和归约
reduce_range(input) - 范围归约
reduce_skewness(input) - 偏度归约
reduce_stddev(input, threshold=0) - 标准差归约
reduce_sum(input) - 求和归约
以下是我的账号有权限使用的操作符, 请严格按照操作符, 进行生成,组合因子
========================= 操作符开始 =======================================
注意: Operator: 后面的是操作符(是可以使用的),
Description: 此字段后面的是操作符对应的描述或使用说明(禁止使用, 仅供参考), Description字段后面的内容是使用说明, 不是操作符
特别注意!!!! 必须按照操作符字段Operator的使用说明生成 alphaOperator: abs(x)
Description: Absolute value of x
Operator: add(x, y, filter = false)
Description: Add all inputs (at least 2 inputs required). If filter = true, filter all input NaN to 0 before adding
Operator: densify(x)
Description: Converts a grouping field of many buckets into lesser number of only available buckets so as to make working with grouping fields computationally efficient
Operator: divide(x, y)
Description: x / y
Operator: inverse(x)
Description: 1 / x
Operator: log(x)
Description: Natural logarithm. For example: Log(high/low) uses natural logarithm of high/low ratio as stock weights.
Operator: max(x, y, ..)
Description: Maximum value of all inputs. At least 2 inputs are required
Operator: min(x, y ..)
Description: Minimum value of all inputs. At least 2 inputs are required
Operator: multiply(x ,y, ... , filter=false)
Description: Multiply all inputs. At least 2 inputs are required. Filter sets the NaN values to 1
Operator: power(x, y)
Description: x ^ y
Operator: reverse(x)
Description: - x
Operator: sign(x)
Description: if input > 0, return 1; if input < 0, return -1; if input = 0, return 0; if input = NaN, return NaN;
Operator: signed_power(x, y)
Description: x raised to the power of y such that final result preserves sign of x
Operator: sqrt(x)
Description: Square root of x
Operator: subtract(x, y, filter=false)
Description: x-y. If filter = true, filter all input NaN to 0 before subtracting
Operator: and(input1, input2)
Description: Logical AND operator, returns true if both operands are true and returns false otherwise
Operator: if_else(input1, input2, input 3)
Description: If input1 is true then return input2 else return input3.
Operator: input1 < input2
Description: If input1 < input2 return true, else return false
Operator: input1 <= input2
Description: Returns true if input1 <= input2, return false otherwise
Operator: input1 == input2
Description: Returns true if both inputs are same and returns false otherwise
Operator: input1 > input2
Description: Logic comparison operators to compares two inputs
Operator: input1 >= input2
Description: Returns true if input1 >= input2, return false otherwise
Operator: input1!= input2
Description: Returns true if both inputs are NOT the same and returns false otherwise
Operator: is_nan(input)
Description: If (input == NaN) return 1 else return 0
Operator: not(x)
Description: Returns the logical negation of x. If x is true (1), it returns false (0), and if input is false (0), it returns true (1).
Operator: or(input1, input2)
Description: Logical OR operator returns true if either or both inputs are true and returns false otherwise
Operator: days_from_last_change(x)
Description: Amount of days since last change of x
Operator: hump(x, hump = 0.01)
Description: Limits amount and magnitude of changes in input (thus reducing turnover)
Operator: kth_element(x, d, k)
Description: Returns K-th value of input by looking through lookback days. This operator can be used to backfill missing data if k=1
Operator: last_diff_value(x, d)
Description: Returns last x value not equal to current x value from last d days
Operator: ts_arg_max(x, d)
Description: Returns the relative index of the max value in the time series for the past d days. If the current day has the max value for the past d days, it returns 0. If previous day has the max value for the past d days, it returns 1
Operator: ts_arg_min(x, d)
Description: Returns the relative index of the min value in the time series for the past d days; If the current day has the min value for the past d days, it returns 0; If previous day has the min value for the past d days, it returns 1.
Operator: ts_av_diff(x, d)
Description: Returns x - tsmean(x, d), but deals with NaNs carefully. That is NaNs are ignored during mean computation
Operator: ts_backfill(x,lookback = d, k=1, ignore="NAN")
Description: Backfill is the process of replacing the NAN or 0 values by a meaningful value (i.e., a first non-NaN value)
Operator: ts_corr(x, y, d)
Description: Returns correlation of x and y for the past d days
Operator: ts_count_nans(x ,d)
Description: Returns the number of NaN values in x for the past d days
Operator: ts_covariance(y, x, d)
Description: Returns covariance of y and x for the past d days
Operator: ts_decay_linear(x, d, dense = false)
Description: Returns the linear decay on x for the past d days. Dense parameter=false means operator works in sparse mode and we treat NaN as 0. In dense mode we do not.
Operator: ts_delay(x, d)
Description: Returns x value d days ago
Operator: ts_delta(x, d)
Description: Returns x - ts_delay(x, d)
Operator: ts_mean(x, d)
Description: Returns average value of x for the past d days.
Operator: ts_product(x, d)
Description: Returns product of x for the past d days
Operator: ts_quantile(x,d, driver="gaussian" )
Description: It calculates ts_rank and apply to its value an inverse cumulative density function from driver distribution. Possible values of driver (optional ) are "gaussian", "uniform", "cauchy" distribution where "gaussian" is the default.
Operator: ts_rank(x, d, constant = 0)
Description: Rank the values of x for each instrument over the past d days, then return the rank of the current value + constant. If not specified, by default, constant = 0.
Operator: ts_regression(y, x, d, lag = 0, rettype = 0)
Description: Returns various parameters related to regression function
Operator: ts_scale(x, d, constant = 0)
Description: Returns (x - ts_min(x, d)) / (ts_max(x, d) - ts_min(x, d)) + constant. This operator is similar to scale down operator but acts in time series space
Operator: ts_std_dev(x, d)
Description: Returns standard deviation of x for the past d days
Operator: ts_step(1)
Description: Returns days' counter
Operator: ts_sum(x, d)
Description: Sum values of x for the past d days.
Operator: ts_zscore(x, d)
Description: Z-score is a numerical measurement that describes a value's relationship to the mean of a group of values. Z-score is measured in terms of standard deviations from the mean: (x - tsmean(x,d)) / tsstddev(x,d). This operator may help reduce outliers and drawdown.
Operator: normalize(x, useStd = false, limit = 0.0)
Description: Calculates the mean value of all valid alpha values for a certain date, then subtracts that mean from each element
Operator: quantile(x, driver = gaussian, sigma = 1.0)
Description: Rank the raw vector, shift the ranked Alpha vector, apply distribution (gaussian, cauchy, uniform). If driver is uniform, it simply subtract each Alpha value with the mean of all Alpha values in the Alpha vector
Operator: rank(x, rate=2)
Description: Ranks the input among all the instruments and returns an equally distributed number between 0.0 and 1.0. For precise sort, use the rate as 0
Operator: scale(x, scale=1, longscale=1, shortscale=1)
Description: Scales input to booksize. We can also scale the long positions and short positions to separate scales by mentioning additional parameters to the operator
Operator: winsorize(x, std=4)
Description: Winsorizes x to make sure that all values in x are between the lower and upper limits, which are specified as multiple of std.
Operator: zscore(x)
Description: Z-score is a numerical measurement that describes a value's relationship to the mean of a group of values. Z-score is measured in terms of standard deviations from the mean
Operator: vec_avg(x)
Description: Taking mean of the vector field x
Operator: vec_sum(x)
Description: Sum of vector field x
Operator: bucket(rank(x), range="0, 1, 0.1" or buckets = "2,5,6,7,10")
Description: Convert float values into indexes for user-specified buckets. Bucket is useful for creating group values, which can be passed to GROUP as input
Operator: trade_when(x, y, z)
Description: Used in order to change Alpha values only under a specified condition and to hold Alpha values in other cases. It also allows to close Alpha positions (assign NaN values) under a specified condition
Operator: group_backfill(x, group, d, std = 4.0)
Description: If a certain value for a certain date and instrument is NaN, from the set of same group instruments, calculate winsorized mean of all non-NaN values over last d days
Operator: group_mean(x, weight, group)
Description: All elements in group equals to the mean
Operator: group_neutralize(x, group)
Description: Neutralizes Alpha against groups. These groups can be subindustry, industry, sector, country or a constant
Operator: group_rank(x, group)
Description: Each elements in a group is assigned the corresponding rank in this group
Operator: group_scale(x, group)
Description: Normalizes the values in a group to be between 0 and 1. (x - groupmin) / (groupmax - groupmin)
Operator: group_zscore(x, group)
Description: Calculates group Z-score - numerical measurement that describes a value's relationship to the mean of a group of values. Z-score is measured in terms of standard deviations from the mean. zscore = (data - mean) / stddev of x for each instrument within its group.
