1264 lines
2.8 MiB
Plaintext
1264 lines
2.8 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"import tushare as ts\n",
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"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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"import MySQLdb\n",
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"import time\n",
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"import datetime\n",
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"import warnings\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"from imp import reload\n",
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"import chan\n",
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"ts.set_token('3aceab1cc8a61e74fc0a1d481d64bf0b6d4e177a90f4c3936014c0ac')\n",
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"pro = ts.pro_api()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pd.read_csv('E:\\jupyter\\qushi-20190525-20190702.csv',index_col='index')\n",
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"df_down = df[df.direction=='downdown']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"collapsed": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"000650.SZ\n",
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"000789.SZ\n",
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"000919.SZ\n",
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"000996.SZ\n",
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"002013.SZ\n",
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"002020.SZ\n",
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"002117.SZ\n",
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"002166.SZ\n",
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"002219.SZ\n",
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"300508.SZ\n",
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"600302.SH\n",
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"600549.SH\n",
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"600618.SH\n",
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"600636.SH\n",
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"600781.SH\n",
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"600805.SH\n",
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"600834.SH\n",
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"600982.SH\n",
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"603086.SH\n",
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"603668.SH\n",
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"603681.SH\n",
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"603882.SH\n"
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]
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}
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],
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"source": [
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"result_df=pd.DataFrame()\n",
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"min_day_n=30\n",
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"for n, k in df_down.iterrows():\n",
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" ts_code = k.ts_code\n",
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" trade_price = k.trade_price\n",
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" trade_time = datetime.datetime.strptime(k.trade_time,'%Y-%m-%d %H:%M')\n",
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" delta10 = datetime.timedelta(days=30)\n",
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" end_time = trade_time+delta10\n",
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" print(ts_code)\n",
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" day_df=None\n",
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" has_gotdata=False\n",
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" while not has_gotdata:\n",
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" try:\n",
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" day_df = pro.daily(ts_code=ts_code, start_date=trade_time.strftime('%Y%m%d'), end_date=end_time.strftime('%Y%m%d'))\n",
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" has_gotdata=True\n",
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" except OSError as e:\n",
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" print('pause 5s...',e)\n",
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" time.sleep(5) \n",
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" day_df = day_df.iloc[::-1] #倒序\n",
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" day=0\n",
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" for day_n, day_k in day_df.iterrows():\n",
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" if day_k.vol>0:\n",
