From f97445696f98945763b326ef7351ce3fc847b958 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 01:51:01 -0400 Subject: [PATCH 01/25] Update market_scanner.py Change time output to minutes instead of seconds Add ability to print all results together an the end Output anomalous tickers to a results.txt file --- market_scanner.py | 47 +++++++++++++++++++++++++++++++++-------------- 1 file changed, 33 insertions(+), 14 deletions(-) diff --git a/market_scanner.py b/market_scanner.py index 0939cf06..f4be01dc 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -63,20 +63,39 @@ def days_between(self, d1, d2): return abs((d2 - d1).days) def main_func(self, cutoff): - StocksController = NasdaqController(True) - list_of_tickers = StocksController.getList() - currentDate = datetime.datetime.strptime( - date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") - start_time = time.time() - for x in tqdm(list_of_tickers): - d = (self.find_anomalies_two(self.getData(x), cutoff)) - if d['Dates']: - for i in range(len(d['Dates'])): - if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: - self.customPrint(d, x) - - print("\n\n\n\n--- this took %s seconds to run ---" % - (time.time() - start_time)) + # create results.txt file to hold the output tickers + f = open('results.txt', 'w') + + StocksController = NasdaqController(True) + list_of_tickers = StocksController.getList() + currentDate = datetime.datetime.strptime(date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") + start_time = time.time() + + # create array to hold anomalous tickers + results = [] + + for x in tqdm(list_of_tickers): + d = (self.find_anomalies_two(self.getData(x), cutoff)) + if d['Dates']: + for i in range(len(d['Dates'])): + if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: + self.customPrint(d, x) + results.append(x) + # add ticker to results.txt file + f.write(x + '\n') + + # print("\n\n\n\n--- this took %s seconds to run ---" % + # (time.time() - start_time)) + + # print the time in minutes instead of seconds + print("\n\n\n\n--- this took {} minutes to run ---\n\n".format(int((time.time() - start_time) / 60))) + + # print all results in a row if you want + print("---- RESULTS ----\n") + for stock in results: + print(stock) + + f.close() # input desired anomaly standard deviation cuttoff From 757490477c678b48faf1ec8bb9973a49b1b225fa Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 01:53:50 -0400 Subject: [PATCH 02/25] Add files via upload opens anomalous tickers in Robinhood in a new browser window --- openRobinhood.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 openRobinhood.py diff --git a/openRobinhood.py b/openRobinhood.py new file mode 100644 index 00000000..336be5c9 --- /dev/null +++ b/openRobinhood.py @@ -0,0 +1,23 @@ +import webbrowser +import time +import sys + +# open results file (contains stocks from market_scanner.py output) +with open("results.txt", "r") as f: + results = f.read().splitlines() + +answer = input("Are you sure you want to open {} tabs in a new browser window? [y/N]: ".format(len(results))) + +if answer.lower() == 'y': + first = True + for stock in results: + if first: + #if you want to open in you current browser, use .open() instead + webbrowser.open_new("http://robinhood.com/stocks/{}".format(stock)) + first = False + #increase this time if they don't all load in the same new browser + time.sleep(1) + else: + webbrowser.open("http://robinhood.com/stocks/{}".format(stock)) +else: + sys.exit() From 6f5cb6c77c2a4d11fe094d5c3e3a70e720cc1067 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 01:56:06 -0400 Subject: [PATCH 03/25] Update grapher.py Creates graphs for all tickers in results.txt Allows option for single ticker or tickers of your choice --- grapher.py | 30 ++++++++++++++++++++++-------- 1 file changed, 22 insertions(+), 8 deletions(-) diff --git a/grapher.py b/grapher.py index 2f04d95e..fac5dfca 100644 --- a/grapher.py +++ b/grapher.py @@ -19,13 +19,14 @@ def getData(self, ticker): data = yf.download(ticker, pastDate, currentDate) return data[["Volume"]] - def printData(self, data): + def printData(self, data, stock): with pd.option_context('display.max_rows', None, 'display.max_columns', None): cleanData_print = data.copy() cleanData_print.reset_index(level=0, inplace=True) + print("\n---- {} ----".format(stock)) print(cleanData_print.to_string(index=False)) - def barGraph(self, data): + def barGraph(self, data, stock): data.reset_index(level=0, inplace=True) tempList = [] for x in data['Date']: @@ -40,9 +41,10 @@ def barGraph(self, data): matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ','))) mplcursors.cursor(hover=True) ################ + plt.title(stock) plt.show() - def lineGraph(self, data): + def lineGraph(self, data, stock): data.reset_index(level=0, inplace=True) fig, ax = plt.subplots(figsize=(15, 7)) ax.plot(data['Date'], data['Volume']) @@ -52,6 +54,8 @@ def lineGraph(self, data): currentDate = datetime.datetime.strptime( date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") pastDate = currentDate - dateutil.relativedelta.relativedelta(months=4) + + plt.title(stock) plt.show() def