Tsemodule

Other

Model Details

The library you are developing provides a comprehensive set of tools and classes to help traders analyze and manage stock trades. Below is a general description of each of the classes offered:

1. HighPriceManager class

This class is responsible for finding and displaying the highest closing price of stocks on certain dates. Using the available data and analyzing it, this class can find and display the highest closing price for various stocks.

2. StockManager class

This class can be responsible for managing and analyzing information about different stocks. This includes collecting market data, storing the data locally and processing the data for use in further analysis. This class may also provide tools for technical and fundamental analysis.

3. IndexManager class

This class can be used to manage and analyze market indicators (such as the stock market index). This class can collect, store and analyze data from various indicators to identify market trends and overall changes.

By combining these classes and tools, this library provides a complete and comprehensive system for analyzing and managing stock trades that can help traders make better decisions and improve their trading performance.


About Variation

FINE-TUNABLE

Yes

LICENSE

Other (specified in description)

MODEL VARIATION TYPE

Base model


Provenance

The tsemodule7 library is a custom-built Python module developed to facilitate the analysis and management of stock trades on the Tehran Stock Exchange (TSE). The primary goal of this module is to provide traders with a comprehensive set of tools for data collection, processing, and analysis, enabling them to make informed trading decisions.


Source of the Model

Developer Background: The library was developed by Peyman, an experienced trader and programmer with a deep understanding of the Tehran Stock Exchange and financial markets. The development was driven by the need to streamline the trading process and enhance the accuracy of trading strategies through automated data analysis.

  1. Data Sources: The module primarily utilizes data from the Tehran Stock Exchange (TSE), which is accessed through the official TSE website and API endpoints. The data includes historical and real-time market data, stock prices, indices, and other relevant financial information.

2.Development Process: The development of tsemodule7 involved extensive research and testing to ensure the reliability and accuracy of the provided tools. The module has been refined through multiple iterations, incorporating feedback from real-world usage and practical trading scenarios.

3.Community Contributions: The module is open to contributions from the trading and programming communities. Users are encouraged to suggest improvements, report issues, and contribute to the codebase to enhance the functionality and robustness of the library.

Usage and Integration

The tsemodule7 library is designed to be easily integrated into existing trading workflows. It is structured to provide a seamless experience for traders, with comprehensive documentation and examples to guide users in leveraging the full potential of the module. By using tsemodule7, traders can automate various aspects of their trading process, perform detailed analyses, and develop robust trading strategies based on reliable data.

Overall, the tsemodule7 library represents a significant advancement in the tools available for traders on the Tehran Stock Exchange, combining technical expertise with practical trading experience to deliver a powerful and versatile trading assistant.

Example Use


Model Description

The **tsemodule7 **library is a comprehensive toolkit designed to assist traders in analyzing and managing stock trades on the Tehran Stock Exchange (TSE). It offers various classes to handle different aspects of stock trading, including price analysis, market data management, risk management, and more. This library aims to simplify the process of data collection, analysis, and visualization, making it easier for traders to make informed decisions.

Class Descriptions


1. HighPriceManager


Overview:

The HighPriceManager class is responsible for finding and displaying the highest closing prices of stocks on specified dates. It collects data from TSE, processes it, and identifies the maximum closing prices for each stock.


Example Usage:


# Initialize the HighPriceManager with a dictionary of stock names and their TSE IDs
high_price_manager = HighPriceManager(stocknames={"StockA": "12345", "StockB": "67890"})

# Get the highest closing prices for yesterday's date
highest_close_prices_df = high_price_manager.get_highest_close_price_today(standard=True)
print(highest_close_prices_df)

2. StockManager

Overview:

The StockManager class is designed to manage and analyze data related to various stocks. It handles tasks such as collecting market data, storing it locally, and processing it for further analysis. This class also provides tools for both technical and fundamental analysis.

Example Usage:

# Initialize the StockManager with a list of stock names
stock_manager = StockManager(stocknames=["StockA", "StockB"])

# Fetch and store market data for the given stocks
stock_manager.update_stock_data()

# Perform technical analysis on the collected data
stock_manager.perform_technical_analysis()

3. IndexManager

Overview:

The IndexManager class focuses on managing and analyzing market indices. It gathers data for various indices, stores it, and processes it to identify market trends and changes. This class is essential for understanding the overall market movements and making informed trading decisions.

Example Usage:

# Initialize the IndexManager with a list of index names
index_manager = IndexManager(indexnames=["IndexA", "IndexB"])

# Update and store index data
index_manager.update_index_data()

# Analyze the market trends based on the collected index data
index_manager.analyze_market_trends()

This library provides a comprehensive suite of tools for traders to analyze, manage, and execute their trades more effectively. By leveraging these classes, traders can make informed decisions, optimize their trading strategies, and improve their overall trading performance.