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" result_df=result_df.append({'ts_code':ts_code, 'trade_price':trade_price, 'trade_time':trade_time, 'date':day_k.trade_date ,'day': day, 'day_close_price':day_k.close, 'percent': (day_k.close-trade_price)*100/trade_price},ignore_index=True)\n",
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" day+=1\n",
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" min_day_n=min(min_day_n,day)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"collapsed": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"ts_code\n",
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"000923.SZ -9.190992\n",
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"600797.SH -8.736626\n",
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"000616.SZ -8.710854\n",
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"600496.SH -8.607817\n",
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"000818.SZ -8.303094\n",
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"000977.SZ -8.070089\n",
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"600569.SH -7.829296\n",
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"603679.SH -5.115604\n",
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" ... \n",
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"Name: percent, Length: 97, dtype: float64"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"result_df.groupby('ts_code')['percent'].mean().sort_values()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"-0.5834096631447335"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"result_df[result_df.day<=7]['percent'].mean()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"2.270976915772038"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"result_df['percent'].mean()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {
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"collapsed": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.axes._subplots.AxesSubplot at 0x23ee39524a8>"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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|
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 432x288 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"result_df.groupby('day')['percent'].mean().plot()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 54,
|
|||
|
|
"metadata": {},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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"metadata": {},
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|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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|
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]
|
|||
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|
},
|
|||
|
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"metadata": {},
|
|||
|
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"data": {
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|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
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|
},
|
|||
|
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"metadata": {},
|
|||
|
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
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{
|
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|
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"data": {
|
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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|
},
|
|||
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
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{
|
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|
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"data": {
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
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{
|
|||
|
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"data": {
|
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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|
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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|
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},
|
|||