find_anomalies(self, random_data): @@ -72,8 +76,18 @@ def find_anomalies(self, random_data): # setup main = mainObj() -# commands -data = main.getData("KODK") -# main.printData(data) -# main.barGraph(data) -main.lineGraph(data) +# open results file (contains stocks from market_scanner.py output) +with open("results.txt", "r") as f: + results = f.read().splitlines() + +# If you just want the plot for a stock of your choice comment out +# the with-open block above and uncomment the line below + +# results = ['AMZN'] + +for stock in results: + data = main.getData(stock) + #main.printData(data, stock) + #main.barGraph(data, stock) + main.lineGraph(data, stock) + From ae0a979e2b0dba22071222687d90a0c32d1c3c06 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 01:56:37 -0400 Subject: [PATCH 04/25] Add files via upload Example results.txt file --- results.txt | 7 +++++++ 1 file changed, 7 insertions(+) create mode 100644 results.txt diff --git a/results.txt b/results.txt new file mode 100644 index 00000000..9311a7cb --- /dev/null +++ b/results.txt @@ -0,0 +1,7 @@ +KNDI +MNOV +PRPO +SCKT +SYPR +TAOP +WHLM From 2f4fd4262b3c1b718db233e55bfae36d99a876e1 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 01:58:47 -0400 Subject: [PATCH 05/25] Update README.md change line numbers for controlling the script --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index f669a810..f99a83a1 100644 --- a/README.md +++ b/README.md @@ -17,9 +17,9 @@ This scans every ticker on the market, gets their last 5 months of volume histor ## Controlling the Script -Line 17 controls the amount of months of historical volume the script gets --Line 75 controls the amount of days before today that it will alert you +-Line 81 controls the amount of days before today that it will alert you --Line 84 controls the number of standard deviations away from the mean volume +-Line 103 controls the number of standard deviations away from the mean volume From 29c29bc38e1bd94e63c4dc798acb50b8da5eb70f Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 02:00:57 -0400 Subject: [PATCH 06/25] Update README.md Add/update descriptions grapher.py and openRobinhood.py --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index f99a83a1..b6a7bcde 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,8 @@ This scans every ticker on the market, gets their last 5 months of volume histor -open the script in your IDE and install all required dependancies by typing pip install -r requirements.txt into the IDE's terminal. You can get to the the terminal on VSC by pressing CMD and ` at the same time. -run the market_scanner.py and it will print out results into the terminal --you can also graph any ticker's volume in grapher.py +-you can also graph the anomalous ticker's volume in grapher.py (as well as any ticker(s) you want by editing the code) +-open all the anomalous tickers in robinhood with openRobinhood.py ## Controlling the Script -Line 17 controls the amount of months of historical volume the script gets From 4c1770b4ff3cbfc151cc39359d0918b0302225dc Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 02:01:24 -0400 Subject: [PATCH 07/25] Update README.md Fix formatting error --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index b6a7bcde..1947422a 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,9 @@ This scans every ticker on the market, gets their last 5 months of volume histor -open the script in your IDE and install all required dependancies by typing pip install -r requirements.txt into the IDE's terminal. You can get to the the terminal on VSC by pressing CMD and ` at the same time. -run the market_scanner.py and it will print out results into the terminal + -you can also graph the anomalous ticker's volume in grapher.py (as well as any ticker(s) you want by editing the code) + -open all the anomalous tickers in robinhood with openRobinhood.py ## Controlling the Script From cbf1b4e184601be37951966dd32159b5f8674fb0 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 02:46:43 -0400 Subject: [PATCH 08/25] Update grapher.py Provides option to save graphs to the figures directory or to print them to screen --- grapher.py | 35 ++++++++++++++++++++++++++--------- 1 file changed, 26 insertions(+), 9 deletions(-) diff --git a/grapher.py b/grapher.py index fac5dfca..a05500a6 100644 --- a/grapher.py +++ b/grapher.py @@ -9,7 +9,7 @@ import matplotlib.dates as mdates from dateutil import parser import numpy as np - +from pathlib import Path class mainObj: def getData(self, ticker): @@ -26,7 +26,7 @@ def printData(self, data, stock): print("\n---- {} ----".format(stock)) print(cleanData_print.to_string(index=False)) - def barGraph(self, data, stock): + def barGraph(self, data, stock, save): data.reset_index(level=0, inplace=True) tempList = [] for x in data['Date']: @@ -42,9 +42,13 @@ def barGraph(self, data, stock): mplcursors.cursor(hover=True) ################ plt.title(stock) - plt.show() - def lineGraph(self, data, stock): + if save: + plt.savefig(file_path) + else: + plt.show() + + def lineGraph(self, data, stock, save): data.reset_index(level=0, inplace=True) fig, ax = plt.subplots(figsize=(15, 7)) ax.plot(data['Date'], data['Volume']) @@ -56,7 +60,11 @@ def lineGraph(self, data, stock): pastDate = currentDate - dateutil.relativedelta.relativedelta(months=4) plt.title(stock) - plt.show() + + if save: + plt.savefig(file_path) + else: + plt.show() def find_anomalies(self, random_data): anomalies = [] @@ -85,9 +93,18 @@ def find_anomalies(self, random_data): # results = ['AMZN'] +save_or_print = input("Do you want to save the {} graphs as images or print them to screen? [S/p]: ".format(len(results))) + +if save_or_print.lower() == 'p': + save = False +else: + save = True + for stock in results: - data = main.getData(stock) - #main.printData(data, stock) - #main.barGraph(data, stock) - main.lineGraph(data, stock) + # create Path object so it works for all OS's + file_path = Path("figures/{}_{}.png".format(stock, datetime.date.today())) + data = main.getData(stock) + #main.printData(data, stock, save) + #main.barGraph(data, stock, save) + main.lineGraph(data, stock, save) From f9e20dae88c648684d80b70101001ef8a67ed92c Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 02:55:24 -0400 Subject: [PATCH 09/25] Update grapher.py Create figures dir if it doesn't exist --- grapher.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/grapher.py b/grapher.py index a05500a6..cc6a187d 100644 --- a/grapher.py +++ b/grapher.py @@ -84,6 +84,9 @@ def find_anomalies(self, random_data): # setup main = mainObj() +# create figures dir if doesn't exit +Path("figures/").mkdir(exist_ok=True) + # open results file (contains stocks from market_scanner.py output) with open("results.txt", "r") as f: results = f.read().splitlines() @@ -101,7 +104,7 @@ def find_anomalies(self, random_data): save = True for stock in results: - # create Path object so it works for all OS's + # use Path object so it works for all OS's file_path = Path("figures/{}_{}.png".format(stock, datetime.date.today())) data = main.getData(stock) From eb859ec781f53ff669237551eeed5e52e67029e7 Mon Sep 17 00:00:00 2001 From: NihilistPenguin <56986124+NihilistPenguin@users.noreply.github.com> Date: Fri, 31 Jul 2020 03:01:09 -0400 Subject: [PATCH 10/25] Update market_scanner.py remove previous addition of printing anomalous results together at the end --- market_scanner.py | 9 --------- 1 file changed, 9 deletions(-) diff --git a/market_scanner.py b/market_scanner.py index f4be01dc..075c3c3d 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -71,16 +71,12 @@ def main_func(self, cutoff): currentDate = datetime.datetime.strptime(date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") start_time = time.time() - # create array to hold anomalous tickers - results = [] - for x in tqdm(list_of_tickers): d = (self.find_anomalies_two(self.getData(x), cutoff)) if d['Dates']: for i in range(len(d['Dates'])): if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: self.customPrint(d, x) - results.append(x) # add ticker to results.txt file f.write(x + '\n') @@ -90,11 +86,6 @@ def main_func(self, cutoff): # print the time in minutes instead of seconds print("\n\n\n\n--- this took {} minutes to run ---\n\n".format(int((time.time() - start_time) / 60))) - # print all results in a row if you want - print("---- RESULTS ----\n") - for stock in results: - print(stock) - f.close() From 2fd7709eee8367a89a3666e2a4af8889ca9bfd8e Mon Sep 17 00:00:00 2001 From: Daniel Getter Date: Fri, 31 Jul 2020 03:47:12 -0400 Subject: [PATCH 11/25] add figures directory with demo images --- .gitignore | 5 +++++ 1 file changed, 5 insertions(+) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..e9150297 --- /dev/null +++ b/.gitignore @@ -0,0 +1,5 @@ +################################################################################ +# This .gitignore file was automatically created by Microsoft(R) Visual Studio. +################################################################################ + +/.vs From 1d9ddc857f1b08eda023d64b46fbf84cfd0dca07 Mon Sep 17 00:00:00 2001 From: Daniel Getter Date: Fri, 31 Jul 2020 03:49:40 -0400 Subject: [PATCH 12/25] add figures directory with sample images --- figures/KNDI_2020-07-31.png | Bin 0 -> 28617 bytes figures/MNOV_2020-07-31.png | Bin 0 -> 27191 bytes figures/PRPO_2020-07-31.png | Bin 0 -> 32237 bytes figures/SCKT_2020-07-31.png | Bin 0 -> 27104 bytes figures/SYPR_2020-07-31.png | Bin 0 -> 28646 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b/.gitignore deleted file mode 100644 index e9150297..00000000 --- a/.gitignore +++ /dev/null @@ -1,5 +0,0 @@ -################################################################################ -# This .gitignore file was automatically created by Microsoft(R) Visual Studio. -################################################################################ - -/.vs From e8451868bb568f757270fb8251593079984c9cb9 Mon Sep 17 00:00:00 2001 From: Sam Pomerantz Date: Fri, 31 Jul 2020 08:23:34 -0500 Subject: [PATCH 14/25] Update README.md --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index f669a810..9b0230f7 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,10 @@ This scans every ticker on the market, gets their last 5 months of