========================= 操作符结束 =======================================
========================= 数据字段开始 =======================================
注意: data_set_name: 后面的是数据字段(可以使用), description: 此字段后面的是数据字段对应的描述或使用说明(不能使用)
{'id': 320801, 'data_set_name': '可以使用:pv87_2_tbvps_qf_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319081, 'data_set_name': '可以使用:pv52_asdaq_away_exec_shares', 'description': '不可使用,仅供参考:Away Executed Shares'}
{'id': 320155, 'data_set_name': '可以使用:pv87_2_grossmargin_af_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Gross Margin *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 10493, 'data_set_name': '可以使用:mws87_numvswordsratiocfoqa', 'description': '不可使用,仅供参考:Number of numerical/number of all words of CFO in Q&A (NA if CFO not attended or no speech in Q&A).'}
{'id': 320744, 'data_set_name': '可以使用:pv87_2_sales_qf_matrix_p1_b_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320694, 'data_set_name': '可以使用:pv87_2_sales_af_matrix_all_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318881, 'data_set_name': '可以使用:top200_method4_group20_score', 'description': '不可使用,仅供参考:Score from the fourth method for top 200 securities, grouped into 20 clusters.'}
{'id': 318396, 'data_set_name': '可以使用:pca_factor_4_top1000', 'description': '不可使用,仅供参考:Fifth principal component value for top 1000 securities.'}
{'id': 320977, 'data_set_name': '可以使用:pv87_ann_matrix_return_on_equity_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of Return on Equity Estimate (%)'}
{'id': 318711, 'data_set_name': '可以使用:sta2_top3000_fact2_c10', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 319026, 'data_set_name': '可以使用:pv48_r3000e_shares_new_growth', 'description': '不可使用,仅供参考:New growth shares for the US 3000E index.'}
{'id': 10353, 'data_set_name': '可以使用:mws87_actinvoratioceoqa', 'description': '不可使用,仅供参考:Number of words spoken by CEO divided by number of words spoken by executives in Q&A.'}
{'id': 5738, 'data_set_name': '可以使用:anl40_sd_genderratio', 'description': '不可使用,仅供参考:proportion of male directors of supervisory directors'}
{'id': 320214, 'data_set_name': '可以使用:pv87_2_nav_af_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318710, 'data_set_name': '可以使用:sta2_top3000_fact1_c50', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 319158, 'data_set_name': '可以使用:pv52_yse_arca_atquote_shares', 'description': '不可使用,仅供参考:At-the Quote Shares'}
{'id': 320768, 'data_set_name': '可以使用:pv87_2_tbvps_af_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319789, 'data_set_name': '可以使用:pv87_2_dps_af_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Dividends Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 9676, 'data_set_name': '可以使用:anl83_qawordratio', 'description': '不可使用,仅供参考:number of words of questions/ number of words of answers (NA if no Q&A)'}
{'id': 5542, 'data_set_name': '可以使用:free_cash_flow_per_share_max_guidance', 'description': '不可使用,仅供参考:The maximum guidance value for Free Cash Flow Per Share on an annual basis.'}
{'id': 375, 'data_set_name': '可以使用:anl10_ebtrevise_ratio_to_consensus_fy2_1013', 'description': '不可使用,仅供参考:Consensus estimate value for earnings before tax FY2'}
{'id': 318981, 'data_set_name': '可以使用:pv48_3000_constituent_totalsharesout', 'description': '不可使用,仅供参考:Total shares outstanding for the 3000 constituent.'}
{'id': 86927, 'data_set_name': '可以使用:fnd72_s_pit_or_is_a2_is_service_cost', 'description': '不可使用,仅供参考:The actuarial present value of pension benefits attributed by the pension benefit formula to employee service during a specific period'}
{'id': 316925, 'data_set_name': '可以使用:pv173_rawratioseqbddivrgbdrtn120d', 'description': '不可使用,仅供参考:It is defined as the difference of market equity return and estimated equity return based on 120-day linear regression of equity return on aggregated bond return and MSCI ACWIIndex return.'}
{'id': 78216, 'data_set_name': '可以使用:fnd110_revision_number', 'description': '不可使用,仅供参考:Companies can revise values for various reasons. If this is a revised number the revision number will be greater than 0'}
{'id': 321082, 'data_set_name': '可以使用:pv87_cash_flow_share_consensus_mean_scale', 'description': '不可使用,仅供参考:Scale of Cash Flow / Share Consensus Mean'}
{'id': 319149, 'data_set_name': '可以使用:pv52_yse_american_price_imprvd_shares', 'description': '不可使用,仅供参考:Price-Improved Shares'}
{'id': 318731, 'data_set_name': '可以使用:sta2_top500_fact2_c10', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 83549, 'data_set_name': '可以使用:fnd3_a_payables_fast_d1', 'description': '不可使用,仅供参考:Annual Increase or Decrease in Accounts Payable'}
{'id': 319016, 'data_set_name': '可以使用:pv48_r3000_shares_new_value', 'description': '不可使用,仅供参考:New value shares for the US 3000 index.'}
{'id': 319671, 'data_set_name': '可以使用:pv87_2_capex_af_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 83109, 'data_set_name': '可以使用:annual_avg_diluted_shares_count', 'description': '不可使用,仅供参考:Average number of diluted shares outstanding during the year.'}
{'id': 78379, 'data_set_name': '可以使用:fnd14_hiwater_total_shares_outstanding', 'description': '不可使用,仅供参考:Highest number of total shares outstanding'}
{'id': 1036, 'data_set_name': '可以使用:anl10_salrevise_ratio_to_close_fy2_1692', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for sales FY2'}
{'id': 318582, 'data_set_name': '可以使用:principal_component_score_6_top3000', 'description': '不可使用,仅供参考:Value of the sixth principal component for the top 3000 securities.'}
{'id': 320290, 'data_set_name': '可以使用:pv87_2_netdebt_af_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 325477, 'data_set_name': '可以使用:pv87_v2_weightedavg60_topic_css_society', 'description': '不可使用,仅供参考:60-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Society'}
{'id': 316929, 'data_set_name': '可以使用:pv173_rawratiosmt5yzspreadindrelsbst', 'description': '不可使用,仅供参考:It is defined as theIndustry relative 5-year mid z-spreadIn the bond z-spread curve'}
{'id': 326214, 'data_set_name': '可以使用:pv87_weightedavg60_topic_css_business', 'description': '不可使用,仅供参考:60-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Business'}
{'id': 318004, 'data_set_name': '可以使用:consumer_cyclical_top3000_grouping_5_clusters', 'description': '不可使用,仅供参考:Grouping of top 3000 consumer cyclical stocks using 5 clusters.'}
{'id': 1247, 'data_set_name': '可以使用:anl11_globalsubseccount', 'description': '不可使用,仅供参考:Global SubSector Count'}
{'id': 319802, 'data_set_name': '可以使用:pv87_2_dps_af_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Dividends Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320785, 'data_set_name': '可以使用:pv87_2_tbvps_af_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 9703, 'data_set_name': '可以使用:anl83_sinvsplurratioexepres', 'description': '不可使用,仅供参考:(number of (I,my,me,mine) - number of (We, our, us, ours))/(number of (I,my,me,mine) + number of (We, our, us, ours)) of executives in Presentation'}
{'id': 320704, 'data_set_name': '可以使用:pv87_2_sales_af_matrix_p1_b_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 86039, 'data_set_name': '可以使用:fnd72_pit_or_cr_q_low_pe_ratio', 'description': '不可使用,仅供参考:The relationship between the price of a stock and its earnings per share'}
{'id': 325710, 'data_set_name': '可以使用:pv87_web_weightedavg20_topic_css_business', 'description': '不可使用,仅供参考:20-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Business'}
{'id': 322647, 'data_set_name': '可以使用:pv87_neg_earnings_matrix_bee_count', 'description': '不可使用,仅供参考:Count of BEE score that represents the news sentiment of the given story according to the BEE classifier, which specializes in news stories about earnings evaluations for type Negearnings'}
{'id': 321190, 'data_set_name': '可以使用:pv87_daily_ann_matrix_r1_cash_flow_share_consensus_mean_numnochangeunfiltered', 'description': '不可使用,仅供参考:Number of no change revisions (unfiltered) of Cash Flow / Share Consensus Mean'}
{'id': 79316, 'data_set_name': '可以使用:capital_invested_accumulated_cost', 'description': '不可使用,仅供参考:Capital invested at accumulated cost for the interim period.'}
{'id': 371, 'data_set_name': '可以使用:anl10_ebtrevise_ratio_to_close_fy2_1016', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for earnings before tax FY2'}
{'id': 10560, 'data_set_name': '可以使用:mws87_sinvsplurratiocfoqa', 'description': '不可使用,仅供参考:(number of (I,my,me,mine) - number of (We, our, us, ours))/(number of (I,my,me,mine) + number of (We, our, us, ours)) of CFO in Q&A (NA if CFO not attended or no speech in Q&A)'}
{'id': 320023, 'data_set_name': '可以使用:pv87_2_eps_qf_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Earnings Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319055, 'data_set_name': '可以使用:pv48_russellindex_shares', 'description': '不可使用,仅供参考:russellindex shares related to the US market index.'}
{'id': 316599, 'data_set_name': '可以使用:pv103_lask_topofbook_lask_mean', 'description': '不可使用,仅供参考:Daily mean of 5-minute interval last ask size of top of book'}
{'id': 80552, 'data_set_name': '可以使用:income_from_discontinued_operations', 'description': '不可使用,仅供参考:[Quarterly] Interest Cost - Domestic'}
{'id': 318863, 'data_set_name': '可以使用:top2000_pca_factor4_grouping5', 'description': '不可使用,仅供参考:Fourth principal component grouping for top 2000 securities with 5 clusters.'}
{'id': 7300, 'data_set_name': '可以使用:anl69_country', 'description': '不可使用,仅供参考:Country'}
{'id': 320308, 'data_set_name': '可以使用:pv87_2_netdebt_qf_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Net Asset Value (NAV)'}
{'id': 319965, 'data_set_name': '可以使用:pv87_2_ebitdaps_qf_matrix_all_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of EBITDA per share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318557, 'data_set_name': '可以使用:principal_component_score_12_top500_513', 'description': '不可使用,仅供参考:Value of the 13th principal component for the top 500 securities in group 513.'}
