scrape_tests4 upgrade

RodneyFinkel · May 14, 2024 · bdec97d · bdec97d
1 parent fd7ee75
commit bdec97d
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Showing 13 changed files with 165 additions and 51 deletions.
diff --git a/Figure_4.png b/Figure_4.png
diff --git a/Figure_5.png b/Figure_5.png
diff --git a/__pycache__/stock_screener2.cpython-311.pyc b/__pycache__/stock_screener2.cpython-311.pyc
diff --git a/hvplot.py b/hvplot.py
@@ -0,0 +1,104 @@
+import pandas as pd
+import hvplot.pandas
+import holoviews as hv
+
+# load in data and postprocess input
+df = (
+    pd.read_csv(
+        "https://mesonet.agron.iastate.edu/cgi-bin/request/daily.py?network=WA_ASOS&stations=SEA&year1=1928&month1=1&day1=1&year2=2023&month2=12&day2=31&var=max_temp_f&var=min_temp_f&var=precip_in&na=blank&format=csv",
+        parse_dates=True,
+        index_col="day",
+    )
+    .drop(columns=["station"])
+    .astype("float16")
+    .assign(
+        dayofyear=lambda df: df.index.dayofyear,
+        year=lambda df: df.index.year,
+    )
+)
+
+# get average and 2023
+df_avg = df.loc[df["year"].between(1990, 2020)].groupby("dayofyear").mean()
+df_2023 = df[df.year == 2023]
+
+# preprocess below/above
+df_above = df_2023[["dayofyear", "max_temp_f"]].merge(
+    df_avg.reset_index()[["dayofyear", "max_temp_f"]],
+    on="dayofyear",
+    suffixes=("_2023", "_avg"),
+)
+df_above["max_temp_f"] = df_above["max_temp_f_avg"]
+df_above["max_temp_f"] = df_above.loc[df_above["max_temp_f_2023"] >= df_above["max_temp_f_avg"], "max_temp_f_2023"]
+
+df_below = df_2023[["dayofyear", "max_temp_f"]].merge(
+    df_avg.reset_index()[["dayofyear", "max_temp_f"]],
+    on="dayofyear",
+    suffixes=("_2023", "_avg"),
+)
+df_below["max_temp_f"] = df_below["max_temp_f_avg"]
+df_below["max_temp_f"] = df_below.loc[df_below["max_temp_f_2023"] < df_below["max_temp_f_avg"], "max_temp_f_2023"]
+
+days_above = df_above.query("max_temp_f_2023 >= max_temp_f_avg")["max_temp_f"].size
+days_below = df_below.query("max_temp_f_2023 < max_temp_f_avg")["max_temp_f"].size
+
+# create plot elements
+plot = df.hvplot(x="dayofyear", y="max_temp_f", by="year", color="grey", alpha=0.02, legend=False, hover=False)
+plot_avg = df_avg.hvplot(x="dayofyear", y="max_temp_f", color="grey", legend=False)
+plot_2023 = df_2023.hvplot(x="dayofyear", y="max_temp_f", color="black", legend=False)
+
+dark_red = "#FF5555"
+dark_blue = "#5588FF"
+
+plot_above = df_above.hvplot.area(
+    x="dayofyear", y="max_temp_f_avg", y2="max_temp_f"
+).opts(fill_alpha=0.2, line_alpha=0.8, line_color=dark_red, fill_color=dark_red)
+plot_below = df_below.hvplot.area(
+    x="dayofyear", y="max_temp_f_avg", y2="max_temp_f"
+).opts(fill_alpha=0.2, line_alpha=0.8, line_color=dark_blue, fill_color=dark_blue)
+
+text_days_above = hv.Text(
+    35, df_2023["max_temp_f"].max(), f"{days_above}", fontsize=14
+).opts(text_align="right", text_baseline="bottom", text_color=dark_red, text_alpha=0.8)
+text_days_below = hv.Text(
+    35, df_2023["max_temp_f"].max(), f"{days_below}", fontsize=14
+).opts(text_align="right", text_baseline="top", text_color=dark_blue, text_alpha=0.8)
+text_above = hv.Text(38, df_2023["max_temp_f"].max(), "DAYS ABOVE", fontsize=7).opts(
+    text_align="left", text_baseline="bottom", text_color="lightgrey", text_alpha=0.8
+)
+text_below = hv.Text(38, df_2023["max_temp_f"].max(), "DAYS BELOW", fontsize=7).opts(
+    text_align="left", text_baseline="above", text_color="lightgrey", text_alpha=0.8
+)
+
+# overlay everything and save
+final = (
+    plot
+    * plot_avg
+    * plot_above
+    * plot_below
+    * text_days_above
+    * text_days_below
+    * text_above