Model Files

index.py
                                            import io
import sys
import subprocess
from datetime import datetime, timedelta
# Utility function to install packages
def install_package(package_name):
    try:
        subprocess.check_call([sys.executable, "-m", "pip", "install", package_name])
    except subprocess.CalledProcessError as e:
        print(f"Failed to install {package_name}. Please install it manually.")
        sys.exit(1)

# Ensure pandas is installed
try:
    import pandas as pd
except ImportError:
    print("Pandas not found, installing pandas ...")
    install_package('pandas')
finally:
    import pandas as pd

# Ensure requests is installed
try:
    import requests as rq
except ImportError:
    print("Requests not found, installing requests ...")
    install_package('requests')
finally:
    import requests as rq

# Ensure lxml is installed
try:
    import lxml
except ImportError:
    print("lxml not found, installing lxml ...")
    install_package('lxml')
finally:
    import lxml

# StockManager class to handle stock-related operations
class StockManager:
    stocknames = {
        "آبادا": "37661500521100963",
        "آپ": "55254206302462116",
        "آتیمس": "22839330962768817",
        "آرام": "14230681955555738",
        "آرمان": "38738476064699383",
        "آریا": "55127657985997520",
        "آریان": "6506179926371994",
        "آساس": "66682662312253625",
        "آسام": "36592972482259020",
        "آسامید": "24869832924911721",
        "آ س پ": "17617474823279712",
        "آسیا": "51106317433079213",
        "آفاق": "37073830945037165",
        "آکنتور": "44834847569322522",
        "آکنتورح": "57329318081089375",
        "آکورد": "30282299500988269",
        "آگاس": "33887145736684266",
        "آلومینا": "18661507395759423",
        "آوا": "18007109712724189",
        "آوند": "31039212000825988",
        "اپال": "655060129740445",
        "اپرداز": "63830424809501048",
        "اتکام": "27405735172634593",
        "اتکامح": "53295835881618508",
        "اتکای": "39751275523025334",
        "اجداد": "51379017087081407",
        "اخابر": "22811176775480091",
        "اخابرح": "45768538238520265",
        "اردستان": "35331248532537562",
        "ارزش": "43443105991896600",
        "ارفع": "59266699437480384",
        "ارمغان": "31366347648583654",
        "اروند": "58356374066358100",
        "استارز": "4395741730355818",
        "اسیاتک": "14079693677610396",
        "اطلس": "11427939669935844",
        "اعتلا": "36773155987365094",
        "اعتماد": "66818022341772870",
        "افرا": "52792903131341205",
        "افران": "3846143218462419",
        "افق": "49502666250908008",
        "افقح": "1911343624441437",
        "افق ملت": "15451317146134956",
        "اکالا": "49869693814643443",
        "اکتیو": "66991919802409760",
        "البرز": "70270965300262393",
        "البرزح": "12231544096052404",
        "الماس": "28788598290160782",
        "امید": "18599703143458101",
        "امیدح": "45104299259467366",
        "امین": "58873907630765023",
        "امینح": "22218966388689725",
        "امین یکم": "45728383369147894",
        "انار": "30215634246748564",
        "انرژی1": "61725225143026283",
        "انرژی2": "16330743198286823",
        "انرژی3": "49641108336531623",
        "اوان": "69847139870135237",
        "اوج": "62575434414985179",
        "اوصتا": "57761388729898548",
        "اهرم": "17914401175772326",
        "باختر": "751415341879364",
        "باخترح": "46858597966426366",
        "باران": "26882843763780650",
        "بالاس": "8646067353086740",
        "بالبر": "62952165421099192",
        "بالبرح": "16471519272060905",
        "بایکا": "23891830829322971",
        "بایکاح": "48976227203428731",
        "بپاس": "51971068201094874",
        "بترانس": "46752599569017089",
        "بترانسح": "53697601723435147",
        "بتک": "54369290104873523",
        "بتکح": "8823734825807435",
        "بجهرم": "33629260529503413",
        "بخاور": "5599691633622269",
        "بذر": "37222720235819361",
        "برانسفو": "64703398743024121",
        "برکت": "34557241988629814",
        "برکتح": "8981227815720204",
        "بزاگرس": "29882244560576007",
        "بساما": "41625340598198551",
        "بسویچ": "47377315952751604",
        "بسویچح": "23484847504768205",
        "بشهاب": "69454539056549106",
        "بشهابح": "39023890840208765",
        "بفجر": "46178280540110577",
        "بفجرح": "10741091548027385",
        "بکاب": "70219663893822560",
        "بکابح": "29195987083197059",
        "بکام": "22382156782768756",
        "بکامح": "65266756318187150",
        "بکهنوج": "7628308021169118",
        "بگیلان": "71068313834275501",
        "بمپنا": "39807886630843041",
        "بموتو": "22086876724551482",
        "بموتوح": "1931037287459558",
        "بنو": "54493234408301135",
        "بنیرو": "20453828618330936",
        "بنیروح": "46629374720083542",
        "بورس": "60523145697836739",
        "بوعلی": "50247622569476338",
        "بهپاک": "12746730665870442",
        "بهیر": "60289595205403229",
        "پادا": "67522512921942106",
        "پاداش": "43267179898797137",
        "پارتا": "72044846109864381",
        "پارتاح": "64910575313738889",
        "پارس": "6110133418282108",
        "پارسان": "23441366113375722",