{'id': 6537, 'data_set_name': '可以使用:previous_forecast_value_cash_flow_per_share', 'description': '不可使用,仅供参考:Previous forecasted value for cash flow per share before the current estimate.'}
{'id': 320454, 'data_set_name': '可以使用:pv87_2_operatingprofit_af_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Operating Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319672, 'data_set_name': '可以使用:pv87_2_capex_af_matrix_p1_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 324742, 'data_set_name': '可以使用:pv87_sell_sharesdivhold_max', 'description': '不可使用,仅供参考:Max of Selling Shares / Holdings'}
{'id': 318102, 'data_set_name': '可以使用:sector_grouping_level5_top3000_consumer_staples', 'description': '不可使用,仅供参考:Industry grouping at level 5 for the top 3000 consumer non-cyclical sector.'}
{'id': 324470, 'data_set_name': '可以使用:pv87_qtr_matrix_net_asset_value_share_consensus_mean_numdown', 'description': '不可使用,仅供参考:Number of down revisions of Net Asset Value / Share Consensus Mean'}
{'id': 320730, 'data_set_name': '可以使用:pv87_2_sales_qf_matrix_all_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 7023, 'data_set_name': '可以使用:anl49_vector_salesorrevenuespershare', 'description': '不可使用,仅供参考:Net sales or revenues divided by the number of common shares outstanding at the fiscal year end.'}
{'id': 84107, 'data_set_name': '可以使用:quarterly_payables_change_amount_fast_d1', 'description': '不可使用,仅供参考:Fiscal period endate of Annual Accountance Adjustment Increase or Decrease in Accounts Payable'}
{'id': 319862, 'data_set_name': '可以使用:pv87_2_ebit_qf_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of EBIT *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 321020, 'data_set_name': '可以使用:pv87_book_value_share_difference_scale', 'description': '不可使用,仅供参考:Scale of Book Value / Share Difference'}
{'id': 666, 'data_set_name': '可以使用:anl10_nerrevise_ratio_to_close_fq2_2013', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for net earnings rate Q2'}
{'id': 318584, 'data_set_name': '可以使用:principal_component_score_6_top500_513', 'description': '不可使用,仅供参考:Value of the 7th principal component for the top 500 securities in group 513.'}
{'id': 319880, 'data_set_name': '可以使用:pv87_2_ebit_qf_matrix_p1_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of EBIT'}
{'id': 322637, 'data_set_name': '可以使用:pv87_neg_analyst_matrix_css_count', 'description': '不可使用,仅供参考:Count of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for type Neganalyst'}
{'id': 7299, 'data_set_name': '可以使用:anl69_cntry_of_incorporation', 'description': '不可使用,仅供参考:Country of Incorporation'}
{'id': 78537, 'data_set_name': '可以使用:fnd17_5_reptoprcexrate', 'description': '不可使用,仅供参考:Reporting Currency to base currency exchange rate'}
{'id': 318513, 'data_set_name': '可以使用:principal_component_3_top3000_513', 'description': '不可使用,仅供参考:Fourth principal component extracted from returns for the top 3000 entities in the 513 universe.'}
{'id': 319072, 'data_set_name': '可以使用:pv48_usa_russell_rgs_v3_1_0_shares', 'description': '不可使用,仅供参考:No field description'}
{'id': 318524, 'data_set_name': '可以使用:principal_component_6_top1000', 'description': '不可使用,仅供参考:Seventh principal component extracted from returns for the top 1000 entities.'}
{'id': 325411, 'data_set_name': '可以使用:pv87_v2_weightedavg20_topic_event_sentiment_score_society', 'description': '不可使用,仅供参考:20-day Weighted average of Event Sentiment Score for topic Society'}
{'id': 83302, 'data_set_name': '可以使用:fnd3_Aacctadj_sharesissued', 'description': '不可使用,仅供参考:Annual Accountance Adjustment Shares Issued'}
{'id': 325407, 'data_set_name': '可以使用:pv87_v2_weightedavg20_topic_css_business', 'description': '不可使用,仅供参考:20-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Business'}
{'id': 318831, 'data_set_name': '可以使用:top2000_factor3_group50_score', 'description': '不可使用,仅供参考:Third factor score for top 2000 securities, grouped into 50 clusters.'}
{'id': 5451, 'data_set_name': '可以使用:basic_shares_max_guidance_qtr', 'description': '不可使用,仅供参考:The maximum guidance value for Basic Shares.'}
{'id': 5560, 'data_set_name': '可以使用:max_adjusted_funds_from_operations_guidance', 'description': '不可使用,仅供参考:Max guidance value for Funds from operation'}
{'id': 885, 'data_set_name': '可以使用:anl10_prrrevise_ratio_to_consensus_fq1_2550', 'description': '不可使用,仅供参考:Consensus estimate value for price return ratio Q1'}
{'id': 83481, 'data_set_name': '可以使用:fnd3_a_costofrevenue_fast_d1', 'description': '不可使用,仅供参考:Annual cost of revenue'}
{'id': 1039, 'data_set_name': '可以使用:anl10_salrevise_ratio_to_consensus_fy1_1703', 'description': '不可使用,仅供参考:Consensus estimate value for sales FY1'}
{'id': 170, 'data_set_name': '可以使用:anl10_dpsrevise_ratio_to_close_fy1_1571', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for dividends per share FY1'}
{'id': 324034, 'data_set_name': '可以使用:pv87_prv2_expavg20_topic_nip_business', 'description': '不可使用,仅供参考:20-day Exponential average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic Business'}
{'id': 79106, 'data_set_name': '可以使用:fn_taxes_payable_a', 'description': '不可使用,仅供参考:Carrying value as of the balance sheet date of obligations incurred and payable for statutory income, sales, use, payroll, excise, real, property, and other taxes. For classified balance sheets, used to reflect the current portion of the liabilities (due within 1 year or within the normal operating cycle if longer); for unclassified balance sheets, used to reflect the total liabilities (regardless of due date).'}
{'id': 320477, 'data_set_name': '可以使用:pv87_2_operatingprofit_qf_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Operating Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 6505, 'data_set_name': '可以使用:latest_annual_period_end_update_cash_flow_per_share', 'description': '不可使用,仅供参考:Date or timestamp when the annual period end for cash flow per share was last updated.'}
{'id': 320859, 'data_set_name': '可以使用:pv87_ann_matrix_cash_from_operations_estimate_mean', 'description': '不可使用,仅供参考:Mean of Cash From Operations Estimate'}
{'id': 317315, 'data_set_name': '可以使用:pv20_gp_rbet_subindustry_cap_top2000_1_20', 'description': '不可使用,仅供参考:Relative beta of subindustry capitalization for top 2000 securities over a 1-20 day period.'}
{'id': 318061, 'data_set_name': '可以使用:sector_grouping_level10_top3000_basic_materials', 'description': '不可使用,仅供参考:Industry grouping at level 10 for the top 3000 basic materials sector.'}
{'id': 9763, 'data_set_name': '可以使用:other_ceo_singular_plural_pronoun_ratio_qa', 'description': '不可使用,仅供参考:Ratio of singular to plural pronouns used by other CEOs in the Q&A section.'}
{'id': 318860, 'data_set_name': '可以使用:top2000_pca_factor4_grouping10', 'description': '不可使用,仅供参考:Fourth principal component grouping for top 2000 securities with 10 clusters.'}
{'id': 319966, 'data_set_name': '可以使用:pv87_2_ebitdaps_qf_matrix_all_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of EBITDA per share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318623, 'data_set_name': '可以使用:robust_factor_3_top2000', 'description': '不可使用,仅供参考:Fourth robust factor for top 2000 securities.'}
{'id': 321439, 'data_set_name': '可以使用:pv87_daily_qtr_matrix_r6_book_value_share_consensus_mean_numup', 'description': '不可使用,仅供参考:Number of up revisions of Book Value / Share Consensus Mean'}
{'id': 6476, 'data_set_name': '可以使用:forecast_currency_cash_flow_per_share_second', 'description': '不可使用,仅供参考:Currency in which the cash flow per share forecast is denominated in the second version module.'}
{'id': 324763, 'data_set_name': '可以使用:pv87_share_chg_mean', 'description': '不可使用,仅供参考:YoY change in share count'}
{'id': 324445, 'data_set_name': '可以使用:pv87_qtr_matrix_eps_normalized_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of EPS Normalized Estimate'}
{'id': 5595, 'data_set_name': '可以使用:max_tangible_book_value_per_share_guidance', 'description': '不可使用,仅供参考:Tangible Book Value per Share - maximum guidance value'}
{'id': 84123, 'data_set_name': '可以使用:quarterly_shares_issued_count_fast_d1', 'description': '不可使用,仅供参考:Fiscal period endate of Annual Accountance Adjustment Shares Issued'}
{'id': 321024, 'data_set_name': '可以使用:pv87_book_value_share_standard_deviation_scale', 'description': '不可使用,仅供参考:Scale of Book Value / Share - Standard Deviation'}
{'id': 320788, 'data_set_name': '可以使用:pv87_2_tbvps_af_matrix_p1_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 9811, 'data_set_name': '可以使用:other_participant_sentence_count_presentation', 'description': '不可使用,仅供参考:Total number of sentences spoken by other participants in the presentation section.'}
{'id': 321100, 'data_set_name': '可以使用:pv87_cash_from_operations_consensus_mean_scale', 'description': '不可使用,仅供参考:Scale of Cash From Operations Consensus Mean'}
{'id': 318873, 'data_set_name': '可以使用:top200_method2_group50_score', 'description': '不可使用,仅供参考:Score from the second method for top 200 securities, grouped into 50 clusters.'}
{'id': 320395, 'data_set_name': '可以使用:pv87_2_netprofit_rep_af_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Net Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 326199, 'data_set_name': '可以使用:pv87_weightedavg20_topic_ess_business', 'description': '不可使用,仅供参考:20-day Weighted average of ESS - Event Sentiment Score for topic Business'}
{'id': 320136, 'data_set_name': '可以使用:pv87_2_ffops_qf_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Funds from Operations per Share (FFOPS)'}
{'id': 78163, 'data_set_name': '可以使用:qualification_count', 'description': '不可使用,仅供参考:Total number of educational qualifications held by the director.'}
{'id': 6812, 'data_set_name': '可以使用:anl49_backfill_commonsharesoutstanding', 'description': "不可使用,仅供参考:The number of shares of common stock actually outstanding at the end of the calendar (or fiscal) year. This total excludes any shares held in the company's treasury. The figures for common shares outstanding in previous years are fully adjusted for all subsequent stock splits and stock dividends."}