volume history, and alerts you when a stock's volume exceeds 10 standard deviations from the mean within the last 3 days. (these numbers are all adjustable). Helps find anomalies in the stock market +## Website + +http://165.22.228.6/ [credit!](https://www.reddit.com/r/wallstreetbets/comments/i10mif/i_made_a_website_for_that_scanner_made_by_that/) + ## How to run this: From 18b5427b70fd7cdd529bf87067f38378d25dde25 Mon Sep 17 00:00:00 2001 From: Sam Pomerantz Date: Fri, 31 Jul 2020 08:24:06 -0500 Subject: [PATCH 15/25] Update README.md --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 9b0230f7..10fb52c2 100644 --- a/README.md +++ b/README.md @@ -2,9 +2,11 @@ This scans every ticker on the market, gets their last 5 months of volume history, and alerts you when a stock's volume exceeds 10 standard deviations from the mean within the last 3 days. (these numbers are all adjustable). Helps find anomalies in the stock market -## Website +## Website: -http://165.22.228.6/ [credit!](https://www.reddit.com/r/wallstreetbets/comments/i10mif/i_made_a_website_for_that_scanner_made_by_that/) +http://165.22.228.6/ + +[credit!](https://www.reddit.com/r/wallstreetbets/comments/i10mif/i_made_a_website_for_that_scanner_made_by_that/) ## How to run this: From 65c26cf978b9ffd165bae5f802879283b5222845 Mon Sep 17 00:00:00 2001 From: Sam Pomerantz Date: Fri, 31 Jul 2020 08:24:50 -0500 Subject: [PATCH 16/25] Update README.md --- README.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/README.md b/README.md index 10fb52c2..533e04fe 100644 --- a/README.md +++ b/README.md @@ -2,9 +2,7 @@ This scans every ticker on the market, gets their last 5 months of volume history, and alerts you when a stock's volume exceeds 10 standard deviations from the mean within the last 3 days. (these numbers are all adjustable). Helps find anomalies in the stock market -## Website: - -http://165.22.228.6/ +## [Website Link!](http://165.22.228.6/ ): [credit!](https://www.reddit.com/r/wallstreetbets/comments/i10mif/i_made_a_website_for_that_scanner_made_by_that/) From 21933ae594ed5146f17e60af545a66e7b66098d8 Mon Sep 17 00:00:00 2001 From: Sam Pomerantz Date: Fri, 31 Jul 2020 08:33:22 -0500 Subject: [PATCH 17/25] Revert "Parallelization" --- market_scanner.py | 18 ++++++------------ requirements.txt | 1 - stocklist.py | 3 +-- 3 files changed, 7 insertions(+), 15 deletions(-) diff --git a/market_scanner.py b/market_scanner.py index 1029bd66..0939cf06 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -9,9 +9,6 @@ from stocklist import NasdaqController from tqdm import tqdm -from joblib import Parallel, delayed -import multiprocessing - class mainObj: def getData(self, ticker): @@ -65,21 +62,18 @@ def days_between(self, d1, d2): d2 = datetime.datetime.strptime(d2, "%Y-%m-%d") return abs((d2 - d1).days) - def parallel_wrapper(self,x, cutoff, currentDate): - d = (self.find_anomalies_two(self.getData(x), cutoff)) - if d['Dates']: - for i in range(len(d['Dates'])): - if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: - self.customPrint(d, x) - def main_func(self, cutoff): StocksController = NasdaqController(True) list_of_tickers = StocksController.getList() currentDate = datetime.datetime.strptime( date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") start_time = time.time() - - Parallel(n_jobs=multiprocessing.cpu_count())(delayed(self.parallel_wrapper)(x, cutoff, currentDate) for x in tqdm(list_of_tickers) ) + for x in tqdm(list_of_tickers): + d = (self.find_anomalies_two(self.getData(x), cutoff)) + if d['Dates']: + for i in range(len(d['Dates'])): + if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: + self.customPrint(d, x) print("\n\n\n\n--- this took %s seconds to run ---" % (time.time() - start_time)) diff --git a/requirements.txt b/requirements.txt index 98894fb6..770ee0cc 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,4 +5,3 @@ numpy==1.18.4 mplcursors==0.3 python_dateutil==2.8.1 tqdm==4.48.0 -joblib diff --git a/stocklist.py b/stocklist.py index 4035068f..457c8407 100644 --- a/stocklist.py +++ b/stocklist.py @@ -47,8 +47,7 @@ def __init__(self, update=True): line = line.strip().split("|") - #line[6] and line[4] is for ETFs. Let's skip those to make this faster. - if line[0] == "" or line[1] == "" or (filename == 'nasdaqlisted' and line[6] == 'Y') or (filename == 'otherlisted' and line[4] == 'Y'): + if line[0] == "" or line[1] == "": continue all_listed.write(line[0] + ",") From bd6508ba62bbd58e34b281ce7af0bd988847abd3 Mon Sep 17 00:00:00 2001 From: Sam Pomerantz Date: Fri, 31 Jul 2020 08:38:36 -0500 Subject: [PATCH 18/25] Revert "Add various functionality " --- README.md | 9 ++---- figures/KNDI_2020-07-31.png | Bin 28617 -> 0 bytes figures/MNOV_2020-07-31.png | Bin 27191 -> 0 bytes figures/PRPO_2020-07-31.png | Bin 32237 -> 0 bytes figures/SCKT_2020-07-31.png | Bin 27104 -> 0 bytes figures/SYPR_2020-07-31.png | Bin 28646 -> 0 bytes figures/TAOP_2020-07-31.png | Bin 22881 -> 0 bytes figures/WHLM_2020-07-31.png | Bin 24439 -> 0 bytes grapher.py | 56 +++++++----------------------------- market_scanner.py | 36 +++++++++-------------- openRobinhood.py | 23 --------------- results.txt | 7 ----- 12 files changed, 27 insertions(+), 104 deletions(-) delete mode 100644 figures/KNDI_2020-07-31.png delete mode 100644 figures/MNOV_2020-07-31.png delete mode 100644 figures/PRPO_2020-07-31.png delete mode 100644 figures/SCKT_2020-07-31.png delete mode 100644 figures/SYPR_2020-07-31.png delete mode 100644 figures/TAOP_2020-07-31.png delete mode 100644 figures/WHLM_2020-07-31.png delete mode 100644 openRobinhood.py delete mode 100644 results.txt diff --git a/README.md b/README.md index aa3b1394..533e04fe 100644 --- a/README.md +++ b/README.md @@ -16,17 +16,14 @@ This scans every ticker on the market, gets their last 5 months of volume histor -open the script in your IDE and install all required dependancies by typing pip install -r requirements.txt into the IDE's terminal. You can get to the the terminal on VSC by pressing CMD and ` at the same time. -run the market_scanner.py and it will print out results into the terminal - --you can also graph the anomalous ticker's volume in grapher.py (as well as any ticker(s) you want by editing the code) - --open all the anomalous tickers in robinhood with openRobinhood.py +-you can also graph any ticker's volume in grapher.py ## Controlling the Script -Line 17 controls the amount of months of historical volume the script gets --Line 81 controls the amount of days before today that it will alert you +-Line 75 controls the amount of days before today that it will alert you --Line 103 controls the number of standard deviations away from the mean volume +-Line 84 controls the number of standard deviations away from the mean volume diff --git a/figures/KNDI_2020-07-31.png b/figures/KNDI_2020-07-31.png deleted file mode 100644 index 85ed20a31f4173d844d4b686414d9c658691e2bf..0000000000000000000000000000000000000000 GIT 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currentDate) return data[["Volume"]] - def printData(self, data, stock): + def printData(self, data): with pd.option_context('display.max_rows', None, 'display.max_columns', None): cleanData_print = data.copy() cleanData_print.reset_index(level=0, inplace=True) - print("\n---- {} ----".format(stock)) print(cleanData_print.to_string(index=False)) - def barGraph(self, data, stock, save): + def barGraph(self, data): data.reset_index(level=0, inplace=True) tempList = [] for x in data['Date']: @@ -41,14 +40,9 @@ def barGraph(self, data, stock, save): matplotlib.ticker.FuncFormatter(lambda x, p: format(int(x), ','))) mplcursors.cursor(hover=True) ################ - plt.title(stock) - - if save: - plt.savefig(file_path) - else: - plt.show() + plt.show() - def lineGraph(self, data, stock, save): + def lineGraph(self, data): data.reset_index(level=0, inplace=True) fig, ax = plt.subplots(figsize=(15, 7)) ax.plot(data['Date'], data['Volume']) @@ -58,13 +52,7 @@ def lineGraph(self, data, stock, save): currentDate = datetime.datetime.strptime( date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") pastDate = currentDate - dateutil.relativedelta.relativedelta(months=4) - - plt.title(stock) - - if save: - plt.savefig(file_path) - else: - plt.show() + plt.show() def find_anomalies(self, random_data): anomalies = [] @@ -84,30 +72,8 @@ def find_anomalies(self, random_data): # setup main = mainObj() -# create figures dir if doesn't exit -Path("figures/").mkdir(exist_ok=True) - -# open results file (contains stocks from market_scanner.py output) -with open("results.txt", "r") as f: - results = f.read().splitlines() - -# If you just want the plot for a stock of your choice comment out -# the with-open block above and uncomment the line below - -# results = ['AMZN'] - -save_or_print = input("Do you want to save the {} graphs as images or print them to screen? [S/p]: ".format(len(results))) - -if save_or_print.lower() == 'p': - save = False -else: - save = True - -for stock in results: - # use Path object so it works for all OS's - file_path = Path("figures/{}_{}.png".format(stock, datetime.date.today())) - - data = main.getData(stock) - #main.printData(data, stock, save) - #main.barGraph(data, stock, save) - main.lineGraph(data, stock, save) +# commands +data = main.getData("KODK") +# main.printData(data) +# main.barGraph(data) +main.lineGraph(data) diff --git a/market_scanner.py b/market_scanner.py index 075c3c3d..0939cf06 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -63,30 +63,20 @@ def days_between(self, d1, d2): return abs((d2 - d1).days) def main_func(self, cutoff): - # create results.txt file to hold the output tickers - f = open('results.txt', 'w') - - StocksController = NasdaqController(True) - list_of_tickers = StocksController.getList() - currentDate = datetime.datetime.strptime(date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") - start_time = time.time() - - for x in tqdm(list_of_tickers): - d = (self.find_anomalies_two(self.getData(x), cutoff)) - if d['Dates']: - for i in range(len(d['Dates'])): - if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: - self.customPrint(d, x) - # add ticker to results.txt file - f.write(x + '\n') - - # print("\n\n\n\n--- this took %s seconds to run ---" % - # (time.time() - start_time)) - - # print the time in minutes instead of seconds - print("\n\n\n\n--- this took {} minutes to run ---\n\n".format(int((time.time() - start_time) / 60))) + StocksController = NasdaqController(True) + list_of_tickers = StocksController.getList() + currentDate = datetime.datetime.strptime( + date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") + start_time = time.time() + for x in tqdm(list_of_tickers): + d = (self.find_anomalies_two(self.getData(x), cutoff)) + if d['Dates']: + for i in range(len(d['Dates'])): + if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: + self.customPrint(d, x) - f.close() + print("\n\n\n\n--- this took %s seconds to run ---" % + (time.time() - start_time)) # input desired anomaly standard deviation cuttoff diff --git a/openRobinhood.py b/openRobinhood.py deleted file mode 100644 index 336be5c9..00000000 --- a/openRobinhood.py +++ /dev/null @@ -1,23 +0,0 @@ -import webbrowser -import time -import sys - -# open results file (contains stocks from market_scanner.py output) -with open("results.txt", "r") as f: - results = f.read().splitlines() - -answer = input("Are you sure you want to open {} tabs in a new browser window? [y/N]: ".format(len(results))) - -if answer.lower() == 'y': - first = True - for stock in results: - if first: - #if you want to open in you current browser, use .open() instead - webbrowser.open_new("http://robinhood.com/stocks/{}".format(stock)) - first = False - #increase this time if they don't all load in the same new browser - time.sleep(1) - else: - webbrowser.open("http://robinhood.com/stocks/{}".format(stock)) -else: - sys.exit() diff --git a/results.txt b/results.txt deleted file mode 100644 index 9311a7cb..00000000 --- a/results.txt +++ /dev/null @@ -1,7 +0,0 @@ -KNDI -MNOV -PRPO -SCKT -SYPR -TAOP -WHLM From 93270ef50d5902e2c68f58ccb602b2b0e830a767 Mon Sep 17 00:00:00 2001 From: Alex Shirley Date: Fri, 31 Jul 2020 18:03:38 +0200 Subject: [PATCH 19/25] Make Anomaly Finding more Pandas friendly This removes the unused finding function, and replaces it with the normal algorithm. Then, all the indexing through the Pandas Dataframes are refactored in preference for the faster Pandas calls. --- market_scanner.py | 41 ++++++++++------------------------------- 1 file changed, 10 insertions(+), 31 deletions(-) diff --git a/market_scanner.py b/market_scanner.py index 0939cf06..73aa8793 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -20,41 +20,21 @@ def getData(self, ticker): sys.stdout = sys.__stdout__ return data[["Volume"]] - def find_anomalies(self, data, cutoff): - anomalies = [] - data_std = np.std(data['Volume']) - data_mean = np.mean(data['Volume']) - anomaly_cut_off = data_std * cutoff - upper_limit = data_mean + anomaly_cut_off - indexs = data[data['Volume'] > upper_limit].index.tolist() - outliers = data[data['Volume'] > upper_limit].Volume.tolist() - index_clean = [str(x)[:-9] for x in indexs] - d = {'Dates': index_clean, 'Volume': outliers} - return d - def find_anomalies_two(self, data, cutoff): - indexs = [] - outliers = [] + def find_anomalies(self, data, cutoff, currentDate): data_std = np.std(data['Volume']) data_mean = np.mean(data['Volume']) anomaly_cut_off = data_std * cutoff upper_limit = data_mean + anomaly_cut_off data.reset_index(level=0, inplace=True) - for i in range(len(data)): - temp = data['Volume'].iloc[i] - if temp > upper_limit: - indexs.append(str(data['Date'].iloc[i])[:-9]) - outliers.append(temp) - d = {'Dates': indexs, 'Volume': outliers} - return d + is_outlier = data['Volume'] > upper_limit + is_in_three_days = ((currentDate - data['Date']) <= datetime.timedelta(days=3)) + return data[is_outlier & is_in_three_days] def customPrint(self, d, tick): print("\n\n\n******* " + tick.upper() + " *******") print("Ticker is: "+tick.upper()) - for i in range(len(d['Dates'])): - str1 = str(d['Dates'][i]) - str2 = str(d['Volume'][i]) - print(str1 + " - " + str2) + print(d) print("*********************\n\n\n") def days_between(self, d1, d2): @@ -68,12 +48,11 @@ def main_func(self, cutoff): currentDate = datetime.datetime.strptime( date.today().strftime("%Y-%m-%d"), "%Y-%m-%d") start_time = time.time() - for x in tqdm(list_of_tickers): - d = (self.find_anomalies_two(self.getData(x), cutoff)) - if d['Dates']: - for i in range(len(d['Dates'])): - if self.days_between(str(currentDate)[:-9], str(d['Dates'][i])) <= 3: - self.customPrint(d, x) + for x in tqdm(list_of_tickers, miniters=1): + d = (self.find_anomalies(self.getData(x), cutoff, currentDate)) + if d.empty: + continue + self.customPrint(d, x) print("\n\n\n\n--- this took %s seconds to run ---" % (time.time() - start_time)) From 79b4f292aed781fa551fc75ea12bd31075731311 Mon Sep 17 00:00:00 2001 From: Alex Shirley Date: Sat, 1 Aug 2020 08:26:36 +0200 Subject: [PATCH 20/25] Update README.md Remove additional /r in README --- README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/README.md b/README.md index fba3dcb9..df870fe3 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,6 @@ This scans every ticker on the market, gets their last 5 months of volume histor [alternate website](https://www.reddit.com/r/wallstreetbets/comments/i10mif/i_made_a_website_for_that_scanner_made_by_that/) - ## How to run this: -download your favorite Python IDE. 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+