        "پارسانح": "36319830972593153",
        "پارسیان": "9481703061634967",
        "پارسیانح": "50201903966895115",
        "پارند": "70595828753641750",
        "پاسا": "63580313877463104",
        "پاساح": "32338211917133256",
        "پاکشو": "62786156501584862",
        "پاکشوح": "4208841225215712",
        "پالایش": "67675656072510693",
        "پتایر": "41935584690956944",
        "پتایرح": "7503566413749235",
        "پترول": "69143674941561637",
        "پترولح": "32874370564962210",
        "پخش": "12638840758449459",
        "پخش اول": "16600572108732428",
        "پدرخش": "24079409192818584",
        "پدرخشح": "46023027311928862",
        "پدنا": "58120226425289272",
        "پدناح": "13119207966484500",
        "پرداخت": "59607545337891226",
        "پرداختح": "34432997122108874",
        "پردیس": "15039949673085566",
        "پردیسح": "14819787164502995",
        "پرشیا": "10497143354080476",
        "پسهند": "10120557300120078",
        "پسهندح": "67337799462256399",
        "پشاهن": "44052047028305231",
        "پشاهنح": "55137475882192824",
        "پکرمان": "23214828924506640",
        "پکرمانح": "8676363345079392",
        "پکویر": "7235435095059069",
        "پکویرح": "41228676018429540",
        "پکیان": "5208723461432451",
        "پکیانح": "41189775395878190",
        "پلاست": "52593789542874668",
        "پلاستح": "18850167694315175",
        "پلاسک": "57722642338781674",
        "پلاسکح": "13778389952963406",
        "پلوله": "29316948750916349",
        "پلولهح": "45851925911348490",
        "پی پاد": "26316376625263940",
        "پیزد": "32784604551756178",
        "تابا": "51459202425114449",
        "تاپکیش": "50002340308486819",
        "تاپیکو": "22560050433388046",
        "تاپیکوح": "6491687805743913",
        "تاتمس": "35543935713999309",
        "تاراز": "24651394045981418",
        "تاصیکو": "23293437377896568",
        "تاصیکوح": "35150770536114195",
        "تایرا": "19298748452450329",
        "تایراح": "69858202392669780",
        "تبرک": "53204330224889981",
        "تپکو": "54509759694064219",
        "تپکوح": "44717433734548029",
        "تپمپی": "43062880954780884",
        "تپمپیح": "47931755217693300",
        "تپولا": "22308305646551497",
        "تجلی": "1301069819790264",
        "تدبیر": "7505613986635677",
        "تراک": "47682749782963302",
        "تراکح": "70508258744702923",
        "تشتاد": "66127247173352975",
        "تصمیم": "53419976284977130",
        "تفارس": "22276798221643766",
        "تفیرو": "45062188442385800",
        "تفیروح": "58999606802857888",
        "تکالا": "67612261115225625",
        "تکشا": "62258804563636993",
        "تکشاح": "66191028275418950",
        "تکمبا": "30719054967088301",
        "تکمباح": "70480481633645190",
        "تکنار": "52455922800537930",
        "تکنو": "3654864906585643",
        "تکنوح": "21727652065573865",
        "تلیسه": "41781090739318251",
        "تماوند": "60162288821230099",
        "تمحرکه": "22427604495160869",
        "تمحرکهح": "58349566728384453",
        "تمدن": "63679592178109910",
        "تملت": "11129387075131725",
        "تملتح": "33666678504801754",
        "تنوین": "25357135030606405",
        "تنوینح": "379466056274101",
        "توریل": "37389789764168256",
        "توسن": "66315581735594751",
        "تیپیکو": "29758477602878557",
        "تیپیکوح": "43472427638799679",
        "ثاباد": "59612098290740355",
        "ثابادح": "34429961038727682",
        "ثاخت": "17800036702302776",
        "ثاختح": "68798377122760225",
        "ثاژن": "40650252484299134",
        "ثاژنح": "26257365377629881",
        "ثاصفا": "7503669593172728",
        "ثاصفاح": "22328556318373924",
        "ثالوند": "16693610252404739",
        "ثامان": "66456062140680461",
        "ثامانح": "50193280705263642",
        "ثامید": "18568733593280948",
        "ثبات": "26780282166315918",
        "ثباغ": "68909035712962732",
        "ثبهساز": "14744445176220774",
        "ثپردیس": "53999651992586159",
        "ثتران": "20926459161497908",
        "ثتوسا": "47702059190622416",
        "ثجوان": "30507152381699953",
        "ثروت": "27812005859539773",
        "ثروتم": "71672399601682259",
        "ثرود": "18883380772506226",
        "ثزاگرس": "28854105556435129",
        "ثشاهد": "63481599728522324",
        "ثشاهدح": "28593434160948209",
        "ثشرق": "6043384171800349",
        "ثشرقح": "35030544513071961",
        "ثعتما": "64707090254488560",
        "ثغرب": "17939384202383793",
        "ثفارس": "30852391633490755",
        "ثفارسح": "39191249877936167",
        "ثقزوی": "12965822877128721",
        "ثمسکن": "3863538898378476",
        "ثمسکنح": "28570444064425663",
        "ثملی": "8403167990439117",
        "ثمین": "66721204145017523",
        "ثنام": "831325835570803",
        "ثنظام": "45066064863062755",
        "ثنور": "63315013743060811",
        "ثنوسا": "32845891587040106",
        "ثنوساح": "4325911723150569",
        "ثهام": "38713440086361985",
        "جم": "32357363984168442",
        "جم پیلن": "27096851668435724",
        "جمح": "39154317701922264",
        "جوین": "23269285154135003",
        "جهرم": "49674915481184052",
        "چافست": "23936607891892333",
        "چافستح": "26972528518663385",
        "چبسپا": "68931850646832531",
        "چبسپاح": "19236082741801504",