{'id': 318103, 'data_set_name': '可以使用:sector_grouping_level5_top3000_reits', 'description': '不可使用,仅供参考:Industry grouping at level 5 for the top 3000 REITs.'}
{'id': 321608, 'data_set_name': '可以使用:pv87_dividends_matrix_bee_count', 'description': '不可使用,仅供参考:Count of BEE score that represents the news sentiment of the given story according to the BEE classifier, which specializes in news stories about earnings evaluations for type Dividends'}
{'id': 319934, 'data_set_name': '可以使用:pv87_2_ebitda_qf_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of EBITDA *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 10354, 'data_set_name': '可以使用:mws87_actinvoratiocfopres', 'description': '不可使用,仅供参考:Number of words of CFO/number of words of executives in presentation'}
{'id': 318903, 'data_set_name': '可以使用:top300_factor1_group50_score', 'description': '不可使用,仅供参考:First factor score for top 300 securities, grouped into 50 clusters.'}
{'id': 319975, 'data_set_name': '可以使用:pv87_2_ebitdaps_qf_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of EBITDA per share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319044, 'data_set_name': '可以使用:pv48_ru3000_constituent_sharesout', 'description': '不可使用,仅供参考:ru3000 constituent sharesout related to the US 3000 constituent index.'}
{'id': 319092, 'data_set_name': '可以使用:pv52_asdaq_bx_outquote_shares', 'description': '不可使用,仅供参考:Outside-the-Quote Shares'}
{'id': 319192, 'data_set_name': '可以使用:pv52_yse_chicago_outquote_shares', 'description': '不可使用,仅供参考:Outside-the-Quote Shares'}
{'id': 319673, 'data_set_name': '可以使用:pv87_2_capex_af_matrix_p1_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 6508, 'data_set_name': '可以使用:latest_annual_period_end_update_dividend_per_share', 'description': '不可使用,仅供参考:Date or timestamp when the annual period end for dividend per share was last updated.'}
{'id': 5540, 'data_set_name': '可以使用:free_cash_flow_per_share', 'description': '不可使用,仅供参考:Free cash flow per share - actual financial value for the annual period'}
{'id': 320862, 'data_set_name': '可以使用:pv87_ann_matrix_cash_from_operations_estimate_scale', 'description': '不可使用,仅供参考:Scale of Cash From Operations Estimate'}
{'id': 319764, 'data_set_name': '可以使用:pv87_2_cfps_qf_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Cash Flow Per Share'}
{'id': 318804, 'data_set_name': '可以使用:top1500_pca_factor2_grouping2', 'description': '不可使用,仅供参考:Second principal component grouping for top 1500 securities with 2 clusters.'}
{'id': 318622, 'data_set_name': '可以使用:robust_factor_2_top2000', 'description': '不可使用,仅供参考:Third robust factor for top 2000 securities.'}
{'id': 319565, 'data_set_name': '可以使用:pv87_2_affops_af_matrix_p1_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Adjusted Funds from Operations per Share (AFFOPS) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319123, 'data_set_name': '可以使用:pv52_asdaq_psx_price_imprvd_shares', 'description': '不可使用,仅供参考:Price-Improved Shares'}
{'id': 320135, 'data_set_name': '可以使用:pv87_2_ffops_qf_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Funds from Operations per Share (FFOPS) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 86040, 'data_set_name': '可以使用:fnd72_pit_or_cr_q_low_px_to_book_ratio', 'description': "不可使用,仅供参考:Equal to the ratio of a stock's low price divided by the book value per share"}
{'id': 318159, 'data_set_name': '可以使用:top_300_equity_513_grouping_10_clusters', 'description': '不可使用,仅供参考:Grouping of top 300 equities (513 variant) using 10 clusters.'}
{'id': 325711, 'data_set_name': '可以使用:pv87_web_weightedavg20_topic_v2_0_1_css_all', 'description': '不可使用,仅供参考:20-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 83594, 'data_set_name': '可以使用:fnd3_aacctadj_accpayable', 'description': '不可使用,仅供参考:Annual Accountance Adjustment Accounts payable'}
{'id': 9765, 'data_set_name': '可以使用:other_ceo_word_count_qa', 'description': '不可使用,仅供参考:Total number of words spoken by other CEOs in the Q&A section.'}
{'id': 319195, 'data_set_name': '可以使用:pv52_yse_chicago_shares_0_9_sec', 'description': '不可使用,仅供参考:Shares from 0 to 9 Seconds'}
{'id': 324030, 'data_set_name': '可以使用:pv87_prv2_expavg20_topic_css_business', 'description': '不可使用,仅供参考:20-day Exponential average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Business'}
{'id': 323941, 'data_set_name': '可以使用:pv87_pos_analyst_matrix_css_count', 'description': '不可使用,仅供参考:Count of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for type Posanalyst'}
{'id': 318039, 'data_set_name': '可以使用:industry_grouping_level2_top1500', 'description': '不可使用,仅供参考:Industry classification at level 2 for the top 1500 instruments.'}
{'id': 319892, 'data_set_name': '可以使用:pv87_2_ebitda_af_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of EBITDA'}
{'id': 325408, 'data_set_name': '可以使用:pv87_v2_weightedavg20_topic_css_society', 'description': '不可使用,仅供参考:20-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Society'}
{'id': 319868, 'data_set_name': '可以使用:pv87_2_ebit_qf_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of EBIT'}
{'id': 320239, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_p1_b_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318810, 'data_set_name': '可以使用:top2000_factor10_value', 'description': '不可使用,仅供参考:Tenth principal component value for top 2000 securities.'}
{'id': 78596, 'data_set_name': '可以使用:fnd17_apayratio', 'description': '不可使用,仅供参考:Payout ratio - most recent fiscal year'}
{'id': 319023, 'data_set_name': '可以使用:pv48_r3000e_shares_cur_growth', 'description': '不可使用,仅供参考:Current growth shares for the US 3000E index.'}
{'id': 318508, 'data_set_name': '可以使用:principal_component_2_top1000', 'description': '不可使用,仅供参考:Third principal component extracted from returns for the top 1000 entities.'}
{'id': 321092, 'data_set_name': '可以使用:pv87_cash_flow_share_standard_deviation_scale', 'description': '不可使用,仅供参考:Scale of Cash Flow / Share - Standard Deviation'}
{'id': 10557, 'data_set_name': '可以使用:mws87_sinvsplurratioceopres', 'description': '不可使用,仅供参考:(number of (I,my,me,mine) - number of (We, our, us, ours))/(number of (I,my,me,mine) + number of (We, our, us, ours)) of CEO in Presentation (NA if CEO not attended or no speech in Presentation)'}
{'id': 318725, 'data_set_name': '可以使用:sta2_top3000_fact4_c50', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 320057, 'data_set_name': '可以使用:pv87_2_epsr_qf_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Earnings Per Share - As Reported *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 317318, 'data_set_name': '可以使用:pv20_gp_rbet_subindustry_cap_top3000_1_5', 'description': '不可使用,仅供参考:Relative beta of subindustry capitalization for top 3000 securities over a 1-5 day period.'}
{'id': 83623, 'data_set_name': '可以使用:fnd3_aacctadj_comstk_divpershare_fast_d1', 'description': '不可使用,仅供参考:Annual Accountance Adjustment Common Stock Dividends Per Share'}
{'id': 78022, 'data_set_name': '可以使用:current_other_listed_boards_count_2', 'description': '不可使用,仅供参考:Number of other listed boards currently served on by directors (alternate).'}
{'id': 79264, 'data_set_name': '可以使用:accounts_receivable_total_5', 'description': '不可使用,仅供参考:Total accounts receivable as of the reporting date.'}
{'id': 318780, 'data_set_name': '可以使用:top1000_pca_factor1_grouping20', 'description': '不可使用,仅供参考:First principal component grouping for top 1000 securities with 20 clusters.'}
{'id': 85504, 'data_set_name': '可以使用:fnd72_cr2_q2_accounting_standard', 'description': "不可使用,仅供参考:Returns the Accounting standard used by the company's most recent filing"}
{'id': 84298, 'data_set_name': '可以使用:current_ratio', 'description': '不可使用,仅供参考:Current Ratio'}
{'id': 320169, 'data_set_name': '可以使用:pv87_2_grossmargin_qf_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Gross Margin *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319896, 'data_set_name': '可以使用:pv87_2_ebitda_af_matrix_p1_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of EBITDA *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318504, 'data_set_name': '可以使用:principal_component_1_top1000', 'description': '不可使用,仅供参考:Second principal component extracted from returns for the top 1000 entities.'}
{'id': 326458, 'data_set_name': '可以使用:top1000', 'description': '不可使用,仅供参考:20140630'}
{'id': 321456, 'data_set_name': '可以使用:pv87_daily_qtr_matrix_r6_cash_flow_share_consensus_mean_numupunfiltered', 'description': '不可使用,仅供参考:Number of up revisions of Cash Flow / Share Consensus Mean'}
{'id': 320153, 'data_set_name': '可以使用:pv87_2_grossmargin_af_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Gross Margin *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 78984, 'data_set_name': '可以使用:fn_comp_options_out_number_q', 'description': '不可使用,仅供参考:Number of options outstanding, including both vested and non-vested options.'}
{'id': 324563, 'data_set_name': '可以使用:pv87_recommendation_number', 'description': '不可使用,仅供参考:Number of analysts of Recommendation'}
{'id': 320229, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320326, 'data_set_name': '可以使用:pv87_2_netdebt_qf_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320560, 'data_set_name': '可以使用:pv87_2_pretaxprofit_rep_af_matrix_p1_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Pretax Profit'}
{'id': 6108, 'data_set_name': '可以使用:anl44_eps_ratio_best_fperiod_override', 'description': '不可使用,仅供参考:eps ratio best fperiod override'}
{'id': 62, 'data_set_name': '可以使用:anl10_cpsrevise_ratio_to_consensus_fq2', 'description': '不可使用,仅供参考:Consensus estimate value for cash per share Q2'}