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABIQAAAEyCAYAAACLeQv5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmczYUax/HPb4xhqAyiyJY1Za2xr5EsN7RItFC0WopsN0pRl5BIRCFUWqSsWbKHQmOPki0qsi/Zzczv/vEYZjgzc2bmzJxZvu/Xa17X+Z3f8pyhm3l6Fsd1XUREREREREREJOMI8HcAIiIiIiIiIiKSspQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYJQQEhERERERERHJYAL99eAbb7zRLVKkiL8eLyIiIiIiIiKS7qxdu/aw67p54jvPbwmhIkWKEBYW5q/Hi4iIiIiIiIikO47j7PHmPLWMiYiIiIiIiIhkMEoIiYiIiIiIiIhkMEoIiYiIiIiIiIhkMEoIiYiIiEiaNW/ePEqVKkXx4sV5++23Adi9ezdVqlShRIkSPPLII1y4cAGA8+fP88gjj1C8eHGqVKnCH3/8AcCFCxd46qmnKFu2LOXLl2fp0qWX7//FF19QtmxZypUrR6NGjTh8+DAAR48epUGDBpQoUYIGDRpw7Nixa2KLjIzkxRdfpEyZMpQtW5ZKlSqxe/duVq9eTYUKFWJ8Zc2aldGjRyfvN0tERCQaJYREREREJE2KiIigY8eOzJ07l61bt/LFF1+wdetWevXqRdeuXdm+fTs5c+Zk/PjxAIwfP56cOXOyY8cOunbtSq9evQAYO3YsAJs3b2bBggV069aNyMhIwsPDeemll1iyZAmbNm2iXLlyjBw5EoC3336b+vXrs337durXr385GRXdV199xb59+9i0aRObN29m2rRphISEUKVKFTZs2HD5a/DgwRQpUoQ2bdqk0HdORERECSERERERSaPWrFlD8eLFKVq0KEFBQbRq1YoZM2awePFiWrRoAUDbtm2ZPn06ADNmzKBt27YAtGjRgkWLFuG6Llu3bqV+/foA5M2bl5CQEMLCwnBdF9d1OX36NK7rcvLkSfLnz3/NvaI/I7r9+/eTL18+AgLsr9wFChQgZ86cMc45fPgwzzzzDJMnTyZ79uzJ8F0SERHxTAkhEREREUmT/v77bwoWLHj5dYECBfj7778JCQkhMDAwxrGrzw8MDCRHjhwcOXKE8uXLM2PGDMLDw9m9ezdr167lzz//JHPmzIwePZqyZcuSP39+tm7dSvv27QE4cOAA+fLlAyBfvnwcPHjwmvhatmzJrFmzqFChAt26dWP9+vXXnNO+fXs6dOjAXXfd5dtvjoiISDyUEBIRERGRNMl13WuORUREXHPMcZxYz3cch3bt2lGgQAFCQ0Pp0qUL1atXJzAwkIsXLzJ69GjWr1/Pvn37KFeuHAMHDvQ6vgIFCrBt2zYGDhxIQEAA9evXZ9GiRZffHzNmDCdPnqRHjx5e31NERMRXAv0dgIiIiIhIYhQoUIA///zz8uu//vqLQoUKcfz4ccLDwwkMDOSvv/663OYVdX6BAgUIDw/nxIkT5MqVC8dxGDZs2OX7VK9enRIlSrBhwwYAihUrBljFT9SsoJtuuulyS9j+/fvJmzevxxizZMlC48aNady4MTfddBPTp0+nfv36/Pbbb7z11lusWrXqckuZiIhIStK/fZLBzz/DmTP+jkJEREQkfatUqRLbt29n9+7dXLhwgS+//JJmzZpx9913M3XqVAAmTZpE8+bNAWjWrBmTJk0CYOrUqdSrVw/HcThz5gynT58GYMGCBQQGBnL77bdzyy23sHXrVg4dOnT5vdKlS19zr+jPiG7dunXs27cPsI1jmzZtonDhwly4cIFHH32UYcOGUaBAgWT8DomIiMTO8VQ6mxJCQ0PdsLAwvzw7OUVEQL58kCsXfP89FCrk74hERERE0q85c+bQpUsXIiIiaNeuHX369GHXrl20atWKo0ePUrFiRT777DOyZMnCuXPneOKJJ1i/fj25cuXiyy+/pGjRovzxxx80bNiQgIAAbrnlFsaPH0/hwoUBa+t67733yJw5M4ULF2bixInkzp2bI0eO0LJlS/bu3UuhQoX4+uuvyZUrF2FhYYwZM4Zx48Yxb948+vTpw/nz5wGoXLkyH3zwAdOmTaNNmzbccccdMT5L27Zt6dq1a4p/D0VEJH1xHGet67qh8Z6nhJBvjRkDkydD06YwdCiMHQvNmvk7KhERERERERHJCLxNCGmGkA8dOQJ9+8LChVCuHNSqBa1awZIlMGgQBAX5O0IREREREREREc0Q8qk+fSwBVK6cva5WDdavh927oUYN2LXLv/GJiIiIiIiIiIASQj6zbh1Mnw79+8c8nisXTJsGjz8OVavCpfmGIiIiIiIiIiJ+o4SQD0RGQqdOMGAAhIRc+77jwEsvwZw50KsXdOwI586lfJwiIiIiIiIiIuBFQshxnKyO46xxHGej4zhbHMfpF8t5LR3H2XrpnM99H2rq9emntl3sySfjPi801CqJDh60drLt21MkPBERERERERGRGLypEDoP1HNdtzxQAWjkOE7V6Cc4jlMCeAWo4bruHUAXn0eaSp04Af/9L4wcCQFefDdz5IApU+DZZ6F6dfg8Q6XORERERERERCQ1iDeF4ZpTl15mvvR19a76Z4BRruseu3TNQZ9GmYq98YatmK9UyftrHAdeeAEWLLDrn34azpxJrghFRERERERERGLyaoaQ4ziZHMfZABwEFriuu/qqU0oCJR3HWek4zirHcRrFcp9nHccJcxwn7NChQ0mLPJVo1Aj+97/EXVuhAqxdC2fPQuXKsHWrb2MTEREREREREfHEcd2ri33iONlxQoBpQGfXdX+Jdnw2cBFoCRQAlgNlXNc9Htu9QkND3bCwsMTGna64Lnz8sbWeDRkS/ywiERERkYzq4MGD/Pvvv5dfBwcHkz9/fj9GJCIikro4jrPWdd3Q+M4LTMhNXdc97jjOUqAR8Eu0t/4CVrmuexHY7TjONqAE8HNC7p9ROQ60bw9VqkDLlrBkCYwaBddd5+/IRERERFKXkiVLEh4ejuM4AJw5c4YTJ05wnf7iJCIikiDebBnLc6kyCMdxgoF7gN+uOm06cPelc27EWsh2+TbU9K9MGfj5Z8iUyWYSbdrk74hEREREUpfz589z+vRpTp06xalTpwgMDCQ8PNzfYYmIiKQ53swQygcscRxnE1bxs8B13dmO4/R3HKfZpXPmA0ccx9kKLAF6uK57JHlCTt+yZ7f2sd69oX59+OgjaykTEREREREREfGVBM0Q8iXNEIrfb79ZC9kdd8CHH8INN/g7IhERERH/Cg4O5ty5c5dfBwUFceDAAUJCQvwYlYiISOrh7Qwhr7aMiX/cdhusXg05csBdd8G6df6OSERERERERETSAyWEUrngYBgzBt58Exo2hJEj01YL2caN/o7gWps2gUYNiIiIiIiISEamhFAa0aoV/PQTTJgADz0Ex475O6L4HTwIFSvCihX+jgQuXIBvv4X//MdiWrrU3xGJiIiIiIiI+I8SQmlI8eLw449QoADceae1k6Vma9da29szz8DZs/6J4ddfoXt3KFgQ3nsPHnkEHnwQ9u3zTzwiIiIiIiIiqYESQmlMliwwYgQMHQpNm9r/ptYWsiVLLAFTvjy8+mrKPffff2H8eKhe3Ta1Zc5sVUrLlkGbNlC1KmieuYiIiIiIiGRkSgilUQ8+CGvWwJQp0KwZHDni74iutXgx1KsHo0bBl19aQia5uK5VT7VvD4UKwaxZ8MorsHcvDBwIJUpcOTc0FH7+OfliEREREREREUntlBBKw4oUgeXLoVQpm4uzcqW/I7ri+HHYtg0qV4bcueHDD+Gpp6x6x5cOHoR33oHbb7f7lyplbWLTp1sFVWDgtddUrGiDpS9e9G0sIiIiIiI
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
|
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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]
|
|||
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},
|
|||
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
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{
|
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|
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"data": {
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
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{
|
|||
|
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"data": {
|
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABIsAAAEyCAYAAAB6clB0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmcjeX/x/HXZSdb1phRilK2pOmrUkkLkiVbqJRSdkVC3zZSqklIEVqEZI0KSbRTfmmkRbQgvgbZJokwjOv3xzWbcWbmnDNnm5n38/GYh5n7vu7r/txjm/M5n+tzGWstIiIiIiIiIiIiAAXCHYCIiIiIiIiIiEQOJYtERERERERERCSVkkUiIiIiIiIiIpJKySIREREREREREUmlZJGIiIiIiIiIiKRSskhERERERERERFIpWSQiIiIiIiIiIqmULBIRERERERERkVRKFomIiIiIiIiISKpC4Q7AkwoVKtjq1auHOwwRERERERERkTxj7dq1+6y1FbMbF5HJourVqxMXFxfuMERERERERERE8gxjzDZvxmkZmoiIiIiIiIiIpFKySEREREREREREUilZJCIiIiIiIiIiqZQsEhERERERERGRVEoWiYiIiIiIiIhIKiWLREREREREREQklZJFIiIiIiIiIiKSSskiERERERERERFJpWSRiIiIiIiIiIikUrIoSI4dg23bwh2FiIiIiIiIiIhvlCwKkg0boHXrcEchIiIiIiIiIuIbJYuCJDoaduwIdxQiIiIiIiIiIr5RsihIKlSAQ4fgyJFwRyIiIiIiIiIi4j0li4LEGIiKUnWRiIiIiIiIiOQuShYFkZJFIiIiIiIiIpLbKFkURNHREB8f7ihERERERERERLynZFEQRVpl0bx5sGVLuKMQERERERERkUimZFEQRUVFVmXRgAEwalS4oxARERERERGRSKZkURBFR0dOZZG1