{"id":25566,"date":"2026-06-19T11:58:22","date_gmt":"2026-06-19T11:58:22","guid":{"rendered":"https:\/\/umang.pk\/2026\/06\/19\/python-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-%d8%aa%d8%ac%d8%b2%db%8c%db%81-%da%a9%d8%a7%d8%b1-%d8%aa%d8%ae%d9%85%db%8c%d9%86%db%81\/"},"modified":"2026-06-19T11:58:23","modified_gmt":"2026-06-19T11:58:23","slug":"python-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-%d8%aa%d8%ac%d8%b2%db%8c%db%81-%da%a9%d8%a7%d8%b1-%d8%aa%d8%ae%d9%85%db%8c%d9%86%db%81","status":"publish","type":"post","link":"https:\/\/umang.pk\/ur\/2026\/06\/19\/python-%da%a9%d8%a7-%d8%a7%d8%b3%d8%aa%d8%b9%d9%85%d8%a7%d9%84-%da%a9%d8%b1%d8%aa%db%92-%db%81%d9%88%d8%a6%db%92-%d8%aa%d8%ac%d8%b2%db%8c%db%81-%da%a9%d8%a7%d8%b1-%d8%aa%d8%ae%d9%85%db%8c%d9%86%db%81\/","title":{"rendered":"Python \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06cc \u062d\u062f\u0648\u062f \u06a9\u0627 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u06cc\u0633\u06d2 \u06a9\u0631\u06cc\u06ba\u06d4"},"content":{"rendered":"\n<div id=\"\">\n<p>\u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u0645\u0627\u0644\u06cc\u0627\u062a\u06cc \u0645\u0627\u0688\u0644 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0627\u062a\u0641\u0627\u0642 \u0631\u0627\u0626\u06d2 \u06a9\u0648 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06d2 \u0627\u0646 \u067e\u0679 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2\u060c EPS \u062a\u062e\u0645\u06cc\u0646\u06d2\u060c EBITDA \u062a\u062e\u0645\u06cc\u0646\u06d2\u060c \u06cc\u0627 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06d2 \u0645\u0627\u0631\u062c\u0646 \u06a9\u06d2 \u0645\u0641\u0631\u0648\u0636\u0648\u06ba \u06a9\u06d2 \u06a9\u0686\u06be \u0648\u0631\u0698\u0646\u06d4<\/p>\n<p>\u06cc\u06c1 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u0686\u067e\u0679\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0648\u0633\u0637 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u0635\u0631\u0641 \u0631\u06cc\u0646\u062c \u06a9\u0627 \u0645\u0631\u06a9\u0632 \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u06a9\u0645 \u062a\u062e\u0645\u06cc\u0646\u06c1\u060c \u0632\u06cc\u0627\u062f\u06c1 \u062a\u062e\u0645\u06cc\u0646\u06c1\u060c \u0627\u0648\u0631 \u0627\u0633 \u0646\u0638\u0631\u06cc\u06d2 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\u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06a9\u06d2 \u0627\u0648\u0631 \u0627\u0633\u0679\u0627\u06a9 \u06a9\u0627\u0626\u0646\u0627\u062a \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u06a9\u06d2 \u0634\u0631\u0648\u0639\u0627\u062a \u06a9\u06cc\u06d4<\/p>\n<pre><code class=\"language-plaintext\">import requests\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom datetime import datetime\nfrom time import sleep\n\napi_key = 'YOUR FMP API KEY'\nbase_url=\"https:\/\/financialmodelingprep.com\/stable\"\n\ntickers = [\n    'AAPL', 'MSFT', 'NVDA', 'AMZN', 'META', 'GOOGL',\n    'TSLA', 'PLTR', 'COIN', 'RBLX', 'SNOW', 'UBER',\n    'AMD', 'INTC', 'MU', 'AVGO', 'QCOM',\n    'CAT', 'DE', 'BA', 'GE', 'XOM', 'CVX',\n    'WMT', 'COST', 'NKE', 'SBUX', 'MCD', 'TGT',\n    'JPM', 'BAC', 'GS', 'MS', 'V', 'MA',\n    'UNH', 'PFE', 'LLY', 'MRK', 'ABBV',\n    'ROKU', 'SHOP', 'SQ', 'PYPL', 'ZM'\n]\n<\/code><\/pre>\n<p>\u0627\u06af\u0644\u0627 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\u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0633\u062a\u06cc\u0627\u0628 \u0642\u0631\u06cc\u0628 \u062a\u0631\u06cc\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u06cc \u0645\u062f\u062a \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-plaintext\">all_rows = []\n\ntoday = pd.Timestamp.today().normalize()\n\nfor ticker in tickers:\n    url = f'{base_url}\/analyst-estimates'\n\n    params = {\n        'symbol': ticker,\n        'period': 'annual',\n        'limit': 10,\n        'apikey': api_key\n    }\n\n    response = requests.get(url, params=params)\n    data = response.json()\n\n    df = pd.DataFrame(data)\n\n    if len(df) == 0:\n        print(f'{ticker}: no data')\n        continue\n\n    df['date'] = pd.to_datetime(df['date'])\n    df = df.sort_values('date')\n\n    df = df[\n        (df['date'] > today) &\n        (df['revenueAvg'].notna()) &\n        (df['revenueLow'].notna()) &\n        (df['revenueHigh'].notna()) &\n        (df['epsAvg'].notna()) &\n        (df['epsLow'].notna()) &\n        (df['epsHigh'].notna())\n    ].copy()\n\n    if len(df) == 0:\n        print(f'{ticker}: no usable future estimates')\n        continue\n\n    row = df.iloc[0].copy()\n    all_rows.append(row)\n    print(f'{ticker} done')\n    \n    sleep(0.2)\n\nestimates = pd.DataFrame(all_rows)\nestimates.head()\n<\/code><\/pre>\n<p>\u0622\u0624\u0679 \u067e\u0679 \u0646\u06d2 \u0641\u06cc \u06a9\u0645\u067e\u0646\u06cc \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06cc \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc\u0648\u06ba \u06a9\u06cc \u0627\u06cc\u06a9 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0642\u0637\u0627\u0631 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u06cc\u06d4<\/p>\n<p>\u06cc\u06c1 \u062c\u062f\u0648\u0644 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc 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id=\"heading-turning-estimate-ranges-into-spread-metrics\">\u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06cc \u062d\u062f \u06a9\u0648 \u0627\u0633\u067e\u0631\u06cc\u0688 \u0645\u06cc\u0679\u0631\u06a9 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u0627<\/h2>\n<p>\u06c1\u0645\u0627\u0631\u06d2 \u067e\u0627\u0633 \u0627\u0642\u062a\u0628\u0627\u0633 \u06a9\u0627 \u0688\u06cc\u0679\u0627 \u0622\u0646\u06d2 \u06a9\u06d2 \u0628\u0639\u062f\u060c \u06c1\u0645\u06cc\u06ba \u067e\u0648\u0631\u06cc \u06a9\u0645\u067e\u0646\u06cc \u0645\u06cc\u06ba \u0627\u0642\u062a\u0628\u0627\u0633 \u06a9\u06cc \u062d\u062f\u0648\u062f \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0637\u0631\u06cc\u0642\u06c1 \u062f\u0631\u06a9\u0627\u0631 \u062a\u06be\u0627\u06d4<\/p>\n<p>\u062e\u0627\u0645 \u0631\u06cc\u0646\u062c \u06a9\u0627\u0641\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 $10 \u0628\u0644\u06cc\u0646 \u0631\u06cc\u0648\u0646\u06cc\u0648 \u0631\u06cc\u0646\u062c \u06a9\u0627 \u0645\u0637\u0644\u0628 \u0627\u06cc\u06a9 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u0645\u062e\u062a\u0644\u0641 \u0686\u06cc\u0632 \u06c1\u06d2 \u062c\u0648 $50 \u0628\u0644\u06cc\u0646 \u0631\u06cc\u0648\u0646\u06cc\u0648 \u06a9\u06cc \u062a\u0648\u0642\u0639 \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2 \u0627\u0633 \u06a9\u0645\u067e\u0646\u06cc \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u062c\u0648 $500 \u0628\u0644\u06cc\u0646 \u0631\u06cc\u0648\u0646\u06cc\u0648 \u06a9\u06cc \u062a\u0648\u0642\u0639 \u0631\u06a9\u06be\u062a\u06cc \u06c1\u06d2\u06d4 \u0644\u06c1\u0630\u0627 \u06c1\u0645 \u0646\u06d2 \u0627\u0648\u0633\u0637 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06cc \u062d\u062f \u06a9\u0648 \u0645\u0639\u0645\u0648\u0644 \u0628\u0646\u0627\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">estimates['revenue_spread'] = ((estimates['revenueHigh'] - estimates['revenueLow']) \/ estimates['revenueAvg'])\nestimates['eps_spread'] = ((estimates['epsHigh'] - estimates['epsLow']) \/ estimates['epsAvg'].abs())\nshape_df = estimates[['symbol','date','revenueLow','revenueAvg','revenueHigh','revenue_spread','numAnalystsRevenue',\n                      'epsLow','epsAvg','epsHigh','eps_spread','numAnalystsEps']].copy()\n\nshape_df.head()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870301_148_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0627\u0633\u067e\u0631\u06cc\u0688 \u0645\u06cc\u0679\u0631\u06a9\u0633 (\u062a\u0635\u0648\u06cc\u0631 \u0628\u0630\u0631\u06cc\u0639\u06c1 \u0645\u0635\u0646\u0641)\" style=\"display:block;margin:0 auto\" width=\"1777\" height=\"436\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0645\u0646\u0637\u0642 \u0633\u0627\u062f\u06c1 \u06c1\u06d2\u06d4 <code>revenue_spread<\/code> \u06cc\u06c1 \u0622\u067e \u06a9\u0648 \u0628\u062a\u0627\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u06cc \u0631\u06cc\u0646\u062c \u0627\u0648\u0633\u0637 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u06a9\u062a\u0646\u06cc \u0648\u0633\u06cc\u0639 \u06c1\u06d2\u06d4 <code>eps_spread<\/code> EPS \u06a9\u06d2 \u0644\u0626\u06d2 \u0628\u06be\u06cc \u06cc\u06c1\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0627\u06c1\u0645\u060c EPS \u06a9\u0648 \u0645\u0632\u06cc\u062f \u062a\u0635\u062f\u06cc\u0642 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0627\u0648\u0633\u0637 EPS 0 \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u06c1\u06d2\u060c \u06cc\u06c1\u0627\u06ba \u062a\u06a9 \u06a9\u06c1 \u0639\u0627\u0645 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06cc \u062d\u062f\u06cc\u06ba \u0628\u06be\u06cc \u0628\u0691\u06d2 \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u06a9\u0627 \u0646\u062a\u06cc\u062c\u06c1 \u06c1\u0648 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06c1\u0645\u06cc\u0634\u06c1 \u0628\u06c1\u062a \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0628\u06be\u06cc \u06a9\u0628\u06be\u06cc \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0688\u06cc\u0646\u0648\u0645\u06cc\u0646\u06cc\u0679\u0631 \u0628\u06c1\u062a \u0686\u06be\u0648\u0679\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0644\u06c1\u0630\u0627 \u0645\u06cc\u06ba \u0646\u06d2 \u0627\u0635\u0644 EPS \u06a9\u0648 \u067e\u06be\u06cc\u0644\u0627\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u067e\u0644\u0627\u0679 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0635\u0627\u0641 \u0633\u062a\u06be\u0631\u0627 \u0648\u0631\u0698\u0646 \u0628\u0646\u0627\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">shape_df['eps_spread_clean'] = shape_df['eps_spread']\n\nshape_df.loc[shape_df['epsAvg'].abs() < 1, 'eps_spread_clean'] = np.nan\nshape_df.loc[shape_df['eps_spread_clean'] > 3, 'eps_spread_clean'] = np.nan\n<\/code><\/pre>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06c1\u0645 \u0646\u06d2 \u0633\u0628 \u0633\u06d2 \u0648\u0633\u06cc\u0639 \u0627\u0648\u0631 \u062a\u0646\u06af \u062a\u0631\u06cc\u0646 \u062d\u062f\u0648\u062f \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u06cc\u06d4<\/p>\n<pre><code class=\"language-python\">shape_df.sort_values('revenue_spread', ascending=False)[\n    [\n        'symbol',\n        'revenueLow',\n        'revenueAvg',\n        'revenueHigh',\n        'revenue_spread',\n        'numAnalystsRevenue'\n    ]\n].head(10)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870301_345_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0645\u0646\u0627\u0641\u0639 \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 (\u0645\u0635\u0646\u0641 \u06a9\u06cc \u062a\u0635\u0648\u06cc\u0631)\" style=\"display:block;margin:0 auto\" width=\"1372\" height=\"662\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u067e\u06c1\u0644\u06cc \u0639\u0644\u0627\u0645\u062a \u062a\u06be\u06cc \u06a9\u06c1 \u062e\u06cc\u0627\u0644 \u0645\u0641\u06cc\u062f \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06c1\u0645 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u0648\u0631\u06cc\u062c \u06a9\u06d2 \u0628\u0627\u0648\u062c\u0648\u062f \u06a9\u0686\u06be \u0646\u0627\u0645\u0648\u06ba \u06a9\u06cc \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0648\u0633\u06cc\u0639 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u062a\u06be\u06d2\u06d4 TSLA \u06a9\u06d2 \u067e\u0627\u0633 \u0627\u067e\u0646\u06cc \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u06d2 \u067e\u06cc\u0686\u06be\u06d2 35 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u062a\u06be\u06d2\u060c NVDA \u06a9\u06d2 \u067e\u0627\u0633 39 \u0627\u0648\u0631 INTC \u06a9\u06d2 \u067e\u0627\u0633 31 \u062a\u06be\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u062d\u062f \u0627\u0628 \u0628\u06be\u06cc \u0646\u0633\u0628\u062a\u0627\u064b \u0648\u0633\u06cc\u0639 \u062a\u06be\u06cc\u06d4<\/p>\n<p>\u067e\u06be\u0631 \u06c1\u0645 \u0646\u06d2 \u0635\u0627\u0641 \u0634\u062f\u06c1 EPS \u067e\u06be\u06cc\u0644\u0627\u0624 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">shape_df.sort_values('eps_spread_clean', ascending=False)[\n    [\n        'symbol',\n        'epsLow',\n        'epsAvg',\n        'epsHigh',\n        'eps_spread_clean',\n        'numAnalystsEps'\n    ]\n].head(10)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_681_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0627\u06cc \u067e\u06cc \u0627\u06cc\u0633 \u0627\u0633\u067e\u0631\u06cc\u0688 (\u0645\u0635\u0646\u0641 \u06a9\u06cc \u062a\u0635\u0648\u06cc\u0631)\" style=\"display:block;margin:0 auto\" width=\"1242\" height=\"731\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u0645\u0632\u06cc\u062f \u062f\u0644\u0686\u0633\u067e \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0631\u06cc\u0648\u0646\u06cc\u0648 \u0627\u0648\u0631 \u0627\u06cc \u067e\u06cc \u0627\u06cc\u0633 \u0627\u0633\u06cc \u0637\u0631\u062d \u06a9\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u062a\u06be\u06d2\u06d4 TSLA \u06a9\u06cc \u062f\u0648\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0648\u0633\u06cc\u0639 \u0631\u06cc\u0646\u062c \u062a\u06be\u06cc\u06d4 SQ \u06a9\u06d2 \u067e\u0627\u0633 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 EPS \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u062a\u06be\u06d2 \u0628\u0627\u0648\u062c\u0648\u062f \u0627\u0633 \u06a9\u06d2 \u06a9\u06c1 \u0627\u0633 \u06a9\u06cc \u06a9\u0645\u0627\u0626\u06cc \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624 \u0628\u06c1\u062a \u06a9\u0645 \u062a\u06be\u0627\u06d4 \u06cc\u06c1 \u06a9\u0686\u06be \u0645\u0641\u06cc\u062f \u062a\u062c\u0648\u06cc\u0632 \u06a9\u0631\u0646\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u0645\u0639\u0627\u06c1\u062f\u06d2 \u0645\u06cc\u06ba \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u06a9\u0633\u06cc \u0627\u0648\u0631 \u062d\u0635\u06d2 \u0645\u06cc\u06ba \u06c1\u0648 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-first-view-analyst-coverage-does-not-guarantee-agreement\">\u067e\u06c1\u0644\u0627 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631: \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u0648\u0631\u06cc\u062c \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u06cc \u0636\u0645\u0627\u0646\u062a \u0646\u06c1\u06cc\u06ba \u062f\u06cc\u062a\u0627\u06d4<\/h2>\n<p>\u067e\u06c1\u0644\u06cc \u0686\u06cc\u0632 \u062c\u0648 \u0645\u06cc\u06ba \u062c\u0627\u0646\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u062a\u06be\u0627 \u0648\u06c1 \u06cc\u06c1 \u062a\u06be\u0627 \u06a9\u06c1 \u06a9\u06cc\u0627 \u06af\u06c1\u0631\u06cc \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u0648\u0631\u06cc\u062c \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0642\u0631\u06cc\u0628\u06cc \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u06cc \u0637\u0631\u0641 \u0644\u06d2 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u062a\u0648 \u0645\u06cc\u06ba \u0646\u06d2 \u062f\u0648 \u0633\u0627\u062f\u06c1 \u062c\u06c1\u062a\u0648\u06ba \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627:<\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06c1\u0645 \u0646\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u062d\u062f \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0688\u06cc\u0679\u0627 \u06a9\u0648 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06cc\u0627\u06d4 \u06cc\u06c1 \u0633\u0631\u06a9\u0627\u0631\u06cc \u0645\u0627\u0688\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0645\u062e\u062a\u0644\u0641 \u0642\u0633\u0645 \u06a9\u06d2 \u0627\u062a\u0641\u0627\u0642 \u0631\u0627\u0626\u06d2 \u06a9\u0648 \u0627\u0644\u06af \u06a9\u0631\u0646\u06d2 \u06a9\u0627 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u062a\u06cc\u0632 \u0637\u0631\u06cc\u0642\u06c1 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">analyst_threshold = shape_df['numAnalystsRevenue'].median()\nspread_threshold = shape_df['revenue_spread'].median()\n\nanalyst_threshold, spread_threshold\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_61_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"analyst_threshold, spread_threshold\" style=\"display:block;margin:0 auto\" width=\"672\" height=\"89\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u067e\u06be\u0631 \u0645\u06cc\u06ba \u0646\u06d2 \u06a9\u0648\u0631\u06cc\u062c \u0628\u0646\u0627\u0626\u06cc \u0627\u0648\u0631 \u0628\u0627\u0644\u0679\u06cc\u0627\u06ba \u067e\u06be\u06cc\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">shape_df['coverage_bucket'] = np.where(\n    shape_df['numAnalystsRevenue'] >= analyst_threshold,\n    'high coverage',\n    'low coverage'\n)\n\nshape_df['spread_bucket'] = np.where(\n    shape_df['revenue_spread'] <= spread_threshold,\n    'low spread',\n    'high spread'\n)\n<\/code><\/pre>\n<p>\u0648\u06c1\u0627\u06ba \u0633\u06d2\u060c \u06c1\u0631 \u06a9\u0645\u067e\u0646\u06cc \u0686\u0627\u0631 \u0622\u0633\u0627\u0646 \u0632\u0645\u0631\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u06cc\u06a9 \u0645\u06cc\u06ba \u0622\u062a\u06cc \u06c1\u06d2:<\/p>\n<pre><code class=\"language-python\">conditions = [\n    (shape_df['coverage_bucket'] == 'high coverage') & (shape_df['spread_bucket'] == 'low spread'),\n    (shape_df['coverage_bucket'] == 'high coverage') & (shape_df['spread_bucket'] == 'high spread'),\n    (shape_df['coverage_bucket'] == 'low coverage') & (shape_df['spread_bucket'] == 'low spread'),\n    (shape_df['coverage_bucket'] == 'low coverage') & (shape_df['spread_bucket'] == 'high spread')\n]\n\nlabels = [\n    'tight consensus',\n    'watched but uncertain',\n    'thin but stable',\n    'weak consensus'\n]\n\nshape_df['revenue_consensus_shape'] = np.select(conditions, labels)\n<\/code><\/pre>\n<p>\u062a\u0642\u0633\u06cc\u0645 \u062a\u0648\u0642\u0639 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062a\u0648\u0627\u0632\u0646 \u0646\u06a9\u0644\u06cc\u06d4<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_412_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0632\u0645\u0631\u06c1 \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645\" style=\"display:block;margin:0 auto\" width=\"682\" height=\"328\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u06a9\u0627\u0631\u0622\u0645\u062f \u062a\u06be\u0627 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0644\u06cc\u0628\u0644 \u0627\u06cc\u06a9 \u0648\u0627\u0636\u062d \u0628\u0627\u0644\u0679\u06cc \u0645\u06cc\u06ba \u0646\u06c1\u06cc\u06ba \u0679\u0648\u0679\u06d2 \u062a\u06be\u06d2\u06d4 \u06a9\u0627\u0626\u0646\u0627\u062a \u0645\u06cc\u06ba \u0627\u0635\u0644 \u0645\u06cc\u06ba \u0627\u062a\u0641\u0627\u0642 \u06a9\u06cc \u0645\u062e\u062a\u0644\u0641 \u0634\u06a9\u0644\u06cc\u06ba \u062a\u06be\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u06d2 \u0628\u0639\u062f \u06c1\u0645 \u0646\u06d2 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u0648\u0631\u06cc\u062c \u06a9\u0627 \u0645\u0646\u0635\u0648\u0628\u06c1 \u0628\u0646\u0627\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">plt.figure(figsize=(12, 7))\n\nfor label in shape_df['revenue_consensus_shape'].unique():\n    temp = shape_df[shape_df['revenue_consensus_shape'] == label]\n\n    plt.scatter(\n        temp['numAnalystsRevenue'],\n        temp['revenue_spread'],\n        s=80,\n        label=label,\n        alpha=0.8\n    )\n\nplt.axvline(analyst_threshold, linestyle=\"--\", linewidth=1)\nplt.axhline(spread_threshold, linestyle=\"--\", linewidth=1)\n\nfor i, row in shape_df.iterrows():\n    if row['revenue_spread'] > spread_threshold or row['numAnalystsRevenue'] > analyst_threshold:\n        plt.text(\n            row['numAnalystsRevenue'] + 0.3,\n            row['revenue_spread'],\n            row['symbol'],\n            fontsize=9\n        )\n\nplt.title('Analyst Coverage vs Revenue Estimate Spread')\nplt.xlabel('Number of Analysts Covering Revenue')\nplt.ylabel('Revenue Estimate Spread')\n\nplt.legend()\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_325_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u06cc \u062d\u062f \u0627\u0648\u0631 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u067e\u06be\u06cc\u0644\u062a\u0627 \u06c1\u06d2\u06d4\" style=\"display:block;margin:0 auto\" width=\"1234\" height=\"730\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0686\u0627\u0631\u0679 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u06cc\u06ba \u062a\u0648 \u0627\u06cc\u06a9 \u0628\u0627\u062a \u0648\u0627\u0636\u062d \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631\u0648\u06ba \u06a9\u06cc \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u0631\u06cc\u0646\u062c \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u0645\u06cc\u0634\u06c1 \u0642\u0631\u06cc\u0628\u06cc \u0645\u0639\u0627\u06c1\u062f\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627\u06d4<\/p>\n<p>MSFT\u060c AAPL\u060c MA\u060c WMT\u060c \u0627\u0648\u0631 META \u0633\u062e\u062a \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u06d2 \u0639\u0644\u0627\u0642\u0648\u06ba \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u06c1\u06cc\u06ba\u06d4 \u0627\u0646 \u06a9\u06d2 \u067e\u0627\u0633 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u0648\u0631\u06cc\u062c \u0627\u0648\u0631 \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0645 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\u0642\u0631\u06cc\u0628 \u0633\u06d2 \u062f\u06cc\u06a9\u06be \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc\u0648\u06ba \u06a9\u0627 \u062f\u0627\u0626\u0631\u06c1 \u0627\u0628 \u0628\u06be\u06cc \u0648\u0633\u06cc\u0639 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0645\u0632\u0648\u0631 \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u06d2 \u0639\u0644\u0627\u0642\u06d2 \u0628\u06be\u06cc \u0645\u0641\u06cc\u062f \u062a\u06be\u06d2\u06d4 CVX\u060c XOM\u060c \u0627\u0648\u0631 COIN \u06a9\u06cc \u06a9\u0648\u0631\u06cc\u062c \u06a9\u0645 \u062a\u06be\u06cc \u0627\u0648\u0631 \u0628\u0691\u06d2 \u06a9\u06cc\u067e \u0627\u0633\u0679\u0627\u06a9\u0633 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0648\u0627\u067e\u0633\u06cc \u06a9\u06cc \u0648\u0633\u06cc\u0639 \u0631\u06cc\u0646\u062c \u062a\u06be\u06cc\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0644\u0641 \u0642\u0633\u0645 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0635\u0631\u0641 \u0627\u062e\u062a\u0644\u0627\u0641 \u0631\u0627\u0626\u06d2 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0627\u062e\u062a\u0644\u0627\u0641 \u06c1\u06d2 \u06a9\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u0646\u06af\u0627\u0631\u0648\u06ba \u0645\u06cc\u06ba \u06a9\u0645 \u06af\u06c1\u0631\u0627\u0626\u06cc \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u067e\u06c1\u0644\u0627 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u0645\u062f\u062f\u06af\u0627\u0631 \u062a\u06be\u0627\u060c \u0644\u06cc\u06a9\u0646 \u06c1\u0645 \u0646\u06d2 \u067e\u06be\u0631 \u0628\u06be\u06cc \u0635\u0631\u0641 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0627\u06d4 \u0627\u06af\u0644\u0627 \u0633\u0648\u0627\u0644 \u0632\u06cc\u0627\u062f\u06c1 \u062f\u0644\u0686\u0633\u067e \u062a\u06be\u0627\u06d4 \u06a9\u06cc\u0627 \u0622\u0645\u062f\u0646\u06cc\u060c EPS\u060c \u06cc\u0627 \u062f\u0648\u0646\u0648\u06ba \u0645\u06cc\u06ba \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06c1\u06d2\u061f<\/p>\n<pre><code class=\"language-python\">plot_df = shape_df.dropna(subset=['revenue_spread', 'eps_spread_clean']).copy()\n\nplt.figure(figsize=(12, 7))\n\nplt.scatter(\n    plot_df['revenue_spread'],\n    plot_df['eps_spread_clean'],\n    s=plot_df['numAnalystsRevenue'] * 3,\n    alpha=0.75\n)\n\nfor i, row in plot_df.iterrows():\n    plt.text(\n        row['revenue_spread'] + 0.002,\n        row['eps_spread_clean'],\n        row['symbol'],\n        fontsize=9\n    )\n\nplt.title('Revenue Estimate Spread vs EPS Estimate Spread')\nplt.xlabel('Revenue Estimate Spread')\nplt.ylabel('EPS Estimate Spread')\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_376_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0631\u06cc\u0648\u0646\u06cc\u0648 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u067e\u06be\u06cc\u0644\u0627\u0624 \u0627\u0648\u0631 EPS \u062a\u062e\u0645\u06cc\u0646\u06c1 \u067e\u06be\u06cc\u0644\u0627\u0624\" style=\"display:block;margin:0 auto\" width=\"1336\" height=\"807\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0641\u06cc\u062f \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u062a\u06be\u0627.<\/p>\n<p>\u0686\u0627\u0631\u0679 \u0646\u06d2 \u0638\u0627\u06c1\u0631 \u06a9\u06cc\u0627 \u06a9\u06c1 \u0627\u062a\u0641\u0627\u0642 \u0631\u0627\u0626\u06d2 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u062a\u0645\u0627\u0645 \u06a9\u0645\u067e\u0646\u06cc\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u06c1\u06cc \u062c\u06af\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u06a9\u0686\u06be \u0646\u0627\u0645\u0648\u06ba \u0645\u06cc\u06ba \u0631\u06cc\u0648\u0646\u06cc\u0648 \u0627\u0648\u0631 EPS \u062f\u0648\u0646\u0648\u06ba \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0645\u0644 \u06a9\u0631 \u06a9\u0644\u0633\u0679\u0631 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u0686\u06be \u062f\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0648\u0633\u06cc\u0639 \u0631\u06cc\u0646\u062c \u062a\u06be\u06d2\u06d4 \u0627\u0648\u0631 \u06a9\u0686\u06be \u06a9\u0648 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0645\u062e\u0635\u0648\u0635 \u0642\u0633\u0645 \u06a9\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u062a\u06be\u0627\u06d4<\/p>\n<p>SQ \u0633\u0628 \u0633\u06d2 \u0648\u0627\u0636\u062d \u0645\u062b\u0627\u0644 \u062a\u06be\u06cc\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u0627\u0633\u067e\u0631\u06cc\u0688 \u06a9\u0645 \u062a\u06be\u0627\u060c \u0644\u06cc\u06a9\u0646 EPS \u0627\u0633\u067e\u0631\u06cc\u0688 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u06be\u0627\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u0631\u06cc\u0648\u0646\u06cc\u0648 \u0633\u0627\u0626\u06cc\u0688 \u06a9\u06d2 \u0645\u0642\u0627\u0628\u0644\u06d2 \u0645\u06cc\u06ba \u0631\u06cc\u0648\u0646\u06cc\u0648 \u0633\u0627\u0626\u06cc\u0688 \u06a9\u06d2 \u0628\u06c1\u062a \u0642\u0631\u06cc\u0628 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>TSLA \u0646\u06d2 \u0645\u062e\u0627\u0644\u0641 \u0627\u0646\u062a\u06c1\u0627 \u06a9\u0627 \u0645\u0638\u0627\u06c1\u0631\u06c1 \u06a9\u06cc\u0627\u06d4 \u0686\u0648\u0646\u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u0627\u0648\u0631 EPS \u062f\u0648\u0646\u0648\u06ba \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u0648\u0633\u06cc\u0639 \u062a\u06be\u06d2\u060c \u0627\u0648\u0633\u0637 \u0627\u0646\u062f\u0627\u0632\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0645\u062e\u062a\u0644\u0641 \u062d\u0635\u0648\u06ba \u0645\u06cc\u06ba \u062a\u0636\u0627\u062f\u0627\u062a \u06a9\u0648 \u0686\u06be\u067e\u0627 \u0631\u06c1\u06d2 \u062a\u06be\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u0648\u0642\u062a \u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u062e\u0631\u0627\u0628\u06cc \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u0627 \u062a\u06be\u0627\u06d4 