+    * text_below
+).opts(
+    xlabel="TIME OF YEAR",
+    ylabel="MAX TEMP °F",
+    title="SEATTLE 2023 vs AVERAGE (1990-2020)",
+    gridstyle={"ygrid_line_alpha": 0},
+    xticks=[
+        (1, "JAN"),
+        (31, "FEB"),
+        (59, "MAR"),
+        (90, "APR"),
+        (120, "MAY"),
+        (151, "JUN"),
+        (181, "JUL"),
+        (212, "AUG"),
+        (243, "SEP"),
+        (273, "OCT"),
+        (304, "NOV"),
+        (334, "DEC"),
+    ],
+    show_grid=True,
+    fontscale=1.18,
+)
+hv.save(final, "final.html")
diff --git a/metric_graphs.py b/metric_graphs.py
@@ -94,11 +94,11 @@ def add_technical_indicators(data):
 def plot_technical_indicators(prices, ticker):
 
     # Set background color to an even darker grey
-    # plt.style.use('bmh')
-    plt.rcParams['figure.facecolor'] = '#333333'  # Set figure background color
-    plt.rcParams['axes.facecolor'] = '#333333'    # Set axes background color
+    #plt.style.use('bmh')
+    plt.rcParams['figure.facecolor'] = '#555555'  # Set figure background color
+    plt.rcParams['axes.facecolor'] = '#555555'    # Set axes background color
     plt.rcParams['grid.color'] = 'white'          # Set gridlines color
-
+     
     fig, ax = plt.subplots(4, 1, figsize=(16, 10), dpi=100)
 
     # Plot 20-day and 50-day moving averages
@@ -142,9 +142,6 @@ def plot_technical_indicators(prices, ticker):
     ax[3].grid(True, color='black', linestyle='--')  # Add gridlines
     ax[3].legend()
 
-    # Set gridlines color to white
-    plt.gca().yaxis.grid(color='white')
-
     plt.tight_layout()
     plt.show()
 

diff --git a/out/AMZN.csv b/out/AMZN.csv
@@ -1,9 +1,9 @@
 Date,Article title,link,publisher,Article sentiment
-None,"Top 4 ""Secret"" Artificial Intelligence (AI) Stocks You Should Know",https://finance.yahoo.com/m/5c6af639-3aa0-3aad-8d44-74819262da42/top-4-%22secret%22-artificial.html,Motley Fool,negative
-None,Here's How Amazon Stock Benefits From the Artificial Intelligence (AI) Investing Frenzy,https://finance.yahoo.com/m/41c2613a-c699-3706-9020-70d645363dea/here%27s-how-amazon-stock.html,Motley Fool,negative
-None,1 Warren Buffett Stock That Could Go Parabolic in 2024,https://finance.yahoo.com/m/7fb3967d-b096-3360-b798-48c25d3a087a/1-warren-buffett-stock-that.html,Motley Fool,negative
-None,1 Stock I Wouldn't Touch With a 10-Foot Pole -- and Here's Why,https://finance.yahoo.com/m/37f5d981-4532-300f-bccc-13c15e7ac1c1/1-stock-i-wouldn%27t-touch-with.html,Motley Fool,negative
-None,Amazon Stock Is at an Inflection Point. It's Time to Buy the Stock Like There's No Tomorrow.,https://finance.yahoo.com/m/591e47a8-8cab-3e95-b999-ecd5cea4e20c/amazon-stock-is-at-an.html,Motley Fool,negative
-None,40.2% of Warren Buffett's $362 Billion Portfolio Is Invested in 2 Artificial Intelligence (AI) Stocks,https://finance.yahoo.com/m/59364185-3d9a-37c4-963c-a81771928ddf/40.2%25-of-warren-buffett%27s.html,Motley Fool,negative
-None,Best Stock to Buy Right Now: Amazon vs. Apple,https://finance.yahoo.com/m/15be9fa0-15ec-3f14-801c-78826b6bf674/best-stock-to-buy-right-now%3A.html,Motley Fool,negative
-2024-05-10T23:39:54.000Z,,,,Nan too long
+2024-05-13T20:41:37.000Z,"Amazon Insider Sold Shares Worth $1,000,160, According to a Recent SEC Filing",https://finance.yahoo.com/news/amazon-insider-sold-shares-worth-204137235.html,MT Newswires,neutral
+2024-05-13T16:41:07.000Z,,,,Nan too long
+2024-05-13T16:27:10.000Z,"Top Midday Stories: Return of 'Roaring Kitty' Lifts GameStop Shares; Intel, Apollo Near Deal on Ireland Plant; BHP Latest Offer Rejected by Anglo American; Squarespace Acquired by Permira; Amazon Autonomous Driving Under Probe",https://finance.yahoo.com/news/top-midday-stories-return-apos-162710681.html,MT Newswires,neutral