{'id': 324122, 'data_set_name': '可以使用:pv87_prv2_simpleavg1_topic_nip_business', 'description': '不可使用,仅供参考:1-day Simple average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic Business'}
{'id': 320302, 'data_set_name': '可以使用:pv87_2_netdebt_qf_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319870, 'data_set_name': '可以使用:pv87_2_ebit_qf_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of EBIT *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 316692, 'data_set_name': '可以使用:transaction_cost_median', 'description': '不可使用,仅供参考:Median estimated transaction cost for a trade.'}
{'id': 318948, 'data_set_name': '可以使用:top500_industry_grouping_method2_5', 'description': '不可使用,仅供参考:Industry grouping for top 500 securities using method 2 with 5 clusters.'}
{'id': 6506, 'data_set_name': '可以使用:latest_annual_period_end_update_cash_flow_per_share_second', 'description': '不可使用,仅供参考:Date or timestamp when the annual period end for cash flow per share was last updated in the second version module.'}
{'id': 1034, 'data_set_name': '可以使用:anl10_salrevise_ratio_to_close_fq2_1694', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for sales Q2'}
{'id': 319219, 'data_set_name': '可以使用:pv52_yse_national_shares_5_30_min', 'description': '不可使用,仅供参考:Shares from 5 to 30 Minutes'}
{'id': 319610, 'data_set_name': '可以使用:pv87_2_bps_qf_matrix_all_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319177, 'data_set_name': '可以使用:pv52_yse_arca_tot_cov_shares', 'description': '不可使用,仅供参考:Total Covered Shares'}
{'id': 318043, 'data_set_name': '可以使用:industry_grouping_level50_top1500', 'description': '不可使用,仅供参考:Industry classification at level 50 for the top 1500 instruments.'}
{'id': 78928, 'data_set_name': '可以使用:fn_allocated_share_based_compensation_expense_q', 'description': '不可使用,仅供参考:Represents the expense recognized during the period arising from equity-based compensation arrangements (for example, shares of stock, units, stock options, or other equity instruments) with employees, directors, and certain consultants qualifying for treatment as employees.'}
{'id': 322095, 'data_set_name': '可以使用:pv87_insider_matrix_event_sentiment_score_count', 'description': '不可使用,仅供参考:Count of Event Sentiment Score for type Insider'}
{'id': 319768, 'data_set_name': '可以使用:pv87_2_cfps_qf_matrix_p1_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320032, 'data_set_name': '可以使用:pv87_2_eps_qf_matrix_p1_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Earnings Per Share'}
{'id': 325481, 'data_set_name': '可以使用:pv87_v2_weightedavg60_topic_nip_all', 'description': '不可使用,仅供参考:60-day Weighted average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic All'}
{'id': 9786, 'data_set_name': '可以使用:other_executive_word_count_presentation', 'description': '不可使用,仅供参考:Total number of words spoken by other executives in the presentation section.'}
{'id': 87589, 'data_set_name': '可以使用:fnd90_us_game_pension_discount_rate', 'description': '不可使用,仅供参考:Pension Discount Rate [ Descending] - [Quality.Aggressive Accounting]'}
{'id': 320137, 'data_set_name': '可以使用:pv87_2_ffops_qf_matrix_p1_b_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Funds from Operations per Share (FFOPS) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318878, 'data_set_name': '可以使用:top200_method3_group50_score', 'description': '不可使用,仅供参考:Score from the third method for top 200 securities, grouped into 50 clusters.'}
{'id': 320577, 'data_set_name': '可以使用:pv87_2_pretaxprofit_rep_qf_matrix_p1_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Pretax Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 10494, 'data_set_name': '可以使用:mws87_numvswordsratioexepres', 'description': '不可使用,仅供参考:Number of numerical/number of all words of executives in presentation.'}
{'id': 320237, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_p1_b_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320880, 'data_set_name': '可以使用:pv87_ann_matrix_ebit_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of EBIT Estimate'}
{'id': 6997, 'data_set_name': '可以使用:anl49_vector_4thfiscalquarterearningspershare', 'description': '不可使用,仅供参考:Fourth fiscal quarter earnings on a per share basis, as reported.'}
{'id': 6933, 'data_set_name': '可以使用:anl49_longtermdebtratioindicator', 'description': '不可使用,仅供参考:Long-term debt ratio indicator'}
{'id': 6474, 'data_set_name': '可以使用:forecast_currency_book_value_per_share', 'description': '不可使用,仅供参考:Currency in which the book value per share forecast is denominated.'}
{'id': 78744, 'data_set_name': '可以使用:fnd17_qcurratio', 'description': '不可使用,仅供参考:Current ratio - most recent quarter'}
{'id': 320381, 'data_set_name': '可以使用:pv87_2_netprofit_rep_af_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319942, 'data_set_name': '可以使用:pv87_2_ebitdaps_af_matrix_all_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of EBITDA per share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 79012, 'data_set_name': '可以使用:fn_eff_income_tax_rate_continuing_operations_q', 'description': '不可使用,仅供参考:Percentage of current income tax expense (benefit) and deferred income tax expense (benefit) pertaining to continuing operations.'}
{'id': 318815, 'data_set_name': '可以使用:top2000_factor15_value', 'description': '不可使用,仅供参考:Fifteenth principal component value for top 2000 securities.'}
{'id': 318587, 'data_set_name': '可以使用:principal_component_score_7_top3000_v2', 'description': '不可使用,仅供参考:Seventh principal component value for the top 3000 securities (variant 2).'}
{'id': 9776, 'data_set_name': '可以使用:other_cfo_word_count_qa', 'description': '不可使用,仅供参考:Total number of words spoken by other CFOs in the Q&A section.'}
{'id': 439, 'data_set_name': '可以使用:anl10_epsrevise_ratio_to_close_fy1', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for earnings per share FY1'}
{'id': 79299, 'data_set_name': '可以使用:annual_fiscal_month_number', 'description': '不可使用,仅供参考:The fiscal month number corresponding to the end of the annual period.'}
{'id': 321452, 'data_set_name': '可以使用:pv87_daily_qtr_matrix_r6_cash_flow_share_consensus_mean_numdownunfiltered', 'description': '不可使用,仅供参考:Number of down revisions (unfiltered) of Cash Flow / Share Consensus Mean'}
{'id': 326022, 'data_set_name': '可以使用:pv87_webv2_simpleavg60_topic_css_business', 'description': '不可使用,仅供参考:60-day Simple average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Business'}
{'id': 85594, 'data_set_name': '可以使用:fnd72_pit_or_bs_q_bs_acct_payable', 'description': '不可使用,仅供参考:Accounts Payable'}
{'id': 320444, 'data_set_name': '可以使用:pv87_2_operatingprofit_af_matrix_all_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Operating Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319985, 'data_set_name': '可以使用:pv87_2_eps_af_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Earnings Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318836, 'data_set_name': '可以使用:top2000_factor4_group2_score', 'description': '不可使用,仅供参考:Fourth factor score for top 2000 securities, grouped into 2 clusters.'}
{'id': 5329, 'data_set_name': '可以使用:anl4_gric_number', 'description': '不可使用,仅供参考:Gross income - number of estimations'}
{'id': 319153, 'data_set_name': '可以使用:pv52_yse_american_shares_5_30_min', 'description': '不可使用,仅供参考:Shares from 5 to 30 Minutes'}
{'id': 326086, 'data_set_name': '可以使用:pv87_webv2_weightedavg20_topic_nip_business', 'description': '不可使用,仅供参考:20-day Weighted average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic Business'}
{'id': 320433, 'data_set_name': '可以使用:pv87_2_operatingprofit_af_matrix_all_b_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Operating Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318907, 'data_set_name': '可以使用:top300_factor2_group2_score', 'description': '不可使用,仅供参考:Second factor score for top 300 securities, grouped into 2 clusters.'}
{'id': 440, 'data_set_name': '可以使用:anl10_epsrevise_ratio_to_close_fy2', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for earnings per share FY2'}
{'id': 5642, 'data_set_name': '可以使用:min_tangible_book_value_per_share_guidance', 'description': '不可使用,仅供参考:Tangible Book Value per Share - minimum guidance value'}
{'id': 318512, 'data_set_name': '可以使用:principal_component_3_top1000', 'description': '不可使用,仅供参考:Fourth principal component extracted from returns for the top 1000 entities.'}
{'id': 326085, 'data_set_name': '可以使用:pv87_webv2_weightedavg20_topic_nip_all', 'description': '不可使用,仅供参考:20-day Weighted average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic All'}
{'id': 321176, 'data_set_name': '可以使用:pv87_daily_ann_matrix_r1_book_value_share_consensus_mean_numupunfiltered', 'description': '不可使用,仅供参考:Number of up revisions of Book Value / Share Consensus Mean'}
{'id': 323960, 'data_set_name': '可以使用:pv87_pos_earnings_matrix_event_sentiment_score_count', 'description': '不可使用,仅供参考:Count of Event Sentiment Score for type Posearnings'}
{'id': 5384, 'data_set_name': '可以使用:anl4_qf_az_eps_number', 'description': '不可使用,仅供参考:Earnings per share - number of estimations'}
{'id': 78025, 'data_set_name': '可以使用:director_attrition_ratio', 'description': '不可使用,仅供参考:Proportion of directors who have left a role in the preceding period.'}
{'id': 318155, 'data_set_name': '可以使用:top_3000_equity_grouping_20_clusters', 'description': '不可使用,仅供参考:Grouping of top 3000 equities using 20 clusters.'}
{'id': 9747, 'data_set_name': '可以使用:count_questions_retail_investors_qa', 'description': '不可使用,仅供参考:Number of questions asked by retail investors in Q&A.'}
{'id': 6523, 'data_set_name': '可以使用:latest_quarterly_period_end_update_cash_flow_per_share_second', 'description': '不可使用,仅供参考:Date or timestamp when the period end for the quarterly cash flow per share value was last updated in the second version module.'}
{'id': 6489, 'data_set_name': '可以使用:forecast_currency_tangible_book_value_per_share', 'description': '不可使用,仅供参考:Currency in which the tangible book value per share forecast is denominated.'}