        "چخزر": "41122066907413786",
        "چدن": "12329519546621752",
        "چفیبر": "64358061873294912",
        "چفیبرح": "54424603805821073",
        "چکاپا": "28957320033282870",
        "چکارم": "59887423232292688",
        "چکارمح": "6131416152062735",
        "چکارن": "53113471126689455",
        "چکارنح": "32080380326575683",
        "چکاوه": "24254843881948059",
        "چکاوهح": "5648656842888275",
        "چنوپا": "43023243844297350",
        "چنوپاح": "9807139177747641",
        "حآسا": "44625249840480397",
        "حآفرین": "21432551703060846",
        "حاریا": "56798822689379375",
        "حامی1401": "30167248101375870",
        "حپارسا": "917857106093847",
        "حپترو": "16369313804633525",
        "حپتروح": "25129304172501430",
        "حتاید": "3722699128879020",
        "حتایدح": "66234625721697786",
        "حتوکا": "22260326095996531",
        "حتوکاح": "42892937789646488",
        "حخزر": "28253678449273505",
        "حرهشا": "30443839313522574",
        "حریل": "5564768007356822",
        "حسیر": "13281937213456378",
        "حسینا": "1625149423498289",
        "حشکوه": "50587892784913370",
        "حفارس": "35424116338766901",
        "حفاری": "28809886765682162",
        "حفاریح": "43667708360002073",
        "حفجر": "68033471168853004",
        "حکشتی": "60610861509165508",
        "حکشتیح": "14364842601603807",
        "حگهر": "47756003257788498",
        "خاتم": "18865325633315847",
        "خاذین": "42075223783409640",
        "خاذینح": "22129017544200",
        "خاور": "16315910303613772",
        "خاورح": "23657236334749347",
        "خاهن": "7483280423474368",
        "خاهنح": "29716513021318095",
        "خبازرس": "19310456400689867",
        "خبنیان": "37089148943784077",
        "خبهمن": "26824673819862694",
        "خبهمنح": "12964716133621704",
        "خپارس": "42354736493447489",
        "خپارسح": "25449662823397465",
        "خپویش": "4758266259250794",
        "خپویشح": "6803271730717705",
        "ختراک": "22903901709044823",
        "ختراکح": "41858326436945277",
        "ختور": "50185721305191887",
        "ختورح": "2262715289665960",
        "ختوقا": "70289374539527245",
        "ختوقاح": "56449205771773651",
        "خچرخش": "33783140337377394",
        "خچرخشح": "14865390259501860",
        "خدیزل": "38084304113529336",
        "خراسان": "43552974795606067",
        "خریخت": "12752224677923341",
        "خریختح": "12041217376571987",
        "خرینگ": "45895339414786358",
        "خرینگح": "26142199530487668",
        "خزامیا": "2589887561569709",
        "خزامیاح": "38005238879860126",
        "خزر": "32821908911812078",
        "خزرح": "24734871905109354",
        "خساپا": "44891482026867833",
        "خساپاح": "590761101519570",
        "خشرق": "63915926161403347",
        "خشرقح": "36675444072965904",
        "خصدرا": "2318736941376687",
        "خعمرا": "6433335428452486",
        "خفناور": "58180284328186631",
        "خفنر": "28033133021443774",
        "خفنرح": "61581369333689993",
        "خکار": "59217041815333317",
        "خکارح": "44678870441030319",
        "خکاوه": "64842837716888827",
        "خکاوهح": "51073428633906823",
        "خکرمان": "29527985620948695",
        "خکمک": "19257295292088310",
        "خکمکح": "1852132120586484",
        "خگستر": "48990026850202503",
        "خگسترح": "17237314339763699",
        "خلنت": "14957056743925737",
        "خلنتح": "36110870923892956",
        "خلیبل": "50117925085549635",
        "خمحرکه": "39436183727126211",
        "خمحرکهح": "37350268082014292",
        "خمحور": "7457232989848872",
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        "ولکار": "61469668095573716",
        "ولملت": "11403770140000603",
        "ولملتح": "4039883656662701",
        "ولنوین": "5968811612822747",
        "ولیز": "20946530370469828",
        "ولیزح": "34731841379388186",
        "ومدیر": "30447901674051381",
        "ومشان": "35369183060321179",
        "ومعادن": "58931793851445922",
        "ومعادنح": "66240430785255272",
        "ومعلم": "6847536925606808",
        "ومعین": "57498323844693360",
        "وملت": "10055255678920880",
        "وملتح": "52807150934521568",
        "وملل": "24644999329120295",
        "ومللح": "15231094335720879",
        "وملی": "41796741644273824",
        "وملیح": "3852548583453231",
        "ومهان": "58964593134314938",
        "ونچر": "57585821705408565",
        "ونفت": "33931218652865616",
        "ونفتح": "3893110467363738",
        "ونوین": "47302318535715632",
        "ونوینح": "70657803623349012",
        "ونیرو": "62603302940123327",
        "ونیروح": "59061939785593482",
        "ونیکی": "25336820825905643",
        "ونیکیح": "26090464295830176",
        "وهامون": "19348717261145458",
        "وهامونح": "17318451171925318",
        "وهنر": "60783654574662426",
        "وهور": "25215182208950217",
        "ویسا": "69472361926040823",
        "ویستا": "58852293795036597",
        "هامرز": "50503654866742146",
        "های وب": "43362635835198978",
        "هجرت": "5317427172344706",
        "هرمز": "70498485598181604",
        "همای": "15494954332657697",
        "همراه": "68635710163497089",
        "همراهح": "25328018826422512",
        "هم وزن": "47041908051542008",
        "یارا": "45284811973404357",
        "یاقوت": "1438514795814416",
    }