Abnormal Volume Scanner

+

Get alerted when a stock's volume exceeds 10 standard deviations from the mean within the last 3 days. Find the next $KODK.

+ + + + + + + + + + {% for stonk in stonks %} + + + + + + {% endfor %} + +
TickerDateVolume
{{stonk['Ticker']}}{{stonk['TargetDate']}}{{stonk['TargetVolume']}}
+
+ + + + + + + + \ No newline at end of file From f2926990163f9bfaf8e9cb55bdcd3f80ede83522 Mon Sep 17 00:00:00 2001 From: Alex Shirley Date: Sat, 1 Aug 2020 11:01:12 +0200 Subject: [PATCH 22/25] Catching up with changes on master --- market_scanner.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/market_scanner.py b/market_scanner.py index 594b7ce2..6bc810d6 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -37,7 +37,7 @@ def getData(self, ticker): sys.stdout = sys.__stdout__ return data[["Volume"]] - def find_anomalies(self, data, cutoff, currentDate): + def find_anomalies(self, data, currentDate): global STD_CUTTOFF data_std = np.std(data['Volume']) data_mean = np.mean(data['Volume']) @@ -54,8 +54,8 @@ def customPrint(self, d, tick): print(d) print("*********************\n\n\n") - def parallel_wrapper(self,x, cutoff, currentDate, positive_scans): - d = (self.find_anomalies(self.getData(x), cutoff, currentDate)) + def parallel_wrapper(self,x, currentDate, positive_scans): + d = (self.find_anomalies(self.getData(x), currentDate)) if d.empty: return From 08e075d40eda1f2145867a6279a8e33fe0503c80 Mon Sep 17 00:00:00 2001 From: Alex Shirley Date: Sat, 1 Aug 2020 11:16:09 +0200 Subject: [PATCH 23/25] Allow modifiable DAY_CUTOFF --- market_scanner.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/market_scanner.py b/market_scanner.py index 6bc810d6..8eaf010a 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -39,13 +39,14 @@ def getData(self, ticker): def find_anomalies(self, data, currentDate): global STD_CUTTOFF + global DAY_CUTTOFF data_std = np.std(data['Volume']) data_mean = np.mean(data['Volume']) anomaly_cut_off = data_std * STD_CUTTOFF upper_limit = data_mean + anomaly_cut_off data.reset_index(level=0, inplace=True) is_outlier = data['Volume'] > upper_limit - is_in_three_days = ((currentDate - data['Date']) <= datetime.timedelta(days=3)) + is_in_three_days = ((currentDate - data['Date']) <= datetime.timedelta(days=DAY_CUTTOFF)) return data[is_outlier & is_in_three_days] def customPrint(self, d, tick): From d6130d109ae074a37889b44e9e9a3c41b802820d Mon Sep 17 00:00:00 2001 From: lilcosco Date: Sat, 1 Aug 2020 12:27:20 -0400 Subject: [PATCH 24/25] merge & clean template.html for generating static page with website_generator dynamic.html for serving yourself with flask_server refactored globals to class variables in market_scanner print all results at end when running market_scanner line 34 fixes the off-by-1 bug (if it exists, will test it on Monday). --- .gitignore | 3 +- __pycache__/market_scanner.cpython-37.pyc | Bin 3304 -> 0 bytes __pycache__/stocklist.cpython-37.pyc | Bin 1539 -> 0 bytes flask_freezer.py | 38 ---------------------- flask_server.py | 9 ++--- market_scanner.py | 31 ++++++++---------- templates/{index.html => dynamic.html} | 0 7 files changed, 19 insertions(+), 62 deletions(-) delete mode 100644 __pycache__/market_scanner.cpython-37.pyc delete mode 100644 __pycache__/stocklist.cpython-37.pyc delete mode 100644 flask_freezer.py rename templates/{index.html => dynamic.html} (100%) diff --git a/.gitignore b/.gitignore index dc0990e9..7733457f 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ .DS_Store __pycache__/ -__pycache__ \ No newline at end of file +__pycache__ +*.pyc diff --git a/__pycache__/market_scanner.cpython-37.pyc b/__pycache__/market_scanner.cpython-37.pyc deleted file mode 100644 index 3532d9fcbbbf8ad91553e5e4bb1bb6499edd1ba3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 3304 zcmZ`*TW=gm6|Snj&UieY*xtn9vWyVcGO)2$fEE-&6tWS^1DGrumZcQbYIl|G9`|KZ zRg+{!?I*94>_fymPcv^I@rS5ap8OZ~1x+5EiHJq#3nDrfjPJ^KME8uT zf5;u#O|Hw`3$nN&HkK6T(ND>!cL^sZha+lzks1m4;4sx9eezLV8C4gBRM=;ph;roF z_+hG2Xe(?aWRcFKu!G5}DLG2BGg*lYm4TlRDS-45B>g@J0jem-xz~6L+K`4eZ0S*A zm|z!h9OEr~;kknmIGBH^D9o8}KU7ld;hCHbO+A#)b8~R{U-(9W?HHA261TNm6O~sc zkAp7dz^!DSE z+&unMHPzF!_^d9brFq9F9Z5g!hW>0S8QE;&Dg# z7tC~%4bvNMHWaV=ikpx%Lj zJZz6=H?pZxvN8`~BOXsu?Mlu7)3*_cP9*lG--ZQr9|WNx-G;yK^}U$Rx30ihjmr>f z{Loop+2KEif&pYe$Dq$81s#(GTi1fdZ`dw551XI~Z;FFhE7 zL)yy$2Q0 zKj;b-53UqTZmF%bs>`&PB``99p?qUH0fHn&Ugm~(bDaQuMJ^Q|Ksm1xbE>3F@LX@h z(LaU*fsNyOxzr=rQx8B8FmW_;H1!_cqx0)mxV$-G?Huv)Yj}PE6$9?EVGFt>Hy}RT zAkHO16u4?@>kVDC`W+;5u0=!(e zgwWzI!X{itl<1I$tv=L`VQ0rq-hGs+)^w!fEbp}qE5{Kjyr4pyZ6M2unW>*+*%x_c zxStnwX2TTNREbfv(%N(N6P$y5wEan~b95mtWN7svH1YtnSA9*ZuLJ2bg)6GtFjk{m zCUh5!-e*0Ku`~Yp-j$Nq(RVdz?VCfGhj9&wrvDBC33frz7bD5Q1G6#sY2z;f@YUd% z!B?{-`;wSw5kbFi;zb8?Kx5Hek}sLr5FWJkmIS@R-`)pAHZRBv@`Ao#FTCS6P{pR- zco?c)u?Ik5B$HljSNl5u^c z*AWffHQvfm?)y+^$X~y8P7QhKjbW#TzN9b7OLpOZ27&JhTgAH(Q#eWe3Iq_H9ekjE ziACQ5)Ix>vxAiFa1W>5+uR3>5WF?SCc!=0CX7JLbvpw8{?d00+`S-#u7Q zxWu>%7l=y?rVx+j?