bme2JUvg6NFwRyMiIiIiIiIikUrJoiCKpMqinTuhWDG47DKYPj3c0YiIiIiIiIhIpFKyKIgiqbLop5+gbl0YNgxeeAGSksIdkYiIiIiIiIhEIiWLgqhKFdizB06cCHcksH491KsHV10FFSvCwoXhjkhEREREREREIpGSRUFUuDCULw+7d4c7krTKImNcdVFsrOtjJCIiIiIiIiKSnpJFQRYVFRlL0VIqiwBat4Z//4VPPw1vTCIiIiIiIiISeZQsCrJIaHKdlAQbN0KdOu7rAgVgyBBXXSQiIiIiIiIikp6SRUEWCU2uN2+GypWhVKm0Y7ffDhs2wHffhS8uEREREREREYk8ShYFWSQsQ0vpV5RekSIwaBA8/3x4YhIRERERERGRyJRtssgYM9UYs8cYsz7dsbnGmO+TP7YaY77P5NqtxpifksfFBTLw3CI6OvzL0NL3K0qvZ0/4+GNXeSQiIiIiIiIiAt5VFk0DWqQ/YK3tbK1tYK1tACwAstqIvWny2Bj/w8y9IrWyCNyytF69YMyY0MckIiIiIiIiIpGpUHYDrLVfGmOqezpnjDHArcB1gQ0r7zilsqh161NP9usHLZLzcMuWwcSJ/PFvJfYnliKmbIZyn8WL0z4fODDzcqDmzaF/f/f5pk0waBDrP5vE8L3Pwextp44dN47776/JRRfBiGpvUOnr9zzPWaMGvPhi2tcZnyObZ8pUds+U/ryIiIiIiIiIhEROexZdDey21v6eyXkLLDfGrDXG9MxqImNMT2NMnDEmbu/evTkMK3KkVBZZ6934B3++l1bfDufEycC0kzqaVJhtRypSq6Tn8qbKlaFzZ3jpi/oBuZ+IiIiIiIiI5G7GepHFSK4sWmKtrZvh+CRgk7XW40ImY0xVa+1OY0wlYAUwwFr7ZXb3i4mJsXFxeafFUZkysHUrnHlnckVOFhUztWtDiRIugTNkSM7vvW4ddOvm+hZlZvNmaNQI/vjj1B3TwqZ19t8nEREREREREfGNMWatN22C/C5fMcYUAtoDczMbY63dmfzrHuBd4D/+3i8387bJ9caN8PffMGcOxMbCb7/l/N7r13vuV5RejRpw/fXw2ms5v5+IiIiIiIiI5G45Wet0A/CLtdZjGsQYc4YxplTK50AzIIv6lrzL2ybXCxZAhw5QsyY89hjcdx+cPJmze//0k+ed0DIaNgzGjYPExJzdLyCaN3cfIiIiIiIiIhJy2SaLjDGzgdVALWNMvDGmR/KpLsDsDGOrGmOWJn9ZGVhljPkBWAN8YK1dFrjQc4/UyqLFi7NcWvXOOy5ZBDBggEvcTJmSs3t7U1kE0LAhXHghzJqVs/sFRP/+aU26RURERERERCSkvNkNrWsmx7t7OLYTaJn8+Rbg4hzGlyd4U1m0aRPs2gVXXeW+LlgQ3ngDmjSBm2+Gs8/2797eVhYBDB0KDzwAd94JBQLTX1tEREREREREchmlBEIgOjr7ZNGCBdC+vUsSpahd2yVvevf2fje19A4cgL/+gurVvRt/ww1QrBgsWeL7vQJq0yb3ISIiIiIiIiIhp2RRCERFJS9DGzjQfXiQfglaesOGuUTTzJm+33f9eqhTx/sqIWPc/Z5/3vd7BdSgQe5DREREREREREJOyaIQSF2Gtnmz+8hg2za3bX2TJqdfW7gwTJ0KDz0Eu3f7dl9v+xWl16GDWw731Ve+XSciIiIiIiIieYOSRSGQ2uA6EwsWwC23uMSQJ5deCnff7Zpe+8KXfkUpChVyianYWN+uExEREREREZG8QcmiEKhQAQ4fhiNJRTyez2wJWnrDh8P338O773p/X38qiwC6d4c1a+Dnn32/VkRERERERERyNyWLQsAYqFoVdh4td9q5HTvgl1/g+uuznqN4cbc7Wv/+rml1dqz1r7Io5V4DBsDo0b5fGwhP/3YrM7ZfG56bi4iIiIiIiORzShaFSFQUxB+tcNrxhQuhdWso4rno6BRXXw3t2sHgwdmP3bXL7axWqZIfwQJ9+8KiRbB9u3/X58QXCXUY8HNvfvkl9PcWERERERERye+ULAqR6GjYcbT8accXLMh+CVp6zz4Ln3wCy5dnPS6lqsgYHwNNduaZrk/SuHH+XZ8TZQodoVvUZzRrBlu3hv7+IiIiIiIiIvmZkkUhEhUF8WdfAc2bpx7bvdv1IWrWzPt5SpWCV1+FXr3g0KHMx/nbryi9QYNg2jRISMjZPL7af84ltH/qEh56CG68Ef78M7T3FxEREREREcnPlCwKkago2HFOY9d0KNm770LLllCsmG9zNW8OTZrAI49kPsbffkXpRUdD27bwyis5m8dXCUdKUK5eFPffD926uef1pk+TiIiIiIiIiOSckkUhEh0N8fGnHluwADp29G++sWPdLmpffeX5fCAqiwCGDoUJE+DIkZzP5a2EBCifvGLv8cdd8++bb866kkpEREREREREAkPJohCJioIdm4/Cpk0A7Nvntqdv0cK/+cqVg5dfhh494OjRU88lJcHGjVCnTg6DBi66CBo1gjffzPlc3tq/+zjl5k0GXM+lMWNcHO3bw7FjoYtDREREREREJD9SsihEoqNhx6//uEZAwPvvu15FJUr4P2eHDq56aOTIU49v2QIVK0Lp0jkIOJ1hw+CFF+DEicDMl5UjR1yyq8RnH6QeM8b1aSpdGm67LTRxiIiIiIiIiORXShaFSJUqsPtYWZKs+5bnZAlaehMmwOuvw3ffpR0LRL+i9K680lVGvfNO4ObMzF9/QbnC/5y2i1vBgvD2224p2n33wcmTwY9FREREREREJD9SsihECheG8kX+Yfexsvz1F6xa5Zpb59RZZ8Ho0W452vHj7lig+hWlN2wYxMaCtYGdN6OEBPd98qRoUVi4EH77zRVoBTsWERERERERkfxIyaIQiiq2n/gj5Vm8GK67DkqVCsy8d96ZljSCwFcWgUtsHT8OK1YEdt6M9u93lUWZOeMM+OAD+OILePLJ4MYiIiIiIiIikh8pWRRCUcX2s+No+YAtQUthDEye7HZI++WX4FQWFSjgdkaLjQ3svBklJEC5wllve1a2LHz0EcyaBS++GNx4RERERERERPIbJYtCKLr
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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{
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"data": {
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
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|
},
|
|||
|
|
"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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{
|
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
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]
|
|||
|
|
},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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|
{
|
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|
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"data": {
|
|||
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|
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"text/plain": [
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|||
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"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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},
|