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u067e\u06be\u0631\u060c \u06cc\u06c1 \u0627\u06cc\u06a9 \u0631\u0633\u0645\u06cc \u0631\u0633\u06a9 \u0645\u0627\u0688\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba \u0646\u06d2 \u0635\u0631\u0641 \u0634\u06a9\u0644\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0648\u0627\u0636\u062d \u0637\u0648\u0631 \u067e\u0631 \u0641\u0631\u0642 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u062d\u062f \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">revenue_spread_threshold = plot_df['revenue_spread'].median()\neps_spread_threshold = plot_df['eps_spread_clean'].median()\n\nplot_df['revenue_uncertainty'] = np.where(\n    plot_df['revenue_spread'] <= revenue_spread_threshold,\n    'low revenue uncertainty',\n    'high revenue uncertainty'\n)\n\nplot_df['eps_uncertainty'] = np.where(\n    plot_df['eps_spread_clean'] <= eps_spread_threshold,\n    'low EPS uncertainty',\n    'high EPS uncertainty'\n)\n<\/code><\/pre>\n<p>\u067e\u06be\u0631 \u06c1\u0645 \u0646\u06d2 \u062f\u0648 \u0628\u0627\u0644\u0679\u06cc\u0648\u06ba \u06a9\u0648 \u0686\u0627\u0631 \u0645\u062e\u062a\u0644\u0641 \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u0634\u06a9\u0644\u0648\u06ba \u0645\u06cc\u06ba \u062c\u0648\u0691 \u062f\u06cc\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">conditions = [\n    (plot_df['revenue_uncertainty'] == 'low revenue uncertainty') & (plot_df['eps_uncertainty'] == 'low EPS uncertainty'),\n    (plot_df['revenue_uncertainty'] == 'low revenue uncertainty') & (plot_df['eps_uncertainty'] == 'high EPS uncertainty'),\n    (plot_df['revenue_uncertainty'] == 'high revenue uncertainty') & (plot_df['eps_uncertainty'] == 'low EPS uncertainty'),\n    (plot_df['revenue_uncertainty'] == 'high revenue uncertainty') & (plot_df['eps_uncertainty'] == 'high EPS uncertainty')\n]\n\nlabels = [\n    'stable forecast shape',\n    'profitability uncertainty',\n    'top-line uncertainty',\n    'broad forecast uncertainty'\n]\n\nplot_df['forecast_shape'] = np.select(conditions, labels)\n<\/code><\/pre>\n<p>\u062a\u0642\u0633\u06cc\u0645 \u062d\u0633\u0628 \u0630\u06cc\u0644 \u062a\u06be\u06cc:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_971_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0628\u0627\u0644\u0679\u06cc \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u06cc \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc\" style=\"display:block;margin:0 auto\" width=\"712\" height=\"276\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u062a\u0642\u0633\u06cc\u0645 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0641\u06cc\u062f \u062a\u06be\u06cc \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u0627\u0633 \u0646\u06d2 \u0638\u0627\u06c1\u0631 \u06a9\u06cc\u0627 \u06a9\u06c1 \u062a\u0636\u0627\u062f\u0627\u062a \u06a9\u06c1\u0627\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0645\u0633\u062a\u062d\u06a9\u0645 \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u0634\u06a9\u0644 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u0627\u0648\u0631 EPS \u062f\u0648\u0646\u0648\u06ba \u06a9\u06cc \u062d\u062f\u0648\u062f \u0646\u0633\u0628\u062a\u0627\u064b \u062a\u0646\u06af \u06c1\u06cc\u06ba\u06d4 \u0645\u0646\u0627\u0641\u0639 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u0633\u062e\u062a \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 EPS \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u0648\u0633\u06cc\u0639 \u06c1\u06cc\u06ba\u06d4 \u0627\u06c1\u0645 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u062d\u062f \u0648\u0633\u06cc\u0639 \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 EPS \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0645 \u06c1\u06d2\u06d4 \u0648\u0633\u06cc\u0639 \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u062f\u0648\u0646\u0648\u06ba \u0627\u0637\u0631\u0627\u0641 \u0648\u0633\u06cc\u0639 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u067e\u06be\u0631 \u0645\u06cc\u06ba \u0646\u06d2 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u0644\u06cc\u0628\u0644\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0648\u06c1\u06cc \u0686\u0627\u0631\u0679 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u06cc\u0627\u0631 \u06a9\u06cc\u0627:<\/p>\n<pre><code class=\"language-python\">plt.figure(figsize=(12, 7))\n\nfor label in plot_df['forecast_shape'].unique():\n    temp = plot_df[plot_df['forecast_shape'] == label]\n\n    plt.scatter(\n        temp['revenue_spread'],\n        temp['eps_spread_clean'],\n        s=temp['numAnalystsRevenue'] * 3,\n        label=label,\n        alpha=0.75\n    )\n\nplt.axvline(revenue_spread_threshold, linestyle=\"--\", linewidth=1)\nplt.axhline(eps_spread_threshold, linestyle=\"--\", linewidth=1)\n\nfor i, row in plot_df.iterrows():\n    if (\n        row['revenue_spread'] > revenue_spread_threshold or\n        row['eps_spread_clean'] > eps_spread_threshold\n    ):\n        plt.text(\n            row['revenue_spread'] + 0.002,\n            row['eps_spread_clean'],\n            row['symbol'],\n            fontsize=9\n        )\n\nplt.title('Revenue Uncertainty vs EPS Uncertainty')\nplt.xlabel('Revenue Estimate Spread')\nplt.ylabel('EPS Estimate Spread')\n\nplt.legend()\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_179_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0631\u06cc\u0648\u0646\u06cc\u0648 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u0627\u0648\u0631 EPS \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644\" style=\"display:block;margin:0 auto\" width=\"1228\" height=\"746\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627 \u0645\u0631\u06a9\u0632\u06cc \u0686\u0627\u0631\u0679 \u0628\u0646 \u06af\u06cc\u0627\u06d4<\/p>\n<p>\u0627\u0648\u0633\u0637 \u0627\u0646\u062f\u0627\u0632\u06d2 \u062a\u0648\u0642\u0639\u0627\u062a \u06a9\u06d2 \u0645\u0631\u06a9\u0632 \u06a9\u0648 \u0686\u06be\u067e\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0686\u0627\u0631\u0679 \u0627\u0646 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u06cc \u0633\u0627\u062e\u062a \u06a9\u0648 \u0638\u0627\u06c1\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06d2 \u06a9\u0627\u0645 \u06a9\u06d2 \u0628\u06c1\u0627\u0624 \u0645\u06cc\u06ba \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0633\u062e\u062a \u0627\u0648\u0631 \u0648\u0633\u06cc\u0639 \u0627\u062a\u0641\u0627\u0642 \u0631\u0627\u0626\u06d2 \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u0633\u0627 \u0633\u0644\u0648\u06a9 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u0626\u06d2 \u062c\u06cc\u0633\u06d2 \u0627\u0646 \u06a9\u06d2 \u067e\u0627\u0633 \u0627\u06cc\u06a9 \u06c1\u06cc \u0633\u0637\u062d \u06a9\u0627 \u0645\u0639\u0627\u06c1\u062f\u06c1 \u06c1\u0648\u06d4<\/p>\n<h2 id=\"heading-a-few-names-made-the-pattern-obvious\">\u0686\u0646\u062f \u0646\u0627\u0645 \u062c\u0648 \u0646\u0645\u0648\u0646\u06c1 \u06a9\u0648 \u0648\u0627\u0636\u062d \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/h2>\n<p>\u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u0642\u0633\u0645 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06a9\u0645\u067e\u0646\u06cc\u0648\u06ba \u06a9\u0648 \u06af\u0631\u0648\u067e \u06a9\u0631\u0646\u0627 \u067e\u06cc\u0679\u0631\u0646 \u06a9\u0648 \u067e\u0691\u06be\u0646\u0627 \u0622\u0633\u0627\u0646 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">plot_df[\n    [\n        'symbol',\n        'revenue_spread',\n        'eps_spread_clean',\n        'numAnalystsRevenue',\n        'numAnalystsEps',\n        'forecast_shape'\n    ]\n].sort_values(['forecast_shape', 'eps_spread_clean'], ascending=[True, False])\n<\/code><\/pre>\n<p>\u062c\u0628\u06a9\u06c1 \u0645\u06a9\u0645\u0644 \u062c\u062f\u0648\u0644 \u0645\u0641\u06cc\u062f \u062a\u06be\u0627\u060c \u0645\u0636\u0645\u0648\u0646 \u06a9\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u06c1\u0645 \u062d\u0635\u06d2 \u06c1\u0631 \u0628\u0627\u0644\u0679\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062b\u0627\u0644\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">broad_uncertainty = final_view[\n    final_view['forecast_shape'] == 'broad forecast uncertainty'\n].sort_values('eps_spread_pct', ascending=False)\n\nbroad_uncertainty.head(10)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_470_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0648\u0633\u06cc\u0639 \u067e\u06cc\u0645\u0627\u0646\u06d2 \u067e\u0631 \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644\" style=\"display:block;margin:0 auto\" width=\"1500\" height=\"466\" loading=\"lazy\" title=\"\"><\/p>\n<p>TSLA \u0627\u06cc\u06a9 \u0648\u0627\u0636\u062d \u0622\u0624\u0679 \u0644\u06cc\u0631 \u062a\u06be\u0627\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u067e\u06be\u06cc\u0644\u0627\u0624 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 21.8% \u062a\u06be\u0627 \u0627\u0648\u0631 EPS \u0627\u0633\u067e\u0631\u06cc\u0688 104% \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u062a\u06be\u0627\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0648\u0633\u06cc\u0639 \u062f\u0627\u0626\u0631\u06c1 \u06a9\u0627\u0631 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u06a9 \u0644\u0627\u0626\u0646 \u0622\u0626\u0679\u0645 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0645\u0631\u06a9\u0648\u0632 \u06c1\u06d2\u06d4 \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 \u0627\u0648\u0631 \u0646\u06cc\u0686\u06d2 \u062f\u0648\u0646\u0648\u06ba \u0644\u0627\u0626\u0646\u0648\u06ba \u067e\u0631 \u0631\u0627\u0626\u06d2 \u06a9\u06d2 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u06c1\u06cc\u06ba.<\/p>\n<p>CVX \u0627\u0648\u0631 XOM \u0628\u06be\u06cc \u062f\u0644\u0686\u0633\u067e \u062a\u06be\u06d2\u060c \u0644\u06cc\u06a9\u0646 \u0645\u062e\u062a\u0644\u0641 \u0648\u062c\u0648\u06c1\u0627\u062a \u06a9\u06cc \u0628\u0646\u0627 \u067e\u0631\u06d4 \u0627\u0646 \u06a9\u06cc \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u06c1\u062a \u0648\u0633\u06cc\u0639 \u062a\u06be\u06cc\u060c \u0627\u0648\u0631 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u06cc \u06a9\u0648\u0631\u06cc\u062c \u06c1\u0645\u0627\u0631\u06d2 \u0646\u0645\u0648\u0646\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0633\u06d2 \u0679\u06cc\u06a9\u0646\u0627\u0644\u0648\u062c\u06cc \u06a9\u06d2 \u0646\u0627\u0645\u0648\u06ba \u0633\u06d2 \u06a9\u0645 \u062a\u06be\u06cc\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0633 \u06a9\u0627 \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0644\u0641 \u0646\u0627\u0645 \u0627\u0648\u0631 \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u06cc \u0634\u06a9\u0644 \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 TSLA\u060c \u062c\u0633 \u06a9\u06cc \u06a9\u0648\u0631\u06cc\u062c \u06af\u06c1\u0631\u06cc \u06c1\u06d2 \u0644\u06cc\u06a9\u0646 \u067e\u06be\u0631 \u0628\u06be\u06cc \u0627\u0633 \u0645\u06cc\u06ba \u062a\u0636\u0627\u062f\u0627\u062a \u0628\u0627\u0642\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0645 \u0646\u06d2 \u067e\u06be\u0631 \u0645\u0646\u0627\u0641\u0639 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0627\u0644\u0679\u06cc \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0627\u06d4<\/p>\n<pre><code class=\"language-python\">profitability_uncertainty = final_view[\n    final_view['forecast_shape'] == 'profitability uncertainty'\n].sort_values('eps_spread_pct', ascending=False)\n\nprofitability_uncertainty\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_793_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0645\u0646\u0627\u0641\u0639 \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644\" style=\"display:block;margin:0 auto\" width=\"1500\" height=\"264\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u062a\u0635\u0648\u0631\u0627\u062a\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0645\u0641\u06cc\u062f \u0628\u0627\u0644\u0679\u06cc \u062a\u06be\u06cc\u06d4<\/p>\n<p>SQ \u06a9\u06cc \u0622\u0645\u062f\u0646\u06cc \u0635\u0631\u0641 1.1% \u062a\u06be\u06cc\u060c \u0644\u06cc\u06a9\u0646 EPS \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 73.8% \u062a\u06be\u0627\u06d4 \u06cc\u06c1 TSLA \u0633\u06d2 \u0628\u06c1\u062a \u0645\u062e\u062a\u0644\u0641 \u0646\u0638\u0631 \u0622\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1\u0627\u06ba\u060c \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0645\u0639\u0627\u0645\u0644\u06d2 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u06d2 \u0628\u06c1\u062a \u0642\u0631\u06cc\u0628 \u06c1\u06cc\u06ba \u0644\u06cc\u06a9\u0646 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0645\u0639\u0627\u0645\u0644\u06d2 \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f\u06d4<\/p>\n<p>\u06cc\u06c1 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06c1\u0645 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0635\u0631\u0641 \u0627\u0648\u0633\u0637 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u0627\u0648\u0631 \u0627\u0648\u0633\u0637 EPS \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0641\u0631\u0642 \u063a\u0627\u0626\u0628 \u06c1\u0648\u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0648 \u0645\u0627\u0688\u0644 \u0646\u06c1\u06cc\u06ba \u062c\u0627\u0646\u062a\u0627 \u06c1\u06d2 \u0648\u06c1 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062c\u0628 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u0646\u0633\u0628\u062a\u0627\u064b \u0633\u062e\u062a \u06c1\u06cc\u06ba\u060c EPS \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0636\u0627\u062f \u06c1\u06d2\u06d4<\/p>\n<p>SNOW \u0627\u0648\u0631 PLTR \u0646\u06d2 \u0627\u06cc\u06a9 \u062c\u06cc\u0633\u06d2 \u062f\u06a9\u06be\u0627\u0626\u06d2\u060c \u0627\u06af\u0631 \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc \u0646\u06c1\u06cc\u06ba \u062a\u0648\u060c \u067e\u06cc\u0679\u0631\u0646\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u062a\u0648\u0642\u0639\u0627\u062a \u0646\u0633\u0628\u062a\u0627\u064b \u0645\u0644\u062a\u06cc \u062c\u0644\u062a\u06cc \u062a\u06be\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 EPS \u06a9\u06cc \u062a\u0648\u0642\u0639\u0627\u062a \u06a9\u06cc \u062d\u062f \u0648\u0633\u06cc\u0639 \u062a\u06be\u06cc\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u062e\u0627\u0644\u0635 \u0622\u0645\u062f\u0646\u06cc \u0645\u06cc\u06ba \u0627\u0636\u0627\u0641\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0645\u0646\u0627\u0641\u0639\u060c \u0645\u0627\u0631\u062c\u0646 \u06cc\u0627 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0645\u0633\u062a\u062d\u06a9\u0645 \u0628\u0627\u0644\u0679\u06cc \u06a9\u0646\u0679\u0631\u0627\u0633\u0679 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">stable_shape = final_view[\n    final_view['forecast_shape'] == 'stable forecast shape'\n].sort_values(['revenue_spread_pct', 'eps_spread_pct'])\n\nstable_shape.head(10)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_949_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u0645\u0633\u062a\u062d\u06a9\u0645 \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc\" style=\"display:block;margin:0 auto\" width=\"1855\" height=\"584\" loading=\"lazy\" title=\"\"><\/p>\n<p>MSFT \u06cc\u06c1\u0627\u06ba \u06a9\u06cc \u0633\u0628 \u0633\u06d2 \u0635\u0627\u0641 \u0645\u062b\u0627\u0644 \u06c1\u06d2\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 0.4% \u062a\u06be\u0627 \u0627\u0648\u0631 EPS \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 3.0% \u062a\u06be\u0627\u06d4 \u0627\u06cc\u0645 \u0627\u06d2\u060c \u0628\u06cc \u0627\u06d2 \u0633\u06cc\u060c \u0627\u06d2 \u0628\u06cc \u0628\u06cc \u0648\u06cc \u0627\u0648\u0631 \u0679\u06cc \u062c\u06cc \u0679\u06cc \u0628\u06be\u06cc \u0645\u0633\u062a\u062d\u06a9\u0645 \u0639\u0644\u0627\u0642\u06d2 \u0645\u06cc\u06ba \u0631\u06c1\u06d2\u060c \u0622\u0645\u062f\u0646\u06cc \u0627\u0648\u0631 \u0627\u06cc \u067e\u06cc \u0627\u06cc\u0633 \u062f\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0646\u0633\u0628\u062a\u0627\u064b \u062a\u0646\u06af \u0631\u06cc\u0646\u062c\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06a9\u06c1 \u06cc\u06c1 \u0645\u0641\u0631\u0648\u0636\u06d2 \u062f\u0631\u0633\u062a \u06c1\u0648\u06ba \u06af\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u0635\u0631\u0641 \u06cc\u06c1 \u06c1\u06d2 \u06a9\u06c1 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u0622\u06af\u06d2 \u062c\u0627\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0646\u0645\u0628\u0631\u0648\u06ba \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0632\u06cc\u0627\u062f\u06c1 \u0642\u0631\u06cc\u0628 \u0633\u06d2 \u06a9\u0644\u0633\u0679\u0631 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0622\u062e\u0631 \u0645\u06cc\u06ba\u060c \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0627\u0644\u0679\u06cc \u0686\u06be\u0648\u0679\u0627 \u062a\u06be\u0627.<\/p>\n<pre><code class=\"language-python\">topline_uncertainty = final_view[\n    final_view['forecast_shape'] == 'top-line uncertainty'\n].sort_values('revenue_spread_pct', ascending=False)\n\ntopline_uncertainty\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_638_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u06c1\u06d2\u06d4\" style=\"display:block;margin:0 auto\" width=\"1834\" height=\"324\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u06af\u0631\u0648\u067e \u0686\u06be\u0648\u0679\u0627 \u062a\u06be\u0627\u060c \u0644\u06cc\u06a9\u0646 \u0627\u0646\u06c1\u0648\u06ba \u0646\u06d2 \u067e\u06cc\u0646\u0679\u0646\u06af \u0645\u06a9\u0645\u0644 \u06a9\u06cc\u06d4 \u06cc\u06c1 \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u0627 \u0645\u0639\u0627\u0645\u0644\u06c1 \u062a\u06be\u0627 \u062c\u06c1\u0627\u06ba \u0622\u0645\u062f\u0646\u06cc \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 EPS \u06a9\u06cc \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0646\u0645\u0627\u06cc\u0627\u06ba \u062a\u06be\u06cc\u06d4<\/p>\n<p>\u0648\u0633\u06cc\u0639 \u062a\u0631 \u0645\u0639\u0646\u06cc \u0633\u0627\u062f\u06c1 \u06c1\u06d2\u06d4 \u0627\u062c\u0645\u0627\u0639 \u06a9\u06cc \u0627\u06cc\u06a9 \u0634\u06a9\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06cc\u06d4 \u0627\u0648\u0633\u0637 \u0627\u0633\u06d2 \u0686\u06be\u067e\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u0648\u0633\u0637 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u06cc \u062d\u062f \u0633\u06d2 \u067e\u062a\u06c1 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06cc\u0627 \u0622\u0645\u062f\u0646\u06cc\u060c EPS\u060c \u06cc\u0627 \u062f\u0648\u0646\u0648\u06ba \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0627\u062e\u062a\u0644\u0627\u0641 \u06c1\u06d2.<\/p>\n<h2 id=\"heading-what-this-changes-in-a-forecasting-workflow\">\u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u0628\u062f\u0644 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/h2>\n<p>\u0639\u0645\u0644\u06cc \u0633\u0628\u0642 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0627\u06cc\u06a9 \u0646\u0626\u06d2\u060c \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0646\u0638\u0627\u0645 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0627\u0633 \u0633\u06d2 \u0622\u0633\u0627\u0646 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u06a9\u0627 \u0645\u0627\u0688\u0644 \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u06a9\u0648 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06c1\u06cc \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0627\u0633\u06d2 \u0634\u0627\u06cc\u062f \u0627\u0646 \u062a\u062e\u0645\u06cc\u0646\u0648\u06ba \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u06cc \u062d\u062f \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0628\u06be\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06af\u06cc\u06d4<\/p>\n<p>\u0627\u0633\u06d2 \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">symbol | estimated_revenue | estimated_eps\n<\/code><\/pre>\n<p>\u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0631\u06a9\u06be\u0646\u0627 \u0686\u0627\u06c1\u0648\u06ba \u06af\u0627:<\/p>\n<pre><code class=\"language-plaintext\">symbol | estimated_revenue | estimated_eps | revenue_spread | eps_spread | analyst_count | forecast_shape\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u067e\u06cc\u0634\u06cc\u0646 \u06af\u0648\u0626\u06cc \u0627\u0646 \u067e\u0679 \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0622\u067e \u06a9\u0627 \u0645\u0627\u0688\u0644 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u0648 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u062d\u062a\u0645\u06cc \u062c\u062f\u0648\u0644 