diff --git a/Jupyter/financials.ipynb b/Jupyter/financials.ipynb index 0647de8..e9f68e5 100644 --- a/Jupyter/financials.ipynb +++ b/Jupyter/financials.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -34,7 +34,7 @@ " dtype=object)" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -92,7 +92,87 @@ " Operating Expenses\n", " Operating Income\n", " Interest Expense\n", + " Earnings before Tax\n", + " Income Tax Expense\n", + " Net Income - Non-Controlling int\n", + " Net Income - Discontinued ops\n", + " Net Income\n", + " Preferred Dividends\n", + " Net Income Com\n", + " EPS\n", + " EPS Diluted\n", + " Weighted Average Shs Out\n", + " Weighted Average Shs Out (Dil)\n", + " Dividend per Share\n", + " Gross Margin\n", + " EBITDA Margin\n", + " EBIT Margin\n", + " Profit Margin\n", + " Free Cash Flow margin\n", + " EBITDA\n", + " EBIT\n", + " Consolidated Income\n", + " Earnings Before Tax Margin\n", + " Net Profit Margin\n", + " Cash and cash equivalents\n", + " Short-term investments\n", + " Cash and short-term investments\n", + " Receivables\n", + " Inventories\n", + " Total current assets\n", + " Property, Plant & Equipment Net\n", + " Goodwill and Intangible Assets\n", + " Long-term investments\n", + " Tax assets\n", + " Total non-current assets\n", + " Total assets\n", + " Payables\n", + " Short-term debt\n", + " Total current liabilities\n", + " Long-term debt\n", + " Total debt\n", + " Deferred revenue\n", " ...\n", + " Tangible Asset Value\n", + " Net Current Asset Value\n", + " Invested Capital\n", + " Average Receivables\n", + " Average Payables\n", + " Average Inventory\n", + " Days Sales Outstanding\n", + " Days Payables Outstanding\n", + " Days of Inventory on Hand\n", + " Receivables Turnover\n", + " Payables Turnover\n", + " Inventory Turnover\n", + " ROE\n", + " Capex per Share\n", + " Gross Profit Growth\n", + " EBIT Growth\n", + " Operating Income Growth\n", + " Net Income Growth\n", + " EPS Growth\n", + " EPS Diluted Growth\n", + " Weighted Average Shares Growth\n", + " Weighted Average Shares Diluted Growth\n", + " Dividends per Share Growth\n", + " Operating Cash Flow growth\n", + " Free Cash Flow growth\n", + " 10Y Revenue Growth (per Share)\n", + " 5Y Revenue Growth (per Share)\n", + " 3Y Revenue Growth (per Share)\n", + " 10Y Operating CF Growth (per Share)\n", + " 5Y Operating CF Growth (per Share)\n", + " 3Y Operating CF Growth (per Share)\n", + " 10Y Net Income Growth (per Share)\n", + " 5Y Net Income Growth (per Share)\n", + " 3Y Net Income Growth (per Share)\n", + " 10Y Shareholders Equity Growth (per Share)\n", + " 5Y Shareholders Equity Growth (per Share)\n", + " 3Y Shareholders Equity Growth (per Share)\n", + " 10Y Dividend per Share Growth (per Share)\n", + " 5Y Dividend per Share Growth (per Share)\n", + " 3Y Dividend per Share Growth (per Share)\n", " Receivables growth\n", " Inventory Growth\n", " Asset Growth\n", @@ -118,7 +198,87 @@ " 7.549800e+10\n", " 1.900900e+10\n", " 3.542000e+09\n", + " 1.511100e+10\n", + " 3.380000e+09\n", + " 131000000.0\n", + " 0.0\n", + " 1.173100e+10\n", + " 0.0\n", + " 1.173100e+10\n", + " 2.56\n", + " 2.53\n", + " 4.549505e+09\n", + " 4.549505e+09\n", + " 0.917\n", + " 1.0000\n", + " 0.310\n", + " 0.1974\n", + " 0.124\n", + " 0.1268\n", + " 2.932900e+10\n", + " 1.865300e+10\n", + " 1.186200e+10\n", + " 0.1599\n", + " 0.1241\n", + " 3.814000e+09\n", + " 0.000000e+00\n", + " 3.814000e+09\n", + " 1.110400e+10\n", + " 0.000000e+00\n", + " 2.184800e+10\n", + " 4.443700e+10\n", + " 1.676230e+11\n", + " 7.883000e+09\n", + " 0.000000e+00\n", + " 2.298360e+11\n", + " 2.516840e+11\n", + " 8.494000e+09\n", + " 4.398000e+09\n", + " 2.760300e+10\n", + " 1.073450e+11\n", + " 1.117430e+11\n", + " 2.182000e+09\n", " ...\n", + " 8.406100e+10\n", + " -1.573340e+11\n", + " 1.643870e+11\n", + " 9.969000e+09\n", + " 7.701000e+09\n", + " 0.000000e+00\n", + " 42.8853\n", + " 32.8051\n", + " 0.0000\n", + " 9.4801\n", + " 3.6159\n", + " 0.0000\n", + " 0.1638\n", + " -2.7062\n", + " 0.1115\n", + " 0.0220\n", + " 0.0550\n", + " -0.4840\n", + " -0.4700\n", + " -0.4674\n", + " -0.0266\n", + " -0.0305\n", + " 0.9387\n", + " 0.1428\n", + " 0.2462\n", + " 0.1327\n", + " 0.1094\n", + " 0.1107\n", + " 0.1164\n", + " 0.1456\n", + " 0.1044\n", + " 0.1928\n", + " 0.1463\n", + " 0.1579\n", + " 0.0841\n", + " 0.1019\n", + " 0.1396\n", + " 0.2558\n", + " 0.1865\n", + " 0.2348\n", " 0.2570\n", " 0.0000\n", " 0.3426\n", @@ -142,7 +302,87 @@ " 1.735138e+09\n", " 1.726948e+09\n", " 3.500730e+08\n", + " 1.420574e+09\n", + " 2.446810e+08\n", + " 0.0\n", + " 0.0\n", + " 1.175893e+09\n", + " 0.0\n", + " 1.175893e+09\n", + " 0.26\n", + " 0.26\n", + " 4.441649e+09\n", + " 4.461827e+09\n", + " 0.045\n", + " 0.5999\n", + " 0.359\n", + " 0.3068\n", + " 0.204\n", + " 0.2642\n", + " 2.071367e+09\n", + " 1.770647e+09\n", + " 1.175893e+09\n", + " 0.2462\n", + " 0.2038\n", + " 5.400000e+07\n", + " 0.000000e+00\n", + " 5.400000e+07\n", + " 2.330000e+08\n", + " 2.200000e+07\n", + " 4.780000e+08\n", + " 1.513000e+09\n", + " 4.791000e+09\n", + " 0.000000e+00\n", + " 2.930000e+08\n", + " 7.695000e+09\n", + " 8.173000e+09\n", + " 7.360000e+08\n", + " 3.000000e+06\n", + " 2.803000e+09\n", + " 6.885000e+09\n", + " 6.888000e+09\n", + " 2.081000e+09\n", " ...\n", + " 3.382000e+09\n", + " -9.512000e+09\n", + " 7.413000e+09\n", + " 2.373635e+08\n", + " 7.651705e+08\n", + " 2.109950e+07\n", + " 14.7374\n", + " 46.5525\n", + " -3.4783\n", + " 24.3116\n", + " 1.9550\n", + " 273.4990\n", + " -0.6472\n", + " -0.0797\n", + " 0.0418\n", + " 0.0998\n", + " 0.0525\n", + " 0.8149\n", + " 0.8571\n", + " 0.8571\n", + " -0.0379\n", + " -0.0345\n", + " 0.0976\n", + " 0.0134\n", + " -0.0274\n", + " 0.0536\n", + " 0.1622\n", + " 0.1501\n", + " 0.0000\n", + " 0.1893\n", + " 0.2212\n", + " 0.0000\n", + " 0.3417\n", + " 