    def stocklist(self):
        return self.stocknames.keys()

    def stockdetail(self, stock, type="namad"):
        index_url_list = "http://old.tsetmc.com/Loader.aspx?ParTree=111C1417"
        fopen = rq.get(index_url_list, allow_redirects=False).content

        # Print the content to debug
        print(fopen.decode("utf-8"))

        df_stock_list = pd.DataFrame(pd.read_html(io.StringIO(fopen.decode("utf-8")), header=0, index_col=4)[0])

        try:
            if stock == "list":
                return df_stock_list["نام"]
            else:
                if type == "namadEn":
                    return df_stock_list.loc[stock]["نام"]
                elif type == "full":
                    return df_stock_list.loc[stock]
                elif type == "name":
                    return df_stock_list[df_stock_list["نام"] == stock].index.values[0]
                elif type == "namadE":
                    return df_stock_list[df_stock_list["نماد"] == stock].index.values[0]
                elif type == "namad":
                    return df_stock_list[df_stock_list["نماد.1"] == stock].T
        except KeyError:
            print("Error! Stock not found.")
            return None

    def stock(self, stockname="", value=100, newfile=False, standard=False, namadEn=False, progress=True):
        if namadEn:
            stockname = self.stockdetail(stockname.upper(), type="namadEn")

        if stockname not in self.stocknames:
            print("Stock name not found, please try again ...")
            return

        urlid = self.stocknames[stockname]
        url = f'http://old.tsetmc.com/tsev2/data/Export-txt.aspx?t=i&a=1&b=0&i={urlid}'

        try:
            if not newfile:
                df = pd.read_csv(f'{stockname}.csv', index_col="<DTYYYYMMDD>", parse_dates=True)
            else:
                raise FileNotFoundError
        except FileNotFoundError:
            if progress:
                print("Downloading new file ....")
            fopen = rq.get(url).content
            df = pd.read_csv(io.StringIO(fopen.decode("utf-8")), index_col="<DTYYYYMMDD>", parse_dates=True)
            df.to_csv(f"{stockname}.csv")

        if standard:
            df.rename(columns={"<OPEN>": "Open", "<CLOSE>": "Close", "<HIGH>": "High", "<LOW>": "Low", "<VOL>": "Volume"}, inplace=True)
            df.index.rename('Date', inplace=True)
            df.drop(["<TICKER>", "<FIRST>", "<VALUE>", "<OPENINT>", "<PER>", "<LAST>"], axis=1, inplace=True)

        # Add Adjusted Close column
        df['Adj Close'] = df['Close'] * (1 - 0.02)  # Example: price adjustment by 2%

        return df.head(value)

# IndexManager class to handle index-related operations
class IndexManager:
    def __init__(self):
        self.url = "https://cdn.tsetmc.com/api/Index/GetIndexB2History/32097828799138957"
        self.headers = {
            'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.102 Safari/537.36'
        }

    def index(self, value=100, progress=True):
        try:
            response = rq.get(self.url, headers=self.headers)
            response.raise_for_status()
            df = response.json()
            df2 = pd.DataFrame(df["indexB2"], columns=["insCode", "dEven", "xNivInuClMresIbs", "xNivInuPbMresIbs", "xNivInuPhMresIbs"])
            df2.rename(columns={"dEven": "Date", "xNivInuClMresIbs": "Close", "xNivInuPbMresIbs": "Low", "xNivInuPhMresIbs": "High"}, inplace=True)
            df2.set_index(pd.to_datetime(df2["Date"], format='%Y%m%d').dt.strftime("%Y-%m-%d"), inplace=True)
            df2.drop(columns=["Date", "insCode"], inplace=True)
            df2 = df2[::-1]
            df2['Adj Close'] = df2['Close'] * (1 - 0.02)

            if progress:
                print("Downloading index ....")

            return df2.head(value)
        except rq.RequestException:
            print("Index not accessible, please try again ...")
            return None


class HighPriceManager:


    def __init__(self):
        self.stocknames = {
            "آبادا": "37661500521100963",
            "آپ": "55254206302462116",
            "آتیمس": "22839330962768817",
            "آرام": "14230681955555738",
            "آرمان": "38738476064699383",
            "آریا": "55127657985997520",
            "آریان": "6506179926371994",
            "آساس": "66682662312253625",
            "آسام": "36592972482259020",
            "آسامید": "24869832924911721",
            "آ س پ": "17617474823279712",
            "آسیا": "51106317433079213",
            "آفاق": "37073830945037165",
            "آکنتور": "44834847569322522",
            "آکنتورح": "57329318081089375",
            "آکورد": "30282299500988269",
            "آگاس": "33887145736684266",
            "آلومینا": "18661507395759423",
            "آوا": "18007109712724189",
            "آوند": "31039212000825988",
            "اپال": "655060129740445",
            "اپرداز": "63830424809501048",
            "اتکام": "27405735172634593",
            "اتکامح": "53295835881618508",
            "اتکای": "39751275523025334",
            "اجداد": "51379017087081407",
            "اخابر": "22811176775480091",
            "اخابرح": "45768538238520265",
            "اردستان": "35331248532537562",
            "ارزش": "43443105991896600",
            "ارفع": "59266699437480384",
            "ارمغان": "31366347648583654",
            "اروند": "58356374066358100",
            "استارز": "4395741730355818",
            "اسیاتک": "14079693677610396",
            "اطلس": "11427939669935844",
            "اعتلا": "36773155987365094",
            "اعتماد": "66818022341772870",
            "افرا": "52792903131341205",
            "افران": "3846143218462419",
            "افق": "49502666250908008",
            "افقح": "1911343624441437",
            "افق ملت": "15451317146134956",
            "اکالا": "49869693814643443",
            "اکتیو": "66991919802409760",
            "البرز": "70270965300262393",
            "البرزح": "12231544096052404",
            "الماس": "28788598290160782",
            "امید": "18599703143458101",
            "امیدح": "45104299259467366",
            "امین": "58873907630765023",
            "امینح": "22218966388689725",
            "امین یکم": "45728383369147894",
            "انار": "30215634246748564",
            "انرژی1": "61725225143026283",
            "انرژی2": "16330743198286823",
            "انرژی3": "49641108336531623",
            "اوان": "69847139870135237",
            "اوج": "62575434414985179",
            "اوصتا": "57761388729898548",
            "اهرم": "17914401175772326",
            "باختر": "751415341879364",
            "باخترح": "46858597966426366",
            "باران": "26882843763780650",
            "بالاس": "8646067353086740",
            "بالبر": "62952165421099192",
            "بالبرح": "16471519272060905",
            "بایکا": "23891830829322971",
            "بایکاح": "48976227203428731",
            "بپاس": "51971068201094874",
            "بترانس": "46752599569017089",
            "بترانسح": "53697601723435147",
            "بتک": "54369290104873523",
            "بتکح": "8823734825807435",
            "بجهرم": "33629260529503413",
            "بخاور": "5599691633622269",
            "بذر": "37222720235819361",
            "برانسفو": "64703398743024121",
            "برکت": "34557241988629814",
            "برکتح": "8981227815720204",
            "بزاگرس": "29882244560576007",
            "بساما": "41625340598198551",
            "بسویچ": "47377315952751604",
            "بسویچح": "23484847504768205",
            "بشهاب": "69454539056549106",
            "بشهابح": "39023890840208765",
            "بفجر": "46178280540110577",
            "بفجرح": "10741091548027385",
            "بکاب": "70219663893822560",
            "بکابح": "29195987083197059",
            "بکام": "22382156782768756",
            "بکامح": "65266756318187150",
            "بکهنوج": "7628308021169118",
            "بگیلان": "71068313834275501",
            "بمپنا": "39807886630843041",
            "بموتو": "22086876724551482",
            "بموتوح": "1931037287459558",
            "بنو": "54493234408301135",
            "بنیرو": "20453828618330936",
            "بنیروح": "46629374720083542",
            "بورس": "60523145697836739",
            "بوعلی": "50247622569476338",
            "بهپاک": "12746730665870442",
            "بهیر": "60289595205403229",
            "پادا": "67522512921942106",
            "پاداش": "43267179898797137",
            "پارتا": "72044846109864381",
            "پارتاح": "64910575313738889",
            "پارس": "6110133418282108",
            "پارسان": "23441366113375722",
            "پارسانح": "36319830972593153",
            "پارسیان": "9481703061634967",
            "پارسیانح": "50201903966895115",
            "پارند": "70595828753641750",
            "پاسا": "63580313877463104",
            "پاساح": "32338211917133256",
            "پاکشو": "62786156501584862",
            "پاکشوح": "4208841225215712",
            "پالایش": "67675656072510693",
            "پتایر": "41935584690956944",
            "پتایرح": "7503566413749235",
            "پترول": "69143674941561637",
            "پترولح": "32874370564962210",
            "پخش": "12638840758449459",
            "پخش اول": "16600572108732428",
            "پدرخش": "24079409192818584",
            "پدرخشح": "46023027311928862",
            "پدنا": "58120226425289272",
            "پدناح": "13119207966484500",
            "پرداخت": "59607545337891226",
            "پرداختح": "34432997122108874",
            "پردیس": "15039949673085566",
            "پردیسح": "14819787164502995",
            "پرشیا": "10497143354080476",
            "پسهند": "10120557300120078",
            "پسهندح": "67337799462256399",
            "پشاهن": "44052047028305231",
            "پشاهنح": "55137475882192824",
            "پکرمان": "23214828924506640",
            "پکرمانح": "8676363345079392",
            "پکویر": "7235435095059069",
            "پکویرح": "41228676018429540",
            "پکیان": "5208723461432451",
            "پکیانح": "41189775395878190",
            "پلاست": "52593789542874668",
            "پلاستح": "18850167694315175",
            "پلاسک": "57722642338781674",
            "پلاسکح": "13778389952963406",
            "پلوله": "29316948750916349",
            "پلولهح": "45851925911348490",
            "پی پاد": "26316376625263940",
            "پیزد": "32784604551756178",
            "تابا": "51459202425114449",
            "تاپکیش": "50002340308486819",
            "تاپیکو": "22560050433388046",
            "تاپیکوح": "6491687805743913",
            "تاتمس": "35543935713999309",
            "تاراز": "24651394045981418",
            "تاصیکو": "23293437377896568",
            "تاصیکوح": "35150770536114195",
            "تایرا": "19298748452450329",
            "تایراح": "69858202392669780",
            "تبرک": "53204330224889981",
            "تپکو": "54509759694064219",
            "تپکوح": "44717433734548029",
            "تپمپی": "43062880954780884",
            "تپمپیح": "47931755217693300",
            "تپولا": "22308305646551497",
            "تجلی": "1301069819790264",
            "تدبیر": "7505613986635677",
            "تراک": "47682749782963302",
            "تراکح": "70508258744702923",
            "تشتاد": "66127247173352975",
            "تصمیم": "53419976284977130",
            "تفارس": "22276798221643766",
            "تفیرو": "45062188442385800",
            "تفیروح": "58999606802857888",
            "تکالا": "67612261115225625",
            "تکشا": "62258804563636993",
            "تکشاح": "66191028275418950",
            "تکمبا": "30719054967088301",
            "تکمباح": "70480481633645190",
            "تکنار": "52455922800537930",
            "تکنو": "3654864906585643",
            "تکنوح": "21727652065573865",
            "تلیسه": "41781090739318251",
            "تماوند": "60162288821230099",
            "تمحرکه": "22427604495160869",
            "تمحرکهح": "58349566728384453",
            "تمدن": "63679592178109910",
            "تملت": "11129387075131725",
            "تملتح": "33666678504801754",
            "تنوین": "25357135030606405",