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u06cc \u0645\u062f\u062a\u060c \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624\u060c EPS \u067e\u06be\u06cc\u0644\u0627\u0624\u060c \u062a\u062c\u0632\u06cc\u06c1 \u06a9\u0627\u0631 \u06a9\u0648\u0631\u06cc\u062c\u060c \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0627\u062a\u0641\u0627\u0642 \u06a9\u06cc \u0634\u06a9\u0644\u060c \u0627\u0648\u0631 \u0645\u062c\u0645\u0648\u0639\u06cc \u0637\u0648\u0631 \u067e\u0631 \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u06cc \u0634\u06a9\u0644 \u0634\u0627\u0645\u0644 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">final_df = plot_df[\n    [\n        'symbol',\n        'date',\n        'revenueAvg',\n        'revenueLow',\n        'revenueHigh',\n        'revenue_spread',\n        'epsAvg',\n        'epsLow',\n        'epsHigh',\n        'eps_spread_clean',\n        'numAnalystsRevenue',\n        'numAnalystsEps',\n        'revenue_consensus_shape',\n        'forecast_shape'\n    ]\n].copy()\n\nfinal_df = final_df.rename(\n    columns={\n        'date': 'estimate_period',\n        'revenueAvg': 'revenue_avg',\n        'revenueLow': 'revenue_low',\n        'revenueHigh': 'revenue_high',\n        'epsAvg': 'eps_avg',\n        'epsLow': 'eps_low',\n        'epsHigh': 'eps_high',\n        'eps_spread_clean': 'eps_spread',\n        'numAnalystsRevenue': 'revenue_analysts',\n        'numAnalystsEps': 'eps_analysts'\n    }\n)\n\nfinal_df['revenue_spread_pct'] = final_df['revenue_spread'] * 100\nfinal_df['eps_spread_pct'] = final_df['eps_spread'] * 100\n\nfinal_view = final_df[\n    [\n        'symbol',\n        'estimate_period',\n        'revenue_spread_pct',\n        'eps_spread_pct',\n        'revenue_analysts',\n        'eps_analysts',\n        'revenue_consensus_shape',\n        'forecast_shape'\n    ]\n].copy()\n\nfinal_view = final_view.sort_values('eps_spread_pct', ascending=False)\n\nfinal_view.head(15)\n<\/code><\/pre>\n<p>\u0622\u0624\u0679 \u067e\u0679 \u06c1\u06d2:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/umang.pk\/wp-content\/uploads\/2026\/06\/1781870302_321_Python-\u06a9\u0627-\u0627\u0633\u062a\u0639\u0645\u0627\u0644-\u06a9\u0631\u062a\u06d2-\u06c1\u0648\u0626\u06d2-\u062a\u062c\u0632\u06cc\u06c1-\u06a9\u0627\u0631-\u062a\u062e\u0645\u06cc\u0646\u06c1-\u06a9\u06cc-\u062d\u062f\u0648\u062f.png\" alt=\"\u062d\u062a\u0645\u06cc \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631\" style=\"display:block;margin:0 auto\" width=\"1711\" height=\"760\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u06cc\u06c1 \u062c\u062f\u0648\u0644 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0637\u0648\u0631 \u067e\u0631 \u06cc\u06c1 \u0645\u0639\u0644\u0648\u0645 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0641\u06cc\u062f \u06c1\u06d2 \u06a9\u06c1 \u0627\u0648\u0633\u0637 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u0633\u0628 \u0633\u06d2 \u0628\u0691\u06cc \u062a\u0636\u0627\u062f\u0627\u062a \u06a9\u0648 \u06a9\u06c1\u0627\u06ba \u0686\u06be\u067e\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>TSLA \u063a\u06cc\u0631 \u06cc\u0642\u06cc\u0646\u06cc \u0635\u0648\u0631\u062a\u062d\u0627\u0644 \u06a9\u06cc \u0633\u0628 \u0633\u06d2 \u0648\u0627\u0636\u062d \u0627\u0648\u0631 \u0648\u0633\u06cc\u0639 \u062a\u0631\u06cc\u0646 \u0645\u062b\u0627\u0644 \u06c1\u06d2\u06d4 \u0686\u0648\u0646\u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u0627\u0648\u0631 EPS \u062f\u0648\u0646\u0648\u06ba \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u0648\u0633\u06cc\u0639 \u06c1\u06cc\u06ba\u060c \u0635\u0631\u0641 \u0627\u0648\u0633\u0637 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0646\u062a\u06cc\u062c\u06d2 \u0645\u06cc\u06ba \u067e\u06cc\u0634\u0646 \u06af\u0648\u0626\u06cc \u06a9\u0627 \u0688\u06be\u0627\u0646\u0686\u06c1 \u0628\u06c1\u062a \u0641\u0644\u06cc\u0679 \u06c1\u0648\u06af\u0627\u06d4<\/p>\n<p>SQ \u0645\u062e\u062a\u0644\u0641 \u06c1\u06d2\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u0627 \u067e\u06be\u06cc\u0644\u0627\u0624 \u0635\u0631\u0641 1.1% \u06c1\u06d2\u060c \u0644\u06cc\u06a9\u0646 EPS \u067e\u06be\u06cc\u0644\u0627\u0624 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 73.8% \u06c1\u06d2\u06d4 \u0627\u0633 \u06a9\u0627 \u0645\u0637\u0644\u0628 \u06c1\u06d2 \u06a9\u06c1 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u06a9\u0645 \u0627\u062e\u062a\u0644\u0627\u0641 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0646\u0627\u0641\u0639 \u06cc\u0627 \u0645\u062d\u0635\u0648\u0644 \u06a9\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0627\u062e\u062a\u0644\u0627\u0641 \u06c1\u06d2\u06d4<\/p>\n<p>SNOW \u0627\u0648\u0631 PLTR \u0627\u06cc\u06a9 \u062c\u06cc\u0633\u06d2 \u062f\u06a9\u06be\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u06af\u0631\u0686\u06c1 \u06a9\u0645 \u0627\u0646\u062a\u06c1\u0627\u0626\u06cc\u060c \u067e\u06cc\u0679\u0631\u0646\u06d4 \u0622\u0645\u062f\u0646\u06cc \u06a9\u06d2 \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u0646\u0633\u0628\u062a\u0627\u064b \u062a\u0646\u06af \u06c1\u06cc\u06ba\u060c \u062c\u0628\u06a9\u06c1 EPS \u0627\u0633\u067e\u0631\u06cc\u0688\u0632 \u0628\u06c1\u062a \u0632\u06cc\u0627\u062f\u06c1 \u0648\u0633\u06cc\u0639 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u06a9\u0633\u06cc \u0628\u06be\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0641\u06cc\u062f \u0627\u0645\u062a\u06cc\u0627\u0632 \u06c1\u06d2 \u062c\u0648 \u062a\u062e\u0645\u06cc\u0646\u06d2 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0627\u0646 \u067e\u0679 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0628\u0627\u062a \u06cc\u06c1 \u0637\u06d2 \u06a9\u0631\u0646\u06d2 \u06a9\u06cc \u0646\u06c1\u06cc\u06ba \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u0627 \u062a\u062e\u0645\u06cc\u0646\u06c1 \u062f\u0631\u0633\u062a \u06c1\u06d2\u06d4 \u0646\u0642\u0637\u06c1 \u06cc\u06c1 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2 \u06a9\u06c1 \u062a\u0645\u0627\u0645 \u0645\u062a\u0641\u0642\u06c1 \u0627\u0648\u0633\u0637 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u0633\u0627 \u0633\u0644\u0648\u06a9 \u06a9\u06cc\u0627 \u062c\u0627\u0626\u06d2 \u062c\u06cc\u0633\u06d2 \u0648\u06c1 \u0627\u06cc\u06a9 \u06c1\u06cc \u0633\u0637\u062d \u06a9\u06d2 \u0645\u0639\u0627\u06c1\u062f\u06d2 \u06a9\u0648 \u0628\u06cc\u0627\u0646 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0648\u0633\u0637 \u0633\u06cc\u0646\u0679\u0631\u0627\u0626\u0688 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u067e\u06be\u06cc\u0644\u0627\u0624 \u0633\u06d2 \u067e\u062a\u06c1 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0633 \u0645\u0631\u06a9\u0632 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u06a9\u062a\u0646\u0627 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