+2024-05-13T15:40:13.000Z,,,,Nan too long
+2024-05-13T14:45:20.000Z,,,,Nan too long
+None,"Is Amazon Stock A Buy Coming Off Q1 Earnings, New Record Close?",https://finance.yahoo.com/m/a968262f-7b71-3684-9793-a9d46ebf8ed9/is-amazon-stock-a-buy-coming.html,Investor's Business Daily,negative
+None,"France Secures $16 Billion From Microsoft, Amazon and Others at Foreign Investment Summit",https://finance.yahoo.com/m/69a92be7-2c38-3f7e-9666-62c1180e8ad5/france-secures-%2416-billion.html,The Wall Street Journal,negative
+None,Nvidia Seems Poised to Enter the Multibillion-Dollar Custom Artificial Intelligence (AI) Chip Market,https://finance.yahoo.com/m/6d2b6898-f007-3952-b3ab-3ddc5428b750/nvidia-seems-poised-to-enter.html,Motley Fool,negative
diff --git a/out/AMZN.json b/out/AMZN.json
@@ -1 +1 @@
-[{"Date":"None","Article title":"Top 4 \"Secret\" Artificial Intelligence (AI) Stocks You Should Know","link":"https:\/\/finance.yahoo.com\/m\/5c6af639-3aa0-3aad-8d44-74819262da42\/top-4-%22secret%22-artificial.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"Here's How Amazon Stock Benefits From the Artificial Intelligence (AI) Investing Frenzy","link":"https:\/\/finance.yahoo.com\/m\/41c2613a-c699-3706-9020-70d645363dea\/here%27s-how-amazon-stock.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"1 Warren Buffett Stock That Could Go Parabolic in 2024","link":"https:\/\/finance.yahoo.com\/m\/7fb3967d-b096-3360-b798-48c25d3a087a\/1-warren-buffett-stock-that.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"1 Stock I Wouldn't Touch With a 10-Foot Pole -- and Here's Why","link":"https:\/\/finance.yahoo.com\/m\/37f5d981-4532-300f-bccc-13c15e7ac1c1\/1-stock-i-wouldn%27t-touch-with.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"Amazon Stock Is at an Inflection Point. It's Time to Buy the Stock Like There's No Tomorrow.","link":"https:\/\/finance.yahoo.com\/m\/591e47a8-8cab-3e95-b999-ecd5cea4e20c\/amazon-stock-is-at-an.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"40.2% of Warren Buffett's $362 Billion Portfolio Is Invested in 2 Artificial Intelligence (AI) Stocks","link":"https:\/\/finance.yahoo.com\/m\/59364185-3d9a-37c4-963c-a81771928ddf\/40.2%25-of-warren-buffett%27s.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"None","Article title":"Best Stock to Buy Right Now: Amazon vs. Apple","link":"https:\/\/finance.yahoo.com\/m\/15be9fa0-15ec-3f14-801c-78826b6bf674\/best-stock-to-buy-right-now%3A.html","publisher":"Motley Fool","Article sentiment":"negative"},{"Date":"2024-05-10T23:39:54.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"}]
+[{"Date":"2024-05-13T20:41:37.000Z","Article title":"Amazon Insider Sold Shares Worth $1,000,160, According to a Recent SEC Filing","link":"https:\/\/finance.yahoo.com\/news\/amazon-insider-sold-shares-worth-204137235.html","publisher":"MT Newswires","Article sentiment":"neutral"},{"Date":"2024-05-13T16:41:07.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T16:27:10.000Z","Article title":"Top Midday Stories: Return of 'Roaring Kitty' Lifts GameStop Shares; Intel, Apollo Near Deal on Ireland Plant; BHP Latest Offer Rejected by Anglo American; Squarespace Acquired by Permira; Amazon Autonomous Driving Under Probe","link":"https:\/\/finance.yahoo.com\/news\/top-midday-stories-return-apos-162710681.html","publisher":"MT Newswires","Article sentiment":"neutral"},{"Date":"2024-05-13T15:40:13.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T14:45:20.