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAAEyCAYAAABtUMC9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmcjfX7x/H3PYstrbay96WsDTISlUhSMmmVSoRUv/iGhKLQYkmL6kuLolSytVkyUypSWTIhWwtClgrZypqZ+/fHZcyM2c7MnHPuM3Nez8fjPMzc63VmpmnOda7r+jiu6woAAAAAAACFW4TXAQAAAAAAACDwSAIBAAAAAACEAZJAAAAAAAAAYYAkEAAAAAAAQBggCQQAAAAAABAGSAIBAAAAAACEAZJAAAAAAAAAYYAkEAAAAAAAQBggCQQAAAAAABAGooJ5s9KlS7tVq1YN5i0BAAAAAAAKte+//36X67plcjouqEmgqlWrKjExMZi3BAAAAAAAKNQcx9nsy3G0gwEAAAAAAIQBkkAAAAAAAABhgCQQAAAAAABAGCAJBAAAAAAAEAZIAgEAAAAAAIQBkkAAAAAAAABhgCQQAAAAAABAGCAJBAAAAAAAEAZIAgEAAAAAAIQBkkAIuD17pGXLvI4CAAAAAIDwRhIIAffUU9IVV0hJSV5HAgAAAABA+CIJhID75x+pVCnprbe8jgQAAAAAgPBFEggBt2iRNHiwPf75x+toAAAAAAAITySBEFD79km//irdfrvUooX0zDNeRwQAAAAAQHgiCYSAWrJEathQio6Whg+Xxo6Vtm3zOioAAAAAAMIPSSAE1KJFUtOm9nHlytI990iPPuptTAAAAAAAhCOSQAiohQulJk1SP3/4YSk+XlqxwruYAAAAAAAIRySBEDBJSdLixemTQKedJg0ZIvXtK7mud7EBAAAAABBuSAIhYNaulcqVk8qUSb+9e3fp99+lOXO8iQsAAAAAgHBEEggBs3Bh6jygtKKibJWwfv2kY8eCHxcAAAAAAOGIJBACJu1Q6JO1aSOVLy+9/npwYwIAAAAAIFyRBELAnDwUOi3HkZ59Vnr8cWn//uDGBQAAAABAOCIJhIDYuVP680+pdu2sj6lfX7rmGmnEiODFBQAAAABAuCIJhIBYtEi6+GIpMjL74556Sho3Ttq8OThxAQAAAAAQrkgCISCyGgp9sgoVpJ49pUGDAh8TAAAAAADhjCQQAmLRoqznAZ2sXz9p3jxp6dLAxgQAAAAAQDgjCQS/+/df6fvvpcaNfTu+ZEnpiSekvn0l1w1sbAAAAAAAhCuSQPC7FSuk//xHOv1038+56y5p717p448DFhYAAAAAAGGNJBD8ztd5QGlFRtqS8f37S0ePBiYuAAAAAADCGUkg+F1ekkCSdNVVUvXq0iuv+D8mAAAAAADCHUmgIDh40JIiBw54HUlw5GYo9MmefVYaNkzas8e/MQEAAAAAEO5IAgXB6tU2J2f6dK8jCbwtW6RDh6yiJy/q1JFuuMESQQAAAAAAwH8cN4flmBzHqSTpbUlnS0qWNM513RcdxxkqqbuknccPHei67pzsrhUbG+smJibmO+iCpl8/accOaf586eefpWLFvI5IUlxc1vt69JCuvto+TkiQxo7NcMiLv8apdZnvVXP+a6kbe/fWtK/P0aRtl2tGo0yyOLNm+RTan39aMui772zANAAAAAAAyJrjON+7rhub03G+VAIdk9TXdd1aki6W1MNxnNrH9412Xbf+8Ue2CaBw5bpWAfTQQ1JMTOGZdzPo5zs148+LM2xfuKemmp75U8YTWrf2+drlykl9+kgPP5yfCAEAAAAAQFo5VgJlOMFxZkgaI+kSSf+4rvusr+eGYyXQd99JnTpJP/5obWFXXin98kvulk8PNevXSxdeKHXuLP3vf+n3XXSR9Nxz0mWX5e8eBw9KNWpIU6fmbcg0AAAAAADhwp+VQGkvWlVSA0lLjm/q6TjOSsdxJjiOc2YW59zjOE6i4ziJO3fuzOyQQm36dKl9e8lxpAsusC6rZ31OmwVA7972yIf4eEvyLF6cfvuhQ9KaNVJsjj92OStRwuYC9e1r1VQAAAAAACB/fE4COY5TUtIHknq7rrtf0iuSqkmqL+l3Sc9ldp7ruuNc1411XTe2TJkyfgi54HBdado06ZZbUrc98YT08svSH394FNSGDfbIh4QE6fbbpbVrrWInRWKizfIpXvykE9avt0cudewoHT1qX0MA4WHjRumee7yOAgAAACicfEoCOY4TLUsATXJd90NJcl33T9d1k1zXTZb0uqSLAhdmwfTdd1bRUrdu6rYqVayN6sknvYsrPw4flr7+WmrTxp5X2u6+hQuzaN3q08ceuRQRYa1lDz8sHTmS95gBFByzZklvv+11FAAAAEDhlGMSyHEcR9J4ST+6rvt8mu3npDnsBkmr/R9ewTZ9ulUBOU767QMH2qybPBTHeO6rr2zA9ZlnWsJn4cLUfVkmgfKheXO738mzhwAUTnPn2u/MvXv9e93kZOnDD/17TQAAAKCg8aUS6BJJd0q6wnGcFccfbSSNchxnleM4KyW1kJT7Uo9CLGVVsPbtM+4rXdrG8jz6aPDjyq+EBOmaa+zjJk2kRYvsY9e1JFCTJv6/59NP22PXLv9fG0Do2LvXEs21atkwfX8aPFi69VabWwYAAACEqxyTQK7rfuO6ruO6bkza5eBd173Tdd0Ljm+/znXd34MRcEGR0gpWp07m+/v0kRYskL7/Prhx5Vd8vA23llIrgVzXxgwVKyZVquT/e9asaS/ennjC/9cGEDo+/lhq2dJaTf2ZBJo2TZo4URoyROreXUpK8t+1AQAAgIIkV6uDwXfTpqWuCpaZU06xSqBHHgluXPmxcaO0Z4/UoIF9XrGiJX7Wrw9MK1haQ4ZI770n/fJL4O4BwFtTp1rC15+VQAsXSj162KyhgQOlIkWkF1/0z7UBAACAgoYkUACktIKlXRUsM927S7/+Kn3xRXDikiS1bm2PPEhIsFMj0vzUNG1qLWGBTgKVKSP1728PAIXPrl32e6RtW/8lgdavl2680QZN169vv7vGj5eGDyehDAAAgPBEEigAliyRSpbMuhUsRXS09NRTtvqV6wYnNvXsaY88iI9PnQeUokkTe+EW6CSQJD3wgPTDDzYzBEDh8uGHlmQuWdI/SaC//rJVDB9/PP3vrWrVrLKwa1fawgAAABB+SAIFQMpA6KxawdJq395eiLz/fuDjyo8jRyz5ctVV6bc3bSp9841VNNWrl8XJo0fbI5+KFZNGjJD69rWVfgAUHimtYJIlarZvlw4dytu1Dh+Wrr/eHvfem3F/jx5WFcSqgwAAAAg3JIH8LDnZt1awFBERtvLVoEHSv/8GNjZJ1h+Rh7Xpv/nG3p0vVSr99vr1bSh0vXo2ayNT1avbww9uvVWKjLT5QAAKhz//tCH5bdrY51FRlgjKS8tWcrLUpYt09tnSyJGZHxMRIU2YYJWY69blPW4AAACgoInyOoDC5rvvpFNPzbkVLK1WraTKle1FSWbvWvtVnz7Z7+/RI3X5r4QEaexYSVL82q66JuqgFDcl9dhZs1SkiFS2rFRp5zIpbkjm12zdOs8taCdzHOn556XbbpNuukkqXtwvlwXgofffl669Nv1/z7VqSWvXZlNhmIXHHpM2b7ZZaxHZvM1Rvbod262bNH9+9scCAAAAhQV/9vrZtGm+VwGlNXKkLYF+8KD/Y0pn1qw8nZaw80JdXWZZpvuuuUZqUTF4b6dfcol00UV+6TADEAKmTpU6dEi/LS9zgd54w641Y4ZvCeL//tfmsR3PdQMAAACFnuMGbSKxFBsb6yYmJgbtfsGWnCxVqWIFNLmpBErRvr0tvx5qy8Zv2SJdeKH0xx/WihUKNmyQGjeW1qyRypXzOhoAebV1qxQTI/3+u1S0aOr2yZNtWPT06b5d57PPpE6dpAULpPPP9/3+69bZbLPFi60FDQAAACiIHMf53nXd2JyOoxLIj5YskU47LW8JIMnmUzz3nK1qE0oSEmwgdKgkgCR
|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
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|
},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
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|
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},
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|||
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
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]
|
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|
|
},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
|
|||
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|
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"text/plain": [
|
|||
|
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"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
|
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
|
|||
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
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{
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|
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
|
|||
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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{
|
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|
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"data": {
|
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
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]
|
|||
|
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},