0.4060\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", " -0.0361\n", " 0.0892\n", " -0.0188\n", @@ -166,7 +406,87 @@ " 3.471000e+09\n", " 7.390000e+08\n", " 1.346000e+09\n", + " 1.820000e+08\n", + " -1.210000e+08\n", + " 1000000.0\n", + " 0.0\n", + " 3.030000e+08\n", + " 0.0\n", + " 3.030000e+08\n", + " 0.44\n", + " 0.41\n", + " 6.697330e+08\n", + " 6.860000e+08\n", + " 0.000\n", + " 0.5017\n", + " 0.319\n", + " 0.1821\n", + " 0.036\n", + " 0.0263\n", + " 2.673000e+09\n", + " 1.528000e+09\n", + " 3.040000e+08\n", + " 0.0217\n", + " 0.0361\n", + " 1.657000e+09\n", + " 0.000000e+00\n", + " 1.657000e+09\n", + " 4.630000e+08\n", + " 4.100000e+07\n", + " 2.265000e+09\n", + " 1.604500e+10\n", + " 7.021000e+09\n", + " 0.000000e+00\n", + " 1.000000e+07\n", + " 2.351000e+10\n", + " 2.577500e+10\n", + " 3.990000e+08\n", + " 1.840000e+08\n", + " 2.000000e+09\n", + " 1.885800e+10\n", + " 1.904200e+10\n", + " 0.000000e+00\n", " ...\n", + " 1.875400e+10\n", + " -2.017200e+10\n", + " 3.413900e+10\n", + " 4.840000e+08\n", + " 3.585000e+08\n", + " 4.000000e+07\n", + " 20.1400\n", + " 17.3561\n", + " -3.5793\n", + " 17.3368\n", + " 5.8996\n", + " 209.7750\n", + " 0.0932\n", + " -0.8236\n", + " 0.6484\n", + " 1.9610\n", + " 1.4956\n", + " 1.8234\n", + " 1.3333\n", + " 1.3106\n", + " 1.4588\n", + " 2.0143\n", + " 0.0000\n", + " 1.3384\n", + " 1.0757\n", + " -0.2117\n", + " -0.2811\n", + " -0.2329\n", + " -0.1697\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " -0.7799\n", + " NaN\n", + " 0.0000\n", + " -0.1138\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", " -0.0832\n", " 0.0513\n", " 0.0133\n", @@ -190,7 +510,87 @@ " 1.140300e+10\n", " 3.203000e+09\n", " 1.228000e+09\n", + " 4.327000e+09\n", + " 6.500000e+08\n", + " 18000000.0\n", + " 0.0\n", + " 3.677000e+09\n", + " 0.0\n", + " 3.677000e+09\n", + " 0.93\n", + " 0.92\n", + " 3.977903e+09\n", + " 3.977903e+09\n", + " 0.600\n", + " 0.0911\n", + " 0.086\n", + " 0.0346\n", + " 0.023\n", + " 0.0451\n", + " 1.386300e+10\n", + " 5.555000e+09\n", + " 3.695000e+09\n", + " 0.0270\n", + " 0.0229\n", + " 1.671800e+10\n", + " 1.723300e+10\n", + " 3.395100e+10\n", + " 1.210920e+11\n", + " 1.122000e+10\n", + " 1.146490e+11\n", + " 3.617800e+10\n", + " 0.000000e+00\n", + " 3.182800e+10\n", + " 1.041200e+10\n", + " 1.418910e+11\n", + " 2.565400e+11\n", + " 2.152000e+10\n", + " 5.349300e+10\n", + " 9.556900e+10\n", + " 1.007200e+11\n", + " 1.542130e+11\n", + " 0.000000e+00\n", " ...\n", + " 2.565400e+11\n", + " -1.058250e+11\n", + " 2.984660e+11\n", + " 1.200415e+11\n", + " 2.240100e+10\n", + " 1.119800e+10\n", + " 275.6588\n", + " 48.9890\n", + " -28.1016\n", + " 1.3357\n", + " 1.8657\n", + " 14.3184\n", + " 0.1023\n", + " -1.9571\n", + " -0.1098\n", + " -0.4042\n", + " -0.3438\n", + " -0.5244\n", + " -0.5206\n", + " -0.5233\n", + " 0.0014\n", + " 0.0000\n", + " -0.0769\n", + " -0.1699\n", + " -0.3449\n", + " -0.0439\n", + " 0.0159\n", + " 0.0227\n", + " 0.0000\n", + " 