            "تنوینح": "379466056274101",
            "توریل": "37389789764168256",
            "توسن": "66315581735594751",
            "تیپیکو": "29758477602878557",
            "تیپیکوح": "43472427638799679",
            "ثاباد": "59612098290740355",
            "ثابادح": "34429961038727682",
            "ثاخت": "17800036702302776",
            "ثاختح": "68798377122760225",
            "ثاژن": "40650252484299134",
            "ثاژنح": "26257365377629881",
            "ثاصفا": "7503669593172728",
            "ثاصفاح": "22328556318373924",
            "ثالوند": "16693610252404739",
            "ثامان": "66456062140680461",
            "ثامانح": "50193280705263642",
            "ثامید": "18568733593280948",
            "ثبات": "26780282166315918",
            "ثباغ": "68909035712962732",
            "ثبهساز": "14744445176220774",
            "ثپردیس": "53999651992586159",
            "ثتران": "20926459161497908",
            "ثتوسا": "47702059190622416",
            "ثجوان": "30507152381699953",
            "ثروت": "27812005859539773",
            "ثروتم": "71672399601682259",
            "ثرود": "18883380772506226",
            "ثزاگرس": "28854105556435129",
            "ثشاهد": "63481599728522324",
            "ثشاهدح": "28593434160948209",
            "ثشرق": "6043384171800349",
            "ثشرقح": "35030544513071961",
            "ثعتما": "64707090254488560",
            "ثغرب": "17939384202383793",
            "ثفارس": "30852391633490755",
            "ثفارسح": "39191249877936167",
            "ثقزوی": "12965822877128721",
            "ثمسکن": "3863538898378476",
            "ثمسکنح": "28570444064425663",
            "ثملی": "8403167990439117",
            "ثمین": "66721204145017523",
            "ثنام": "831325835570803",
            "ثنظام": "45066064863062755",
            "ثنور": "63315013743060811",
            "ثنوسا": "32845891587040106",
            "ثنوساح": "4325911723150569",
            "ثهام": "38713440086361985",
            "جم": "32357363984168442",
            "جم پیلن": "27096851668435724",
            "جمح": "39154317701922264",
            "جوین": "23269285154135003",
            "جهرم": "49674915481184052",
            "چافست": "23936607891892333",
            "چافستح": "26972528518663385",
            "چبسپا": "68931850646832531",
            "چبسپاح": "19236082741801504",
            "چخزر": "41122066907413786",
            "چدن": "12329519546621752",
            "چفیبر": "64358061873294912",
            "چفیبرح": "54424603805821073",
            "چکاپا": "28957320033282870",
            "چکارم": "59887423232292688",
            "چکارمح": "6131416152062735",
            "چکارن": "53113471126689455",
            "چکارنح": "32080380326575683",
            "چکاوه": "24254843881948059",
            "چکاوهح": "5648656842888275",
            "چنوپا": "43023243844297350",
            "چنوپاح": "9807139177747641",
            "حآسا": "44625249840480397",
            "حآفرین": "21432551703060846",
            "حاریا": "56798822689379375",
            "حامی1401": "30167248101375870",
            "حپارسا": "917857106093847",
            "حپترو": "16369313804633525",
            "حپتروح": "25129304172501430",
            "حتاید": "3722699128879020",
            "حتایدح": "66234625721697786",
            "حتوکا": "22260326095996531",
            "حتوکاح": "42892937789646488",
            "حخزر": "28253678449273505",
            "حرهشا": "30443839313522574",
            "حریل": "5564768007356822",
            "حسیر": "13281937213456378",
            "حسینا": "1625149423498289",
            "حشکوه": "50587892784913370",
            "حفارس": "35424116338766901",
            "حفاری": "28809886765682162",
            "حفاریح": "43667708360002073",
            "حفجر": "68033471168853004",
            "حکشتی": "60610861509165508",
            "حکشتیح": "14364842601603807",
            "حگهر": "47756003257788498",
            "خاتم": "18865325633315847",
            "خاذین": "42075223783409640",
            "خاذینح": "22129017544200",
            "خاور": "16315910303613772",
            "خاورح": "23657236334749347",
            "خاهن": "7483280423474368",
            "خاهنح": "29716513021318095",
            "خبازرس": "19310456400689867",
            "خبنیان": "37089148943784077",
            "خبهمن": "26824673819862694",
            "خبهمنح": "12964716133621704",
            "خپارس": "42354736493447489",
            "خپارسح": "25449662823397465",
            "خپویش": "4758266259250794",
            "خپویشح": "6803271730717705",
            "ختراک": "22903901709044823",
            "ختراکح": "41858326436945277",
            "ختور": "50185721305191887",
            "ختورح": "2262715289665960",
            "ختوقا": "70289374539527245",
            "ختوقاح": "56449205771773651",
            "خچرخش": "33783140337377394",
            "خچرخشح": "14865390259501860",
            "خدیزل": "38084304113529336",
            "خراسان": "43552974795606067",
            "خریخت": "12752224677923341",
            "خریختح": "12041217376571987",
            "خرینگ": "45895339414786358",
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            "وصناح": "15406006540387078",
            "وصندوق": "37204371816016200",
            "وصندوقح": "39419948282087552",
            "وصنعت": "57309221039930244",
            "وصنعتح": "43740308126125261",
            "وغدیر": "26014913469567886",
            "وغدیرح": "30756584974640550",
            "وفتخار": "27148572013604038",
            "وکار": "47996917271187218",
            "وکارح": "56772105873719945",
            "وکبهمن": "64973252728260903",
            "وکغدیر": "40553302624764543",
            "وکغدیرح": "51758790788563333",
            "وگردش": "7920014658832193",
            "وگستر": "43951910415124966",
            "وگسترح": "39722227263011028",
            "ولانا": "66830065858417081",
            "ولپارس": "48241092863917835",
            "ولتجار": "34621618468546063",
            "ولراز": "12901875871456398",
            "ولساپا": "45174198424472334",
            "ولساپاح": "59957747873181306",
            "ولشرق": "31078457170311964",
            "ولصنم": "71744682148776880",
            "ولصنمح": "19216138630342675",
            "ولغدر": "23086515493897579",
            "ولغدرح": "59430351461797798",
            "ولکار": "61469668095573716",
            "ولملت": "11403770140000603",
            "ولملتح": "4039883656662701",
            "ولنوین": "5968811612822747",
            "ولیز": "20946530370469828",
            "ولیزح": "34731841379388186",
            "ومدیر": "30447901674051381",
            "ومشان": "35369183060321179",
            "ومعادن": "58931793851445922",
            "ومعادنح": "66240430785255272",
            "ومعلم": "6847536925606808",
            "ومعین": "57498323844693360",
            "وملت": "10055255678920880",
            "وملتح": "52807150934521568",
            "وملل": "24644999329120295",
            "ومللح": "15231094335720879",
            "وملی": "41796741644273824",
            "وملیح": "3852548583453231",
            "ومهان": "58964593134314938",
            "ونچر": "57585821705408565",
            "ونفت": "33931218652865616",
            "ونفتح": "3893110467363738",
            "ونوین": "47302318535715632",
            "ونوینح": "70657803623349012",
            "ونیرو": "62603302940123327",
            "ونیروح": "59061939785593482",
            "ونیکی": "25336820825905643",
            "ونیکیح": "26090464295830176",
            "وهامون": "19348717261145458",
            "وهامونح": "17318451171925318",
            "وهنر": "60783654574662426",
            "وهور": "25215182208950217",
            "ویسا": "69472361926040823",
            "ویستا": "58852293795036597",
            "هامرز": "50503654866742146",
            "های وب": "43362635835198978",
            "هجرت": "5317427172344706",
            "هرمز": "70498485598181604",
            "همای": "15494954332657697",
            "همراه": "68635710163497089",
            "همراهح": "25328018826422512",
            "هم وزن": "47041908051542008",
            "یارا": "45284811973404357",
            "یاقوت": "1438514795814416",
        }