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"text/plain": [
|
|||
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"<Figure size 1440x360 with 1 Axes>"
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]
|
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},
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
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]
|
|||
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},
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|||
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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|
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},
|
|||
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{
|
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"data": {
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
|
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|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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|
},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
|
{
|
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|
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"data": {
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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{
|
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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{
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"data": {
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
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]
|
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},
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
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"metadata": {},
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"text/plain": [
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|||
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"<Figure size 1440x360 with 1 Axes>"
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},
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"metadata": {},
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
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|
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},
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{
|
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"data": {
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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"metadata": {},
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{
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"data": {
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"text/plain": [
|
|||
|
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"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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},
|
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|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
|
|
{
|
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|
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"data": {
|
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|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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|
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"text/plain": [
|
|||
|
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"<Figure size 1440x360 with 1 Axes>"
|
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|
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]
|
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|
},
|
|||
|
|
"metadata": {},
|
|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
|||
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|
{
|
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"data": {
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
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},
|
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{
|
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
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|||
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"<Figure size 1440x360 with 1 Axes>"
|
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]
|
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},
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
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{
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"data": {
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"text/plain": [
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|||
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
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},
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|
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"metadata": {},
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|||
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
|
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
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"data": {
|
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|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
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{
|
|||
|
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"data": {
|
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|
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
|
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},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
|
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
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"text/plain": [
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|||
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"<Figure size 1440x360 with 1 Axes>"
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]
|
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},
|
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"metadata": {},
|
|||
|
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
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]
|
|||
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|
},
|
|||
|
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"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
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},
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|||
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{
|
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|
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"data": {
|
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
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|||
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
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]
|
|||
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|
},
|
|||
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"metadata": {},
|
|||
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
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"<Figure size 1440x360 with 1 Axes>"
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]
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},
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"metadata": {},
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"data": {
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|
|||
|
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"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
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]
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},
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"metadata": {},
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|||
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"output_type": "display_data"
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},
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{
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"data": {
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|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/png": "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
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 1440x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"db = MySQLdb.connect(host=\"127.0.0.1\",user=\"sa\",passwd=\"sasasa\",db=\"quant\",charset=\"utf8\")\n",
|
|||
|
|
"\n",
|
|||
|
|
"df = pd.read_csv('E:\\jupyter\\qushi-20190925-20191108.csv',index_col='index')\n",
|
|||
|
|
"df_down = df[df.direction=='downdown']\n",
|
|||
|
|
"for stock_n, stock_k in df_down.iterrows():\n",
|
|||
|
|
" ts_code=stock_k.ts_code\n",
|
|||
|
|
" trade_time=stock_k.trade_time\n",
|
|||
|
|
" trade_price=stock_k.trade_price\n",
|
|||
|
|
" cursor = db.cursor()\n",
|
|||
|
|
" sql = \"select * from stock_min where ts_code='\"+ts_code+\"' and trade_time>'2019-09-25' and trade_time<'2019-11-09' order by trade_time\"\n",
|
|||
|
|
" df_dr = pd.read_sql(sql,db)\n",
|
|||
|
|
" cursor.close()\n",
|
|||
|
|
" reload(chan) #重新加载外部chan.py\n",
|
|||
|
|
" df_dr=chan.build(df_dr)\n",
|
|||
|
|
" \n",
|
|||
|
|
" plt.figure(figsize=(20,5),dpi=72)\n",
|
|||
|
|
" #画线段\n",
|
|||
|
|
" draw_dot_n_pre=None\n",
|
|||
|
|
" draw_dot_y_pre=None\n",
|
|||
|
|
" for n, k in df_dr[df_dr.line!=''].iterrows():\n",
|
|||
|
|
" line_type = k.line\n",
|
|||
|
|
" low = k.low\n",
|
|||
|
|
" high = k.high \n",
|
|||
|
|
" if line_type==\"top\" or line_type=='bottom':\n",
|
|||
|
|
" y=low if line_type=='bottom' else high\n",
|
|||
|
|
" if draw_dot_n_pre!=None:\n",
|
|||
|
|
" plt.plot([draw_dot_n_pre,n],[draw_dot_y_pre,y],'b-',lw=1)\n",
|
|||
|
|