}3$dZ{4~zG^e?ScT9aY+}A@bv$_&kAF63Jg#OV$AzmE4{_k=K zROtBBcTwQ&)w?LZ2LfJX7|XWGX<_n-sxx>a<<*IeexFw9iB#4va5|cs?PQZ_lGRgq z&!OolbUW&2AVy((X{0M3d}`|KOuv5i@hw~e{AJRHEzP^yq{=`Qc82$c+sOHbZ%`)c z(RS9F`VCYyJ}mG>6uU4MGbpib`T_IlfX%OcO}mGq4n9h%w3JDLF}1A4w7_yNNuI#_ ztnE?PVO3|Pt-Yd+I>gn-SaPVo7I-eT3j$|pjNxz&FYd?PIEs6&2RC&GPcAW#j`kE1 zPW>7Lk7wZ1(<+l{AFJ0P(75-)!5hy7HN*)HKZMQ()wG<<)B(2Qmb?RAAUks~A?6Mi z9s=Ww{HO)W@fIOe_fhPiz+$@_)e>^yGThr1c9o@zqihNY!^U? 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Doesn't break anything in the meantime + currentDate += dateutil.relativedelta.relativedelta(days=1) + sys.stdout = open(os.devnull, "w") + data = yf.download(ticker, pastDate, currentDate) sys.stdout = sys.__stdout__ return data[["Volume"]] def find_anomalies(self, data, currentDate): - global STD_CUTTOFF - global DAY_CUTTOFF data_std = np.std(data['Volume']) data_mean = np.mean(data['Volume']) - anomaly_cut_off = data_std * STD_CUTTOFF + anomaly_cut_off = data_std * self.STD_CUTTOFF upper_limit = data_mean + anomaly_cut_off data.reset_index(level=0, inplace=True) is_outlier = data['Volume'] > upper_limit - is_in_three_days = ((currentDate - data['Date']) <= datetime.timedelta(days=DAY_CUTTOFF)) + is_in_three_days = ((currentDate - data['Date']) <= datetime.timedelta(days=self.DAY_CUTTOFF)) return data[is_outlier & is_in_three_days] def customPrint(self, d, tick): @@ -92,4 +87,6 @@ def main_func(self): if __name__ == '__main__': - mainObj().main_func() \ No newline at end of file + results = mainObj().main_func() + for outlier in results: + print(outlier) \ No newline at end of file diff --git a/templates/index.html b/templates/dynamic.html similarity index 100% rename from templates/index.html rename to templates/dynamic.html From fa1c93d31a48a1d1f4c628fb56a46379270763f3 Mon Sep 17 00:00:00 2001 From: lilcosco Date: Sat, 1 Aug 2020 12:53:38 -0400 Subject: [PATCH 25/25] hide secret key, default params, exportList in stocklist try to pull secret key from env var added default parameters, now these are set when you instantiate the object made exportList a class variable --- flask_server.py | 6 ++++-- market_scanner.py | 11 +++++------ stocklist.py | 12 ++++++------ website_generator.py | 8 ++++---- 4 files changed, 19 insertions(+), 18 deletions(-) diff --git a/flask_server.py b/flask_server.py index 174a64b5..5635772c 100644 --- a/flask_server.py +++ b/flask_server.py @@ -1,13 +1,15 @@ import flask from flask import Flask, request, send_from_directory, render_template - +import os import numpy from market_scanner import mainObj app = flask.Flask(__name__, static_url_path='') app.config["DEBUG"] = False -app.config['SECRET_KEY'] = 'deditaded wam' + +SECRET_KEY = os.getenv('SECRET_KEY', 'deditated_wam') #pulls SECRET_KEY from env var, else sets as 'detitaded_wam' +app.config['SECRET_KEY'] = SECRET_KEY diff --git a/market_scanner.py b/market_scanner.py index b290c981..71a4a35b 100644 --- a/market_scanner.py +++ b/market_scanner.py @@ -18,11 +18,10 @@ class mainObj: - def __init__(self): -# Change variables to your liking then run the script - self.MONTH_CUTTOFF = 6 - self.DAY_CUTTOFF = 3 - self.STD_CUTTOFF = 10 + def __init__(self,_month_cuttoff=6,_day_cuttoff=3,_std_cuttoff=10): #default params + self.MONTH_CUTTOFF = _month_cuttoff + self.DAY_CUTTOFF = _day_cuttoff + self.STD_CUTTOFF = _std_cuttoff def getData(self, ticker): currentDate = datetime.datetime.strptime( @@ -87,6 +86,6 @@ def main_func(self): if __name__ == '__main__': - results = mainObj().main_func() + results = mainObj(_month_cuttoff=6,_day_cuttoff=3,_std_cuttoff=10).main_func() #customize these params to your liking for outlier in results: print(outlier) \ No newline at end of file diff --git a/stocklist.py b/stocklist.py index 03e06bc8..a7f27b66 100644 --- a/stocklist.py +++ b/stocklist.py @@ -6,15 +6,13 @@ # this is used to get all tickers from the market. -exportList = [] - class NasdaqController: - def getList(self): - return exportList def __init__(self, update=True): + self.exportList = [] + self.filenames = { "otherlisted": "data/otherlisted.txt", "nasdaqlisted": "data/nasdaqlisted.txt" @@ -56,6 +54,8 @@ def __init__(self, update=True): continue all_listed.write(line[0] + ",") - global exportList - exportList.append(line[0]) + self.exportList.append(line[0]) all_listed.write(line[0] + "|" + line[1] + "\n") + + def getList(self): + return self.exportList diff --git a/website_generator.py b/website_generator.py index 55dd2567..bdf042ca 100644 --- a/website_generator.py +++ b/website_generator.py @@ -12,7 +12,10 @@ app = flask.Flask(__name__, static_url_path='') app.config["DEBUG"] = False -app.config['SECRET_KEY'] = 'deditaded wam' + +SECRET_KEY = os.getenv('SECRET_KEY', 'more_deditated_wam') #pulls SECRET_KEY from env var, else sets as 'more_detitaded_wam' +app.config['SECRET_KEY'] = SECRET_KEY + pages = FlatPages(app) freezer = Freezer(app) @@ -38,6 +41,3 @@ def home(): freezer.freeze() copyfile('build/index.html', 'index.html') shutil.rmtree('build/') - # print(stonks) - # app.run(host='0.0.0.0', port='5000') # run the app on LAN - # app.run() # run the app on your machine