    def get_highest_close_price_today(self, newfile=False, standard=False, progress=True):
        highest_close_prices = []
        today = datetime.now()
        yesterday = today - timedelta(days=1)
        yesterday_str = yesterday.strftime("%Y-%m-%d")

        print("Download New file ....")
        for stockname in self.stocknames:
            urlid = self.stocknames[stockname]
            url = f'http://old.tsetmc.com/tsev2/data/Export-txt.aspx?t=i&a=1&b=0&i={urlid}'

            try:
                if not newfile:
                    df = pd.read_csv(f'{stockname}.csv', index_col="<DTYYYYMMDD>", parse_dates=True)
                else:
                    raise FileNotFoundError
            except (FileNotFoundError, ValueError):

                fopen = rq.get(url).content
                df = pd.read_csv(io.StringIO(fopen.decode("utf-8")))

                if "<DTYYYYMMDD>" in df.columns:
                    df.set_index("<DTYYYYMMDD>", inplace=True)
                    df.index = pd.to_datetime(df.index, format='%Y%m%d')
                else:

                    continue

                df.to_csv(f"{stockname}.csv")

            if df.empty:
                continue

            if standard:
                df.rename(
                    columns={"<OPEN>": "Open", "<CLOSE>": "Close", "<HIGH>": "High", "<LOW>": "Low", "<VOL>": "Volume"},
                    inplace=True)
                df.index.rename('Date', inplace=True)
                df.drop(["<TICKER>", "<FIRST>", "<VALUE>", "<OPENINT>", "<PER>", "<LAST>"], axis=1, inplace=True)

            # Filter the data for yesterday's date
            yesterday_data = df.loc[df.index == yesterday_str]

            if yesterday_data.empty:
                continue

            # Convert 'Close' column to numeric type using a temporary DataFrame
            yesterday_data = yesterday_data.copy()
            yesterday_data.loc[:, 'Close'] = pd.to_numeric(yesterday_data['Close'], errors='coerce')

            # Skip if 'Close' column is empty after conversion
            if yesterday_data['Close'].dropna().empty:
                continue

            # Find the maximum closing price for yesterday
            max_close = yesterday_data['Close'].max()

            highest_close_prices.append({"Stock": stockname, "Max Close": max_close, "Date": yesterday_str})

        # Convert the list of dictionaries to a DataFrame
        highest_close_prices_df = pd.DataFrame(highest_close_prices)

        if not highest_close_prices_df.empty:
            # Sort by the highest closing price
            highest_close_prices_df.sort_values(by='Max Close', ascending=False, inplace=True)

        return highest_close_prices_df

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