0.0736\n", + " -0.0261\n", + " 0.0000\n", + " -0.2114\n", + " -0.2076\n", + " 0.0000\n", + " 0.0641\n", + " 0.0777\n", + " 0.0000\n", + " 0.0845\n", + " 0.0000\n", " 0.0177\n", " 0.0039\n", " -0.0076\n", @@ -214,7 +614,87 @@ " 1.151100e+10\n", " 4.445000e+09\n", " 5.400000e+07\n", + " 4.325000e+09\n", + " 2.392000e+09\n", + " 0.0\n", + " 0.0\n", + " 1.933000e+09\n", + " 0.0\n", + " 1.933000e+09\n", + " 1.19\n", + " 1.17\n", + " 1.611759e+09\n", + " 1.623800e+09\n", + " 0.760\n", + " 0.4384\n", + " 0.141\n", + " 0.1203\n", + " 0.053\n", + " 0.1080\n", + " 5.126000e+09\n", + " 4.379000e+09\n", + " 1.933000e+09\n", + " 0.1188\n", + " 0.0531\n", + " 4.249000e+09\n", + " 9.960000e+08\n", + " 5.245000e+09\n", + " 3.498000e+09\n", + " 5.261000e+09\n", + " 1.513400e+10\n", + " 4.454000e+09\n", + " 4.390000e+08\n", + " 0.000000e+00\n", + " 2.509000e+09\n", + " 7.402000e+09\n", + " 2.253600e+10\n", + " 2.279000e+09\n", + " 3.420000e+08\n", + " 6.040000e+09\n", + " 3.468000e+09\n", + " 3.810000e+09\n", + " 0.000000e+00\n", " ...\n", + " 2.209700e+10\n", + " 2.410000e+09\n", + " 1.561800e+10\n", + " 3.587500e+09\n", + " 2.163500e+09\n", + " 5.158000e+09\n", + " 35.0790\n", + " 22.8545\n", + " -93.9418\n", + " 10.1455\n", + " 4.5246\n", + " 7.0564\n", + " 0.1970\n", + " -0.6312\n", + " 0.0421\n", + " -0.1145\n", + " -0.0640\n", + " -0.5441\n", + " -0.5352\n", + " -0.5339\n", + " -0.0205\n", + " -0.0194\n", + " 0.1176\n", + " 0.2884\n", + " 0.4270\n", + " 0.0902\n", + " 0.0962\n", + " 0.0799\n", + " 0.1200\n", + " 0.1246\n", + " 0.0389\n", + " 0.0222\n", + " -0.0296\n", + " -0.1448\n", + " 0.0429\n", + " -0.0051\n", + " -0.0649\n", + " 0.1383\n", + " 0.1342\n", + " 0.1207\n", " -0.0487\n", " 0.0408\n", " -0.0311\n", @@ -249,6 +729,86 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", " 4353\n", @@ -262,7 +822,87 @@ " 2.400940e+08\n", " 7.364000e+07\n", " 7.666700e+07\n", + " 2.243000e+06\n", + " -1.387580e+08\n", + " 1163000.0\n", + " 0.0\n", + " 1.410010e+08\n", + " 0.0\n", + " 1.410010e+08\n", + " 3.09\n", + " 2.94\n", + " 4.700066e+07\n", + " 4.564770e+07\n", + " 0.000\n", + " 0.7145\n", + " 0.255\n", + " 0.1797\n", + " 0.321\n", + " 0.1043\n", + " 1.120990e+08\n", + " 7.891000e+07\n", + " 1.421640e+08\n", + " 0.0051\n", + " 0.3211\n", + " 1.589000e+07\n", + " 0.000000e+00\n", + " 1.589000e+07\n", + " 1.103540e+08\n", + " 0.000000e+00\n", + " 1.731990e+08\n", + " 2.608800e+07\n", + " 1.027014e+09\n", + " 0.000000e+00\n", + " 0.000000e+00\n", + " 1.064210e+09\n", + " 1.237409e+09\n", + " 4.458200e+07\n", + " 3.870600e+07\n", + " 1.112780e+08\n", + " 8.737570e+08\n", + " 9.124630e+08\n", + " 0.000000e+00\n", " ...