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Is Amazon Stock A Buy Coming Off Q1 Earnings, New Record Close?","link":"https:\/\/finance.yahoo.com\/m\/a968262f-7b71-3684-9793-a9d46ebf8ed9\/is-amazon-stock-a-buy-coming.html","publisher":"Investor's Business Daily","Article sentiment":"negative"},{"Date":"None","Article title":"France Secures $16 Billion From Microsoft, Amazon and Others at Foreign Investment Summit","link":"https:\/\/finance.yahoo.com\/m\/69a92be7-2c38-3f7e-9666-62c1180e8ad5\/france-secures-%2416-billion.html","publisher":"The Wall Street Journal","Article sentiment":"negative"},{"Date":"None","Article title":"Nvidia Seems Poised to Enter the Multibillion-Dollar Custom Artificial Intelligence (AI) Chip Market","link":"https:\/\/finance.yahoo.com\/m\/6d2b6898-f007-3952-b3ab-3ddc5428b750\/nvidia-seems-poised-to-enter.html","publisher":"Motley Fool","Article sentiment":"negative"}]
diff --git a/out/BAX.csv b/out/BAX.csv
@@ -0,0 +1,9 @@
+Date,Article title,link,publisher,Article sentiment
+None,Baxter International's Clinolipid Injection Approved for Expanded Use in US,https://finance.yahoo.com/news/baxter-international-apos-clinolipid-injection-132808011.html,MT Newswires,negative
+2024-05-13T12:45:00.000Z,,,,Nan too long
+2024-05-11T12:34:13.000Z,,,,Nan too long
+2024-05-10T10:17:07.000Z,"TD Cowen Downgrades Baxter International to Hold From Buy, Price Target is $40",https://finance.yahoo.com/news/td-cowen-downgrades-baxter-international-101707112.html,MT Newswires,negative
+2024-05-08T11:14:06.000Z,,,,Nan too long
+2024-05-07T20:15:00.000Z,,,,Nan too long
+2024-05-07T13:40:10.000Z,,,,Nan too long
+2024-05-07T12:30:00.000Z,,,,Nan too long
diff --git a/out/BAX.json b/out/BAX.json
@@ -0,0 +1 @@
+[{"Date":"None","Article title":"Baxter International's Clinolipid Injection Approved for Expanded Use in US","link":"https:\/\/finance.yahoo.com\/news\/baxter-international-apos-clinolipid-injection-132808011.html","publisher":"MT Newswires","Article sentiment":"negative"},{"Date":"2024-05-13T12:45:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-11T12:34:13.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-10T10:17:07.000Z","Article title":"TD Cowen Downgrades Baxter International to Hold From Buy, Price Target is $40","link":"https:\/\/finance.yahoo.com\/news\/td-cowen-downgrades-baxter-international-101707112.html","publisher":"MT Newswires","Article sentiment":"negative"},{"Date":"2024-05-08T11:14:06.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T20:15:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T13:40:10.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T12:30:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"}]
diff --git a/out/META.csv b/out/META.csv
@@ -1,7 +1,7 @@
 Date,Article title,link,publisher,Article sentiment
 None,Is the Apple Vision Pro Headset Worth the Price?,https://finance.yahoo.com/m/83e94fbe-8429-36b8-a1bb-81fc268993cc/is-the-apple-vision-pro.html,Motley Fool,neutral
 2024-05-13T21:19:29.000Z,,,,Nan too long
-2024-05-13T19:38:29.000Z,Market Chatter: Meta Platforms Ventures Into AI-Powered Earphones With Cameras,https://finance.yahoo.com/news/market-chatter-meta-platforms-ventures-193829126.html,MT Newswires,neutral
+2024-05-13T19:38:29.000Z,Market Chatter: Meta Platforms Ventures Into AI-Powered Earphones With Cameras,https://finance.yahoo.com/news/market-chatter-meta-platforms-ventures-193829126.html,MT Newswires,negative
 2024-05-13T19:03:44.000Z,,,,Nan too long
 None,"Magnificent Seven Stocks: Apple, Nvidia, Tesla Rally; Google, Meta Slide",https://finance.yahoo.com/m/4205eaa9-f620-3a0b-a81a-0e82c7c9fd0b/magnificent-seven-stocks%3A.html,Investor's Business Daily,neutral
 2024-05-13T17:50:19.000Z,,,,Nan too long