{'id': 743, 'data_set_name': '可以使用:anl10_netrevise_ratio_to_consensus_fy1_2537', 'description': '不可使用,仅供参考:Consensus estimate value for net income FY1'}
{'id': 318160, 'data_set_name': '可以使用:top_300_equity_513_grouping_20_clusters', 'description': '不可使用,仅供参考:Grouping of top 300 equities (513 variant) using 20 clusters.'}
{'id': 316612, 'data_set_name': '可以使用:pv103_mbid_topofbook_mbid_mean', 'description': '不可使用,仅供参考:Daily mean of average bid price per message over 5-minute intervals of top of book'}
{'id': 85962, 'data_set_name': '可以使用:fnd72_pit_or_cr_q_cash_ratio', 'description': "不可使用,仅供参考:Ratio which indicates a company's liquidity"}
{'id': 320563, 'data_set_name': '可以使用:pv87_2_pretaxprofit_rep_qf_matrix_all_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Pretax Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318745, 'data_set_name': '可以使用:sta2_top500_fact4_c50', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 80801, 'data_set_name': '可以使用:short_term_notes_discounted', 'description': '不可使用,仅供参考:Short-term notes discounted and outstanding at period end.'}
{'id': 85781, 'data_set_name': '可以使用:fnd72_pit_or_cr_a_cur_ratio', 'description': "不可使用,仅供参考:Ratio to indicate the company's ability to pay back its short-term liabilities with its short-term assets"}
{'id': 324031, 'data_set_name': '可以使用:pv87_prv2_expavg20_topic_event_sentiment_score_all', 'description': '不可使用,仅供参考:20-day Exponential average of Event Sentiment Score for topic All'}
{'id': 326201, 'data_set_name': '可以使用:pv87_weightedavg20_topic_v2_0_1_ess_business', 'description': '不可使用,仅供参考:20-day Weighted average of ESS - Event Sentiment Score for topic Business'}
{'id': 5428, 'data_set_name': '可以使用:anl4_rd_exp_number', 'description': '不可使用,仅供参考:Research and Development Expense - Number of Estimations'}
{'id': 78166, 'data_set_name': '可以使用:share_award_quantity', 'description': '不可使用,仅供参考:Number of shares awarded in a given incentive plan.'}
{'id': 320106, 'data_set_name': '可以使用:pv87_2_fcfps_qf_matrix_all_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Financing Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319657, 'data_set_name': '可以使用:pv87_2_capex_af_matrix_p1_b_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318127, 'data_set_name': '可以使用:sta1_top500c5', 'description': '不可使用,仅供参考:Statistical industry classification'}
{'id': 883, 'data_set_name': '可以使用:anl10_prrrevise_ratio_to_close_fy1_2559', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for price return ratio FY1'}
{'id': 319659, 'data_set_name': '可以使用:pv87_2_capex_af_matrix_p1_b_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 325697, 'data_set_name': '可以使用:pv87_web_weightedavg1_topic_css_all', 'description': '不可使用,仅供参考:1-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 318152, 'data_set_name': '可以使用:top_2000_equity_grouping_50_clusters', 'description': '不可使用,仅供参考:Grouping of top 2000 equities using 50 clusters.'}
{'id': 321015, 'data_set_name': '可以使用:pv87_book_value_share_consensus_mean', 'description': '不可使用,仅供参考:Book Value / Share Consensus Mean'}
{'id': 318877, 'data_set_name': '可以使用:top200_method3_group2_score', 'description': '不可使用,仅供参考:Score from the third method for top 200 securities, grouped into 2 clusters.'}
{'id': 79266, 'data_set_name': '可以使用:accounts_total_current_assets', 'description': '不可使用,仅供参考:Total current assets as reported in accounts.'}
{'id': 6914, 'data_set_name': '可以使用:anl49_estddividendspersharenext12months', 'description': '不可使用,仅供参考:Estimated total dividends per share to be declared for the next twelve months.'}
{'id': 319786, 'data_set_name': '可以使用:pv87_2_dps_af_matrix_all_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Dividends Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319215, 'data_set_name': '可以使用:pv52_yse_national_price_imprvd_shares', 'description': '不可使用,仅供参考:Price-Improved Shares'}
{'id': 6895, 'data_set_name': '可以使用:anl49_cashflowpershare', 'description': '不可使用,仅供参考:Cash flow less preferred dividends (if any) divided by common shares outstanding at year end.'}
{'id': 324310, 'data_set_name': '可以使用:pv87_qtr_matrix_book_value_share_consensus_mean_numupunfiltered', 'description': '不可使用,仅供参考:Number of up revisions of Book Value / Share Consensus Mean'}
{'id': 317322, 'data_set_name': '可以使用:pv20_gp_ret_subindustry_cap_top2000_1_20', 'description': '不可使用,仅供参考:Returns of subindustry capitalization for top 2000 securities over a 1-20 day period.'}
{'id': 319733, 'data_set_name': '可以使用:pv87_2_cfps_af_matrix_p1_b_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 78944, 'data_set_name': '可以使用:fn_avg_diluted_sharesout_adj_q', 'description': '不可使用,仅供参考:The sum of dilutive potential common shares or units used in the calculation of the diluted per-share or per-unit computation.'}
{'id': 318849, 'data_set_name': '可以使用:top2000_pca_factor1_grouping50', 'description': '不可使用,仅供参考:First principal component grouping for top 2000 securities with 50 clusters.'}
{'id': 813, 'data_set_name': '可以使用:anl10_prerevise_ratio_to_consensus_fq1_1398', 'description': '不可使用,仅供参考:Consensus estimate value for pre-tax or preliminary Q1'}
{'id': 9636, 'data_set_name': '可以使用:anl83_numvswordsratioexepres', 'description': '不可使用,仅供参考:number of numerical/number of all words of executives in Presentation'}
{'id': 320143, 'data_set_name': '可以使用:pv87_2_grossmargin_af_matrix_all_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Gross Margin *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 326023, 'data_set_name': '可以使用:pv87_webv2_simpleavg60_topic_css_society', 'description': '不可使用,仅供参考:60-day Simple average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic Society'}
{'id': 320787, 'data_set_name': '可以使用:pv87_2_tbvps_af_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319054, 'data_set_name': '可以使用:pv48_russellindex_sharechg', 'description': '不可使用,仅供参考:russellindex sharechg related to the US market index.'}
{'id': 320249, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 84078, 'data_set_name': '可以使用:quarterly_interest_cost_total', 'description': '不可使用,仅供参考:Fiscal period endate of Annual Accountance Adjustment Interest Expense'}
{'id': 324209, 'data_set_name': '可以使用:pv87_prv2_simpleavg60_topic_nip_all', 'description': '不可使用,仅供参考:60-day Simple average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic All'}
{'id': 318436, 'data_set_name': '可以使用:principal_component2_grouping50_top3000', 'description': '不可使用,仅供参考:Second principal component grouping for top 3000 securities with 50 clusters.'}
{'id': 78181, 'data_set_name': '可以使用:total_private_board_count', 'description': '不可使用,仅供参考:Total number of private boards the director has served on.'}
{'id': 78518, 'data_set_name': '可以使用:fnd17_1_reptoprcexrate', 'description': '不可使用,仅供参考:Reporting Currency to base currency exchange rate'}
{'id': 243, 'data_set_name': '可以使用:anl10_ebirevise_ratio_to_close_fy2_2590', 'description': '不可使用,仅供参考:Ratio of delta consensus to adjusted close for earnings before interest FY2'}
{'id': 320799, 'data_set_name': '可以使用:pv87_2_tbvps_qf_matrix_all_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319823, 'data_set_name': '可以使用:pv87_2_dps_qf_matrix_p1_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Dividends Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320225, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320260, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_p1_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Net Asset Value (NAV)'}
{'id': 319059, 'data_set_name': '可以使用:pv48_usa_russell_rgs_groshares', 'description': '不可使用,仅供参考:No field description'}
{'id': 318625, 'data_set_name': '可以使用:robust_factor_5_top2000', 'description': '不可使用,仅供参考:Sixth robust factor for top 2000 securities.'}
{'id': 320108, 'data_set_name': '可以使用:pv87_2_fcfps_qf_matrix_all_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Financing Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318889, 'data_set_name': '可以使用:top3000_pca_component13', 'description': '不可使用,仅供参考:Thirteenth principal component value for top 3000 securities.'}
{'id': 318410, 'data_set_name': '可以使用:principal_component1_grouping20_top3000', 'description': '不可使用,仅供参考:First principal component grouping for top 3000 securities with 20 clusters.'}
{'id': 321349, 'data_set_name': '可以使用:pv87_daily_qtr_matrix_cash_flow_share_consensus_mean_numnochange', 'description': '不可使用,仅供参考:Number of no change revisions of Cash Flow / Share Consensus Mean'}
{'id': 10561, 'data_set_name': '可以使用:mws87_sinvsplurratioexepres', 'description': '不可使用,仅供参考:(Number of (I, my, me, mine) - number of (We, our, us, ours))/(Number of (I, my, me, mine) + number of (We, our, us, ours)) of executives in Presentation'}
{'id': 6817, 'data_set_name': '可以使用:anl49_backfill_dividendsdeclaredpershareindicator', 'description': '不可使用,仅供参考:Dividends declared per share indicator'}
{'id': 320660, 'data_set_name': '可以使用:pv87_2_roe_af_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Return On Equity *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320719, 'data_set_name': '可以使用:pv87_2_sales_af_matrix_p1_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318796, 'data_set_name': '可以使用:top1000_pca_factor4_grouping5', 'description': '不可使用,仅供参考:Fourth principal component grouping for top 1000 securities with 5 clusters.'}
{'id': 324546, 'data_set_name': '可以使用:pv87_qtr_matrix_revenue_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of Revenue Estimate'}
{'id': 80503, 'data_set_name': '可以使用:fnd23_topic2', 'description': '不可使用,仅供参考:second-tier topic mapped to parent topic.'}