\n", + " 2.103950e+08\n", + " -8.788370e+08\n", + " 9.956900e+08\n", + " 1.109750e+08\n", + " 4.623950e+07\n", + " 0.000000e+00\n", + " 91.7317\n", + " 37.0588\n", + " 0.0000\n", + " 3.9567\n", + " 2.4555\n", + " 0.0000\n", + " 0.8051\n", + " -0.0970\n", + " 0.0133\n", + " 0.1580\n", + " 0.3968\n", + " 0.2602\n", + " 0.3038\n", + " 0.3067\n", + " -0.0323\n", + " -0.0329\n", + " 0.0000\n", + " 0.7744\n", + " 1.8875\n", + " 0.1119\n", + " 0.0073\n", + " 0.0082\n", + " 0.2230\n", + " 0.0753\n", + " 0.0818\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0287\n", + " 0.1895\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", " -0.0111\n", " 0.0000\n", " -0.0603\n", @@ -286,7 +926,87 @@ " NaN\n", " 1.205960e+08\n", " NaN\n", + " 3.406000e+06\n", + " 1.387580e+08\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 1.410010e+08\n", + " 3.09\n", + " 2.94\n", + " 4.600000e+07\n", + " NaN\n", + " NaN\n", + " 0.6389\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 0.0078\n", + " NaN\n", + " 1.600000e+07\n", + " NaN\n", + " 1.600000e+07\n", + " 1.100000e+08\n", + " 0.000000e+00\n", + " 1.730000e+08\n", + " 2.600000e+07\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 1.237000e+09\n", + " 7.000000e+06\n", + " NaN\n", + " 1.110000e+08\n", + " 8.920000e+08\n", + " NaN\n", + " NaN\n", " ...\n", + " NaN\n", + " -8.750000e+08\n", + " NaN\n", + " 1.110000e+08\n", + " 7.500000e+06\n", + " 0.000000e+00\n", + " 91.4374\n", + " 5.8187\n", + " 0.0000\n", + " 3.9558\n", + " 15.1388\n", + " 0.0000\n", + " NaN\n", + " NaN\n", + " 0.0179\n", + " NaN\n", + " 0.0563\n", + " 24.4494\n", + " 24.7692\n", + " 25.5000\n", + " NaN\n", + " -0.0329\n", + " NaN\n", + " 0.7744\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " -0.0179\n", " 0.0000\n", " -0.0607\n", @@ -310,7 +1030,87 @@ " 1.401060e+08\n", " -1.831700e+07\n", " 5.540000e+06\n", + " 5.802500e+07\n", + " -5.720000e+05\n", + " 0.0\n", + " 0.0\n", + " 5.859700e+07\n", + " 0.0\n", + " 5.859700e+07\n", + " 7.70\n", + " 7.70\n", + " 1.161584e+07\n", + " 7.605822e+06\n", + " 0.000\n", + " 0.4468\n", + " 0.270\n", + " 0.2332\n", + " 0.215\n", + " -0.1605\n", + " 7.366300e+07\n", + " 6.356500e+07\n", + " 5.859700e+07\n", + " 0.2129\n", + " 0.2150\n", + " 5.372000e+06\n", + " 0.000000e+00\n", + " 5.372000e+06\n", + " 2.076000e+07\n", + " 4.892100e+07\n", + " 8.157400e+07\n", + " 3.160800e+07\n", + " 1.185340e+08\n", + " 0.000000e+00\n", + " 3.790000e+05\n", + " 1.529600e+08\n", + " 2.345340e+08\n", + " 2.255600e+07\n", + " 8.000000e+06\n", + " 4.517700e+07\n", + " 4.068200e+07\n", + " 4.868200e+07\n", + " 0.000000e+00\n", " ...\n", + " 1.160000e+08\n", + " -7.819100e+07\n", + " 1.141330e+08\n", + " 1.554800e+07\n", + " 2.978900e+07\n", + " 4.372500e+07\n", + " 27.7986\n", + " 30.2035\n", + " -118.4151\n", + " 17.5316\n", + " 2.5059\n", + " 6.2340\n", + " 0.7837\n", + " -0.4443\n", + " -0.0084\n", + " 1.9779\n", + " 0.7168\n", + " 1.3602\n", + " 1.2197\n", + " 1.2197\n", + " 0.6385\n", + " 0.6390\n", + " 0.0000\n", + " -0.3587\n", + " 0.0057\n", + " NaN\n", + " -0.1713\n", + " -0.2714\n", + " NaN\n", + " 0.0000\n", + " 0.0000\n", + " NaN\n", + " 0.0000\n", + " -0.0747\n", + " NaN\n", + " 