diff --git a/out/META.json b/out/META.json
@@ -1 +1 @@
-[{"Date":"None","Article title":"Is the Apple Vision Pro Headset Worth the Price?","link":"https:\/\/finance.yahoo.com\/m\/83e94fbe-8429-36b8-a1bb-81fc268993cc\/is-the-apple-vision-pro.html","publisher":"Motley Fool","Article sentiment":"neutral"},{"Date":"2024-05-13T21:19:29.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T19:38:29.000Z","Article title":"Market Chatter: Meta Platforms Ventures Into AI-Powered Earphones With Cameras","link":"https:\/\/finance.yahoo.com\/news\/market-chatter-meta-platforms-ventures-193829126.html","publisher":"MT Newswires","Article sentiment":"neutral"},{"Date":"2024-05-13T19:03:44.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Magnificent Seven Stocks: Apple, Nvidia, Tesla Rally; Google, Meta Slide","link":"https:\/\/finance.yahoo.com\/m\/4205eaa9-f620-3a0b-a81a-0e82c7c9fd0b\/magnificent-seven-stocks%3A.html","publisher":"Investor's Business Daily","Article sentiment":"neutral"},{"Date":"2024-05-13T17:50:19.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T16:54:24.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Nvidia Seems Poised to Enter the Multibillion-Dollar Custom Artificial Intelligence (AI) Chip Market","link":"https:\/\/finance.yahoo.com\/m\/6d2b6898-f007-3952-b3ab-3ddc5428b750\/nvidia-seems-poised-to-enter.html","publisher":"Motley Fool","Article sentiment":"neutral"}]
+[{"Date":"None","Article title":"Is the Apple Vision Pro Headset Worth the Price?","link":"https:\/\/finance.yahoo.com\/m\/83e94fbe-8429-36b8-a1bb-81fc268993cc\/is-the-apple-vision-pro.html","publisher":"Motley Fool","Article sentiment":"neutral"},{"Date":"2024-05-13T21:19:29.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T19:38:29.000Z","Article title":"Market Chatter: Meta Platforms Ventures Into AI-Powered Earphones With Cameras","link":"https:\/\/finance.yahoo.com\/news\/market-chatter-meta-platforms-ventures-193829126.html","publisher":"MT Newswires","Article sentiment":"negative"},{"Date":"2024-05-13T19:03:44.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Magnificent Seven Stocks: Apple, Nvidia, Tesla Rally; Google, Meta Slide","link":"https:\/\/finance.yahoo.com\/m\/4205eaa9-f620-3a0b-a81a-0e82c7c9fd0b\/magnificent-seven-stocks%3A.html","publisher":"Investor's Business Daily","Article sentiment":"neutral"},{"Date":"2024-05-13T17:50:19.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T16:54:24.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Nvidia Seems Poised to Enter the Multibillion-Dollar Custom Artificial Intelligence (AI) Chip Market","link":"https:\/\/finance.yahoo.com\/m\/6d2b6898-f007-3952-b3ab-3ddc5428b750\/nvidia-seems-poised-to-enter.html","publisher":"Motley Fool","Article sentiment":"neutral"}]
diff --git a/out/scraped_data.json b/out/scraped_data.json
@@ -1,33 +1,33 @@
 {
-    "profit_margin": "32.06%",
-    "operating_margin": "38.58%",
-    "return_on_assets": "17.31%",
-    "return_on_equity": "33.36%",
-    "revenue": "142.71B",
-    "revenue_per_share": "55.67",
+    "profit_margin": "6.38%",
+    "operating_margin": "10.68%",
+    "return_on_assets": "5.95%",
+    "return_on_equity": "20.31%",
+    "revenue": "590.74B",
+    "revenue_per_share": "57.13",
     "gross_profit": "--",
-    "ebitda": "68.45B",
-    "net_income": "45.76B",
-    "eps": "17.36",
-    "total_cash": "58.12B",
-    "cash_per_share": "22.91",
-    "total_debt": "37.63B",
-    "debt_to_equity": "25.17%",
-    "current_ratio": "2.68",
-    "book_value_per_share": "58.94",
-    "operating_cash_flow": "76.36B",
-    "levered_free_cash_flow": "35.13B",
-    "beta": "1.21",
-    "52_week_high": "531.49",