{'id': 319930, 'data_set_name': '可以使用:pv87_2_ebitda_qf_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of EBITDA *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320194, 'data_set_name': '可以使用:pv87_2_nav_af_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 324776, 'data_set_name': '可以使用:pv87_simpleavg20_topic_css_all', 'description': '不可使用,仅供参考:20-day Simple average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 320132, 'data_set_name': '可以使用:pv87_2_ffops_af_matrix_p1_b_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Funds from Operations per Share (FFOPS)'}
{'id': 320362, 'data_set_name': '可以使用:pv87_2_netprofit_qf_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319953, 'data_set_name': '可以使用:pv87_2_ebitdaps_af_matrix_p1_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of EBITDA per share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 6746, 'data_set_name': '可以使用:anl49_4thfiscalquarterearningspershareindicator', 'description': '不可使用,仅供参考:Fourth fiscal quarter earnings per share indicator'}
{'id': 6571, 'data_set_name': '可以使用:anl45_net_market_exposure', 'description': '不可使用,仅供参考:Difference in fractional total value between long and short ideas'}
{'id': 317869, 'data_set_name': '可以使用:pv20_revere_hierarchy_min2_top2000_sector', 'description': '不可使用,仅供参考:Sector classification for USA Revere hierarchy'}
{'id': 5636, 'data_set_name': '可以使用:min_share_buyback_guidance', 'description': '不可使用,仅供参考:Shares Basic - Minimum guidance value for the annual period'}
{'id': 318145, 'data_set_name': '可以使用:top_1500_equity_grouping_20_clusters', 'description': '不可使用,仅供参考:Grouping of top 1500 equities using 20 clusters.'}
{'id': 325965, 'data_set_name': '可以使用:pv87_webv2_simpleavg20_topic_nip_all', 'description': '不可使用,仅供参考:20-day Simple average of NIP score that represents the degree of impact a news flash has on the market over the following two-hour period for topic All'}
{'id': 83700, 'data_set_name': '可以使用:fnd3_aacctadj_sharesissued', 'description': '不可使用,仅供参考:Annual Accountance Adjustment Shares Issued'}
{'id': 80766, 'data_set_name': '可以使用:short_term_bonds_payable_2', 'description': '不可使用,仅供参考:Short-term bonds payable at the end of the period.'}
{'id': 324295, 'data_set_name': '可以使用:pv87_prv2_weightedavg60_topic_event_sentiment_score_all', 'description': '不可使用,仅供参考:60-day Weighted average of Event Sentiment Score for topic All'}
{'id': 318144, 'data_set_name': '可以使用:top_1500_equity_grouping_10_clusters', 'description': '不可使用,仅供参考:Grouping of top 1500 equities using 10 clusters.'}
{'id': 86871, 'data_set_name': '可以使用:fnd72_s_pit_or_cr_q_sales_per_share_growth', 'description': '不可使用,仅供参考:Percentage growth of sales per basic share'}
{'id': 319698, 'data_set_name': '可以使用:pv87_2_capex_qf_matrix_p1_b_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Capital Expenditure *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320122, 'data_set_name': '可以使用:pv87_2_fcfps_qf_matrix_p1_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Financing Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 5409, 'data_set_name': '可以使用:anl4_qfv4_cfps_number', 'description': '不可使用,仅供参考:Cash Flow Per Share - number of estimations'}
{'id': 326179, 'data_set_name': '可以使用:pv87_weightedavg1_topic_css_all', 'description': '不可使用,仅供参考:1-day Weighted average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 318596, 'data_set_name': '可以使用:principal_component_score_9_top500_513', 'description': '不可使用,仅供参考:Value of the 10th principal component for the top 500 securities in group 513.'}
{'id': 6733, 'data_set_name': '可以使用:anl49_35estd35yrgrowthrateearningspershare', 'description': '不可使用,仅供参考:The annual compounded growth rate using the average of the three latest base years to the projected 3-5-year Earnings per Share.'}
{'id': 324476, 'data_set_name': '可以使用:pv87_qtr_matrix_net_asset_value_share_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of Net Asset Value / Share Estimate'}
{'id': 321941, 'data_set_name': '可以使用:pv87_expavg60_topic_v2_0_1_ess_business', 'description': '不可使用,仅供参考:60-day Exponential average of ESS - Event Sentiment Score for topic Business'}
{'id': 319986, 'data_set_name': '可以使用:pv87_2_eps_af_matrix_all_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Earnings Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 9637, 'data_set_name': '可以使用:anl83_numvswordsratioexeqa', 'description': '不可使用,仅供参考:number of numerical/number of all words of executives in Q&A (NA if no Q&A)'}
{'id': 318560, 'data_set_name': '可以使用:principal_component_score_13_top3000_2', 'description': '不可使用,仅供参考:Value of the 14th principal component for the top 3000 securities.'}
{'id': 318921, 'data_set_name': '可以使用:top300_industry_grouping_method1_2', 'description': '不可使用,仅供参考:Industry grouping for top 300 securities using method 1 with 2 clusters.'}
{'id': 83452, 'data_set_name': '可以使用:fnd3_a_accpayable', 'description': '不可使用,仅供参考:Annual Accounts payable'}
{'id': 7003, 'data_set_name': '可以使用:anl49_vector_averageannualperatio', 'description': '不可使用,仅供参考:The average price of the stock for the year divided by earnings per share (excluding non recurring items, as determined by Value Line) reported by the company for the year. In the case of fiscal companies, all data are for the fiscal year.'}
{'id': 318827, 'data_set_name': '可以使用:top2000_factor2_value', 'description': '不可使用,仅供参考:Second principal component value for top 2000 securities.'}
{'id': 6982, 'data_set_name': '可以使用:anl49_vector_35estd35yrgrowthratebookvaluepershare', 'description': '不可使用,仅供参考:The annual compounded growth rate using the average of the three latest base years to the projected 3-5-year Book Value per Share.'}
{'id': 324327, 'data_set_name': '可以使用:pv87_qtr_matrix_cash_flow_share_consensus_mean_numanalystsunfiltered', 'description': '不可使用,仅供参考:Number of analysts (unfiltered) of Cash Flow / Share Consensus Mean'}
{'id': 319588, 'data_set_name': '可以使用:pv87_2_bps_af_matrix_p1_b_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320430, 'data_set_name': '可以使用:pv87_2_operatingprofit_af_matrix_all_b_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Operating Profit *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 6563, 'data_set_name': '可以使用:anl45_idea_count', 'description': '不可使用,仅供参考:Number of ideas in a group - useful when grouping ideas in the view'}
{'id': 318126, 'data_set_name': '可以使用:sta1_top500c20', 'description': '不可使用,仅供参考:Statistical industry classification'}
{'id': 320216, 'data_set_name': '可以使用:pv87_2_nav_af_matrix_p1_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320009, 'data_set_name': '可以使用:pv87_2_eps_qf_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Earnings Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 80738, 'data_set_name': '可以使用:share_capital_ordinary', 'description': '不可使用,仅供参考:Ordinary share capital reported for the annual period.'}
{'id': 318843, 'data_set_name': '可以使用:top2000_factor8_value', 'description': '不可使用,仅供参考:Eighth principal component value for top 2000 securities.'}
{'id': 319587, 'data_set_name': '可以使用:pv87_2_bps_af_matrix_p1_b_chngratio_mean', 'description': '不可使用,仅供参考:mean value of all change ratio of Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 323975, 'data_set_name': '可以使用:pv87_price_volatility_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of Price Volatility Estimate'}
{'id': 9760, 'data_set_name': '可以使用:other_ceo_sentence_count_presentation', 'description': '不可使用,仅供参考:Total number of sentences spoken by other CEOs in the presentation section.'}
{'id': 318742, 'data_set_name': '可以使用:sta2_top500_fact4_c2', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 318619, 'data_set_name': '可以使用:robust_factor_13_top2000', 'description': '不可使用,仅供参考:Fourteenth robust factor for top 2000 securities.'}
{'id': 78140, 'data_set_name': '可以使用:ltip_to_total_remuneration_ratio', 'description': '不可使用,仅供参考:Ratio of long-term incentive plan value to total remuneration for the period.'}
{'id': 79249, 'data_set_name': '可以使用:accounts_cash_and_equivalents', 'description': '不可使用,仅供参考:Total value of cash and cash equivalents at the end of the period.'}
{'id': 6599, 'data_set_name': '可以使用:anl45_treynor_ratio', 'description': '不可使用,仅供参考:A ratio that measures returns earned in excess of that which could have been earned on a riskless investment (such as the risk free rate).??'}
{'id': 320810, 'data_set_name': '可以使用:pv87_2_tbvps_qf_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Tangible Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 8985, 'data_set_name': '可以使用:shares', 'description': '不可使用,仅供参考:Number of shares outstanding'}
{'id': 321810, 'data_set_name': '可以使用:pv87_eps_lt_growth_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of EPS LT Growth Estimate (%)'}
{'id': 319918, 'data_set_name': '可以使用:pv87_2_ebitda_qf_matrix_p1_b_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of EBITDA *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 5494, 'data_set_name': '可以使用:earnings_per_share_nongaap_value', 'description': '不可使用,仅供参考:Non-GAAP Earnings Per Share - Actual Value'}
{'id': 320200, 'data_set_name': '可以使用:pv87_2_nav_af_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Net Asset Value (NAV)'}
{'id': 83179, 'data_set_name': '可以使用:fnd3_A_accpayable', 'description': '不可使用,仅供参考:Annual Accounts payable'}
{'id': 320922, 'data_set_name': '可以使用:pv87_ann_matrix_eps_normalized_estimate_number', 'description': '不可使用,仅供参考:Number of analysts of EPS Normalized Estimate'}
{'id': 5419, 'data_set_name': '可以使用:anl4_qfv4_eps_number', 'description': '不可使用,仅供参考:Earnings per share - number of estimations'}
{'id': 80757, 'data_set_name': '可以使用:shares_outstanding_total', 'description': '不可使用,仅供参考:Total number of shares currently issued and outstanding for the company.'}
{'id': 9628, 'data_set_name': '可以使用:anl83_numsentoperqa', 'description': '不可使用,仅供参考:number of sentences of operator in Q&A (NA if no Q&A)'}
{'id': 320344, 'data_set_name': '可以使用:pv87_2_netprofit_af_matrix_all_number', 'description': '不可使用,仅供参考:count number of estimates (once for one analyst) of Net Profit'}