" draw_dot_n_pre=n\n",
|
|||
|
|
" draw_dot_y_pre=y\n",
|
|||
|
|
" #画中枢\n",
|
|||
|
|
" draw_zs_no_pre=0\n",
|
|||
|
|
" draw_zg_pre=0\n",
|
|||
|
|
" draw_zd_pre=0\n",
|
|||
|
|
" draw_zs_start_n_pre=0\n",
|
|||
|
|
" draw_zs_n_pre=0\n",
|
|||
|
|
" for n, k in df_dr[df_dr.zs_no>0].iterrows():\n",
|
|||
|
|
" zg = k.zg\n",
|
|||
|
|
" zd = k.zd\n",
|
|||
|
|
" zs_no = k.zs_no\n",
|
|||
|
|
" if draw_zs_no_pre!=zs_no: #开始了新的中枢，画上一个\n",
|
|||
|
|
" if draw_zs_no_pre!=0: \n",
|
|||
|
|
" #print(draw_zs_start_n_pre,draw_zg_pre,draw_zd_pre,draw_zs_n_pre-draw_zs_start_n_pre,draw_zd_pre)\n",
|
|||
|
|
" plt.bar((draw_zs_start_n_pre+draw_zs_n_pre)/2,draw_zg_pre-draw_zd_pre,draw_zs_n_pre-draw_zs_start_n_pre,draw_zd_pre, color='w',alpha=0.7, edgecolor='r', ls='--',lw=2)\n",
|
|||
|
|
" draw_zs_start_n_pre=n\n",
|
|||
|
|
" draw_zs_no_pre=zs_no\n",
|
|||
|
|
" draw_zg_pre=zg\n",
|
|||
|
|
" draw_zd_pre=zd\n",
|
|||
|
|
" draw_zs_n_pre=n\n",
|
|||
|
|
" if draw_zs_no_pre!=0: #画最后一个\n",
|
|||
|
|
" #print(draw_zs_start_n_pre,draw_zg_pre,draw_zd_pre,draw_zs_n_pre-draw_zs_start_n_pre,draw_zd_pre)\n",
|
|||
|
|
" plt.bar((draw_zs_start_n_pre+draw_zs_n_pre)/2,draw_zg_pre-draw_zd_pre,draw_zs_n_pre-draw_zs_start_n_pre,draw_zd_pre, color='w',alpha=0.7, edgecolor='r', ls='--',lw=2)\n",
|
|||
|
|
"\n",
|
|||
|
|
" #画交易点\n",
|
|||
|
|
" trade_n=df_dr[df_dr.trade_time==trade_time].index[0]\n",
|
|||
|
|
" #print(trade_n,trade_price)\n",
|
|||
|
|
" plt.annotate(ts_code, xy=(trade_n, trade_price), xytext=(trade_n, trade_price+0.5),arrowprops=dict(facecolor='black', shrink=0.05),)\n",
|
|||
|
|
" #break\n",
|
|||
|
|
" \n",
|
|||
|
|
" plt.savefig('E:/jupyter/pic10/'+ts_code+'.png')\n",
|
|||
|
|
" plt.show()\n",
|
|||
|
|
"db.close() "
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
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"metadata": {
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"scrolled": true
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>ts_code</th>\n",
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" <th>trade_time</th>\n",
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" <th>open</th>\n",
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" <th>close</th>\n",
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" <th>high</th>\n",
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" <th>low</th>\n",
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" <th>bi</th>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>2091</th>\n",
|
|||
|
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" <td>000650.SZ</td>\n",
|
|||
|
|
" <td>2019-06-06 13:44:00</td>\n",
|
|||
|
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" <td>7.48</td>\n",
|
|||
|
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" <td>7.45</td>\n",
|
|||
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" <td>7.48</td>\n",
|
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|
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" <td>7.45</td>\n",
|
|||
|
|
" <td>499400</td>\n",
|
|||
|
|
" <td>3731289</td>\n",
|
|||
|
|
" <td>2019-06-06</td>\n",
|
|||
|
|
" <td>7.46</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>top</td>\n",
|
|||
|
|
" <td>top</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>7.42</td>\n",
|
|||
|
|
" <td>7.33</td>\n",
|
|||
|
|
" <td>7.48</td>\n",
|
|||
|
|
" <td>7.2</td>\n",
|
|||
|
|
" <td>downup</td>\n",
|
|||
|
|
" <td>2019-06-11 13:29:00</td>\n",
|
|||
|
|
" <td>7.71</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
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|||
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|
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|||
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|
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|
"</div>"
|
|||
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],
|
|||
|
|
"text/plain": [
|
|||
|
|
" ts_code trade_time open close high low vol amount \\\n",
|
|||
|
|
"2091 000650.SZ 2019-06-06 13:44:00 7.48 7.45 7.48 7.45 499400 3731289 \n",
|
|||
|
|
"\n",
|
|||
|
|
" trade_date pre_close ... bi line zs_no zg zd \\\n",
|
|||
|
|
"2091 2019-06-06 7.46 ... top top 4 7.42 7.33 \n",
|
|||
|
|
"\n",
|
|||
|
|
" gg dd zs_direction zs_confirm_time zs_confirm_price \n",
|
|||
|
|
"2091 7.48 7.2 downup 2019-06-11 13:29:00 7.71 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[1 rows x 27 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
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|
|||
|
|
"metadata": {},
|
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|
|
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|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"df_dr[df_dr.trade_time=='2019-06-06 13:44:00']"
|
|||
|
|
]
|
|||
|
|
}
|
|||
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