-    "52_week_low": "235.52",
-    "50_day_ma": "488.63",
-    "200_day_ma": "381.35",
-    "avg_vol_3m": "16.65M",
-    "avg_vol_10d": "14.55M",
-    "shares_outstanding": "2.19B",
-    "float": "2.19B",
-    "held_by_insiders": "0.18%",
-    "held_by_institutions": "80.00%",
-    "payout_ratio": "2.88%",
-    "market_cap": "1.19T"
+    "ebitda": "96.61B",
+    "net_income": "37.68B",
+    "eps": "3.56",
+    "total_cash": "85.07B",
+    "cash_per_share": "8.18",
+    "total_debt": "160.56B",
+    "debt_to_equity": "74.11%",
+    "current_ratio": "1.07",
+    "book_value_per_share": "20.83",
+    "operating_cash_flow": "99.15B",
+    "levered_free_cash_flow": "57.27B",
+    "beta": "1.15",
+    "52_week_high": "191.70",
+    "52_week_low": "111.05",
+    "50_day_ma": "180.46",
+    "200_day_ma": "153.85",
+    "avg_vol_3m": "40.35M",
+    "avg_vol_10d": "48.01M",
+    "shares_outstanding": "10.41B",
+    "float": "9.26B",
+    "held_by_insiders": "9.16%",
+    "held_by_institutions": "63.44%",
+    "payout_ratio": "0.00%",
+    "market_cap": "1.94T"
 }
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		[{"Date":"None","Article title":"Baxter International's Clinolipid Injection Approved for Expanded Use in US","link":"https:\/\/finance.yahoo.com\/news\/baxter-international-apos-clinolipid-injection-132808011.html","publisher":"MT Newswires","Article sentiment":"negative"},{"Date":"2024-05-13T12:45:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-11T12:34:13.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-10T10:17:07.000Z","Article title":"TD Cowen Downgrades Baxter International to Hold From Buy, Price Target is $40","link":"https:\/\/finance.yahoo.com\/news\/td-cowen-downgrades-baxter-international-101707112.html","publisher":"MT Newswires","Article sentiment":"negative"},{"Date":"2024-05-08T11:14:06.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T20:15:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T13:40:10.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-07T12:30:00.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"}]
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		[{"Date":"None","Article title":"Is the Apple Vision Pro Headset Worth the Price?","link":"https:\/\/finance.yahoo.com\/m\/83e94fbe-8429-36b8-a1bb-81fc268993cc\/is-the-apple-vision-pro.html","publisher":"Motley Fool","Article sentiment":"neutral"},{"Date":"2024-05-13T21:19:29.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T19:38:29.000Z","Article title":"Market Chatter: Meta Platforms Ventures Into AI-Powered Earphones With Cameras","link":"https:\/\/finance.yahoo.com\/news\/market-chatter-meta-platforms-ventures-193829126.html","publisher":"MT Newswires","Article sentiment":"neutral"},{"Date":"2024-05-13T19:03:44.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Magnificent Seven Stocks: Apple, Nvidia, Tesla Rally; Google, Meta Slide","link":"https:\/\/finance.yahoo.com\/m\/4205eaa9-f620-3a0b-a81a-0e82c7c9fd0b\/magnificent-seven-stocks%3A.html","publisher":"Investor's Business Daily","Article sentiment":"neutral"},{"Date":"2024-05-13T17:50:19.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"2024-05-13T16:54:24.000Z","Article title":null,"link":null,"publisher":null,"Article sentiment":"Nan too long"},{"Date":"None","Article title":"Nvidia Seems Poised to Enter the Multibillion-Dollar Custom Artificial Intelligence (AI) Chip Market","link":"https:\/\/finance.yahoo.com\/m\/6d2b6898-f007-3952-b3ab-3ddc5428b750\/nvidia-seems-poised-to-enter.html","publisher":"Motley Fool","Article sentiment":"neutral"}]
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