{'id': 319814, 'data_set_name': '可以使用:pv87_2_dps_qf_matrix_all_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Dividends Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 9627, 'data_set_name': '可以使用:anl83_numsentoperpres', 'description': '不可使用,仅供参考:number of sentences of operator in Presentation'}
{'id': 318741, 'data_set_name': '可以使用:sta2_top500_fact4_c10', 'description': '不可使用,仅供参考:statistical industry classification'}
{'id': 321104, 'data_set_name': '可以使用:pv87_cash_from_operations_of_estimates_scale', 'description': '不可使用,仅供参考:Scale of Cash From Operations - # of Estimates'}
{'id': 320037, 'data_set_name': '可以使用:pv87_2_epsr_af_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Earnings Per Share - As Reported *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 325735, 'data_set_name': '可以使用:pv87_websimpleavg20_topic_ess_all', 'description': '不可使用,仅供参考:20-day Simple average of ESS - Event Sentiment Score for topic All'}
{'id': 320109, 'data_set_name': '可以使用:pv87_2_fcfps_qf_matrix_all_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Financing Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 321013, 'data_set_name': '可以使用:pv87_book_value_share_consensus_low', 'description': '不可使用,仅供参考:Book Value / Share Consensus Low'}
{'id': 319766, 'data_set_name': '可以使用:pv87_2_cfps_qf_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 320001, 'data_set_name': '可以使用:pv87_2_eps_af_matrix_p1_chngratio_number', 'description': '不可使用,仅供参考:count number of all change ratio of Earnings Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 321172, 'data_set_name': '可以使用:pv87_daily_ann_matrix_r1_book_value_share_consensus_mean_numdownunfiltered', 'description': '不可使用,仅供参考:Number of down revisions (unfiltered) of Book Value / Share Consensus Mean'}
{'id': 320242, 'data_set_name': '可以使用:pv87_2_nav_qf_matrix_p1_b_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 5488, 'data_set_name': '可以使用:earnings_per_share_guidance_value', 'description': '不可使用,仅供参考:Earnings Per Share - guidance value for annual frequency'}
{'id': 64, 'data_set_name': '可以使用:anl10_cpsrevise_ratio_to_consensus_fy2', 'description': '不可使用,仅供参考:Consensus estimate value for cash per share FY2'}
{'id': 318853, 'data_set_name': '可以使用:top2000_pca_factor2_grouping5', 'description': '不可使用,仅供参考:Second principal component grouping for top 2000 securities with 5 clusters.'}
{'id': 320297, 'data_set_name': '可以使用:pv87_2_netdebt_qf_matrix_all_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 6833, 'data_set_name': '可以使用:anl49_backfill_grossequipmentpershareindicator', 'description': '不可使用,仅供参考:Gross equiipment per share indicator'}
{'id': 320708, 'data_set_name': '可以使用:pv87_2_sales_af_matrix_p1_b_chngratio_std', 'description': '不可使用,仅供参考:std value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 325675, 'data_set_name': '可以使用:pv87_web_expavg60_topic_v2_0_1_css_all', 'description': '不可使用,仅供参考:60-day Exponential average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 174, 'data_set_name': '可以使用:anl10_dpsrevise_ratio_to_consensus_fy1_1566', 'description': '不可使用,仅供参考:Consensus estimate value for dividends per share FY1'}
{'id': 442, 'data_set_name': '可以使用:anl10_epsrevise_ratio_to_consensus_fq2', 'description': '不可使用,仅供参考:Consensus estimate value for earnings per share Q2'}
{'id': 5466, 'data_set_name': '可以使用:cashflow_per_share_max_guidance', 'description': '不可使用,仅供参考:The maximum guidance value for Cash Flow Per Share on an annual basis.'}
{'id': 324296, 'data_set_name': '可以使用:pv87_prv2_weightedavg60_topic_event_sentiment_score_business', 'description': '不可使用,仅供参考:60-day Weighted average of Event Sentiment Score for topic Business'}
{'id': 320309, 'data_set_name': '可以使用:pv87_2_netdebt_qf_matrix_p1_b_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Net Asset Value (NAV) *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 318157, 'data_set_name': '可以使用:top_3000_equity_grouping_50_clusters', 'description': '不可使用,仅供参考:Grouping of top 3000 equities using 50 clusters.'}
{'id': 325480, 'data_set_name': '可以使用:pv87_v2_weightedavg60_topic_event_sentiment_score_society', 'description': '不可使用,仅供参考:60-day Weighted average of Event Sentiment Score for topic Society'}
{'id': 79386, 'data_set_name': '可以使用:finance_costs_deferred_portion', 'description': '不可使用,仅供参考:Deferred portion of finance costs.'}
{'id': 319162, 'data_set_name': '可以使用:pv52_yse_arca_cncld_shares', 'description': '不可使用,仅供参考:Cancelled Shares'}
{'id': 321435, 'data_set_name': '可以使用:pv87_daily_qtr_matrix_r6_book_value_share_consensus_mean_numdown', 'description': '不可使用,仅供参考:Number of down revisions of Book Value / Share Consensus Mean'}
{'id': 320703, 'data_set_name': '可以使用:pv87_2_sales_af_matrix_p1_b_chngratio_high', 'description': '不可使用,仅供参考:highest value of all change ratio of Sales *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 325130, 'data_set_name': '可以使用:pv87_v2_expavg20_topic_css_all', 'description': '不可使用,仅供参考:20-day Exponential average of CSS score that represents the news sentiment of a given story by combining various sentiment analysis techniques for topic All'}
{'id': 318139, 'data_set_name': '可以使用:top_1000_equity_513_grouping_10_clusters', 'description': '不可使用,仅供参考:Grouping of top 1000 equities (513 variant) using 10 clusters.'}
{'id': 10490, 'data_set_name': '可以使用:mws87_numvswordsratioceopres', 'description': '不可使用,仅供参考:Number of numerical/number of all words of CEO in presentation (NA if CEO not attended or no speech in presentation).'}
{'id': 324307, 'data_set_name': '可以使用:pv87_qtr_matrix_book_value_share_consensus_mean_numnochange', 'description': '不可使用,仅供参考:Number of no change revisions of Book Value / Share Consensus Mean'}
{'id': 319112, 'data_set_name': '可以使用:pv52_asdaq_psx_atquote_shares', 'description': '不可使用,仅供参考:At-the Quote Shares'}
{'id': 83680, 'data_set_name': '可以使用:fnd3_aacctadj_payables', 'description': '不可使用,仅供参考:Annual Accountance Adjustment Increase or Decrease in Accounts Payable'}
{'id': 324312, 'data_set_name': '可以使用:pv87_qtr_matrix_book_value_share_estimate_low', 'description': '不可使用,仅供参考:Low of Book Value / Share Estimate'}
{'id': 319598, 'data_set_name': '可以使用:pv87_2_bps_af_matrix_p1_chngratio_low', 'description': '不可使用,仅供参考:lowest value of all change ratio of Book Value Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
{'id': 319285, 'data_set_name': '可以使用:pv64_dif_fund_expense_ratio', 'description': '不可使用,仅供参考:The amount investors pay for expenses incurred in operating a mutual fund (after any waivers).'}
{'id': 319732, 'data_set_name': '可以使用:pv87_2_cfps_af_matrix_p1_b_chngratio_median', 'description': '不可使用,仅供参考:median value of all change ratio of Cash Flow Per Share *change ratio = ((current value - previous value) / (fabs (current value)/2 + fabs (previous value)/2))'}
========================= 数据字段结束 =======================================
以上数据字段和操作符, 按照Description说明组合, 但是每一个 alpha 组合的使用的数据字段和操作符不要过于集中, 在符合语法的情况下, 多尝试不同的组合
你再检查一下, 如果你使用了
Operator abs does not support event inputs
Operator ts_mean does not support event inputs
Operator ts_scale does not support event inputs
Operator add does not support event inputs
Operator sign does not support event inputs
Operator greater does not support event inputs
Operator ts_av_diff does not support event inputs
Operator ts_quantile does not support event inputs
Operator ts_arg_min does not support event inputs
Operator divide does not support event inputs
Operator ts_corr does not support event inputs
Operator ts_decay_linear does not support event inputs
Operator ts_sum does not support event inputs
Operator ts_delay does not support event inputs
Operator ts_arg_max does not support event inputs
Operator ts_std_dev does not support event inputs
Operator ts_regression does not support event inputs
Operator ts_backfill does not support event inputs
Operator signed_power does not support event inputs
Operator ts_product does not support event inputs
Operator ts_zscore does not support event inputs
Operator group_rank does not support event inputs
Operator subtract does not support event inputs
Operator ts_delta does not support event inputs
Operator ts_rank does not support event inputs
Operator ts_count_nans does not support event inputs
Operator ts_covariance does not support event inputs
Operator multiply does not support event inputs
Operator if_else does not support event inputs
Operator group_neutralize does not support event inputs
Operator group_zscore does not support event inputs
Operator winsorize does not support event inputs
注意, 以上操作符不能使用事件类型的数据集, 以上操作符禁止使用事件类型的数据集!!

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供应链集中度风险溢价
供应链议价能力不对称因子
假设
当企业对少数供应商高度依赖时,其运营韧性较弱,易受外部冲击(如地缘政治、自然灾害或供应商财务危机)影响,从而增加盈利波动性和违约风险。市场通常低估此类“隐性脆弱性”,导致高供应链集中度公司的股票在中期内表现落后。因此,可对供应链集中度高的公司建立空头仓位,反之建立多头仓位
在供应链关系中,若企业对少数客户或供应商存在高度依赖,其议价能力将显著弱化,导致成本转嫁能力受限或收入稳定性下降,从而承担额外的经营风险。市场往往低估此类结构性脆弱性,使得高依赖度企业被系统性高估(即未来收益偏低),而低依赖度、议价能力强的企业则被低估(即未来收益偏高)。因此,做空高集中度企业、做多低集中度企业可捕获由此产生的风险溢价
实施方案
使用供应商集中度相关指标(如前五大供应商采购占比)衡量依赖程度。为提升数据覆盖,采用时序回填算子处理缺失值,并将该指标与行业分位数比较以控制结构性差异。同时结合应付账款周转天数和采购成本波动率作为辅助验证变量,增强信号稳健性
核心指标为企业前五大客户销售额占比与前五大供应商采购额占比之和,用于衡量整体供应链集中度;该指标需进行行业中性化处理以剔除行业固有结构差异,并通过横截面标准化生成Z-score因子值。对于缺失值,采用过去12个月滚动窗口的时序填充策略(如可用历史均值);同时引入应付账款周转天数和销售毛利率作为辅助验证变量,以确认议价能力传导机制的有效性——预期高集中度企业应具有更长的应付账款周期(议价弱致付款快)和更低的毛利率(成本无法转嫁)
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@ -1 +1 @@
["supplier", "vendor", "procurement", "concentration", "payable", "cost", "spend", "dependency", "exposure", "diversification", "top", "largest", "share", "ratio", "count", "number", "entity", "purchase"]
["customer", "supplier", "concentration", "payable", "receivable", "cost", "margin", "dependency", "sales", "purchase"]
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