0.0000\n", + " -0.2054\n", + " NaN\n", + " 0.0000\n", + " 0.0000\n", " 1.0085\n", " 0.2697\n", " -0.0207\n", @@ -334,7 +1134,87 @@ " 2.603830e+07\n", " 4.180240e+07\n", " 2.480700e+06\n", + " 3.928310e+07\n", + " 9.157600e+06\n", + " 0.0\n", + " 0.0\n", + " 3.012550e+07\n", + " 0.0\n", + " 3.012550e+07\n", + " 7.77\n", + " 7.26\n", + " 3.901202e+06\n", + " 3.874757e+06\n", + " 0.560\n", + " 0.9356\n", + " 0.580\n", + " 0.5760\n", + " 0.415\n", + " 0.1536\n", + " 4.207790e+07\n", + " 4.176380e+07\n", + " 3.012550e+07\n", + " 0.5418\n", + " 0.4155\n", + " 2.576000e+06\n", + " 1.854750e+07\n", + " 2.112350e+07\n", + " 1.553100e+06\n", + " 1.076000e+05\n", + " 2.425130e+07\n", + " 8.662000e+05\n", + " 6.075000e+05\n", + " 2.045550e+07\n", + " 5.655000e+05\n", + " 2.241180e+07\n", + " 4.666310e+07\n", + " 1.351800e+06\n", + " 3.236100e+06\n", + " 1.248330e+07\n", + " 2.560490e+07\n", + " 2.884100e+07\n", + " 1.017730e+07\n", " ...\n", + " 4.605560e+07\n", + " -2.722030e+07\n", + " 5.983730e+07\n", + " 1.674550e+06\n", + " 1.712400e+06\n", + " 1.023500e+05\n", + " 7.8179\n", + " 6.8046\n", + " -8.4091\n", + " 43.3018\n", + " 9.9695\n", + " 708.4621\n", + " -6.2651\n", + " -6.1419\n", + " 0.0591\n", + " 0.0762\n", + " 0.0770\n", + " 0.2256\n", + " 0.2822\n", + " 0.2827\n", + " -0.0447\n", + " -0.0438\n", + " 0.3023\n", + " 0.3860\n", + " 42.5468\n", + " 0.1127\n", + " 0.1122\n", + " 0.0631\n", + " 0.1864\n", + " 0.1612\n", + " 0.2166\n", + " 0.4371\n", + " 0.1667\n", + " 0.1672\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.0000\n", + " 0.2413\n", + " 0.2753\n", " -0.1352\n", " 0.1081\n", " -0.0446\n", @@ -358,7 +1238,87 @@ " 2.883400e+07\n", " 3.930000e+06\n", " 1.011000e+06\n", + " 2.919000e+06\n", + " 1.831000e+06\n", + " 0.0\n", + " 0.0\n", + " 1.088000e+06\n", + " 0.0\n", + " 1.088000e+06\n", + " 0.06\n", + " 0.06\n", + " 1.828454e+07\n", + " 1.828079e+07\n", + " 0.000\n", + " 0.9238\n", + " 0.161\n", + " 0.1108\n", + " 0.031\n", + " 0.1443\n", + " 5.710000e+06\n", + " 3.930000e+06\n", + " 1.088000e+06\n", + " 0.0823\n", + " 0.0307\n", + " 8.837000e+06\n", + " 0.000000e+00\n", + " 8.837000e+06\n", + " 1.101000e+07\n", + " 1.988000e+06\n", + " 2.387500e+07\n", + " 3.202000e+06\n", + " 1.089890e+08\n", + " 1.482000e+06\n", + " 0.000000e+00\n", + " 1.141840e+08\n", + " 1.380590e+08\n", + " 5.140000e+06\n", + " 8.275000e+06\n", + " 1.611600e+07\n", + " 1.130000e+07\n", + " 1.957500e+07\n", + " 0.000000e+00\n", " ...\n", + " 2.907000e+07\n", + " -1.430200e+07\n", + " 2.369200e+07\n", + " 9.769000e+06\n", + " 3.200000e+06\n", + " 9.940000e+05\n", + " 113.3099\n", + " 52.8986\n", + " -268.5492\n", + " 3.6305\n", + " 3.3081\n", + " 35.6801\n", + " 0.0109\n", + " -0.0807\n", + " 0.0334\n", + " 1.4262\n", + " 1.4262\n", + " 1.1075\n", + " 1.1091\n", + " 1.1091\n", + " -0.0120\n", + " -0.0119\n", + " 0.0000\n", + " 0.4097\n", + " 0.1450\n", + " NaN\n", + " 0.0626\n", + " 0.0417\n", + " NaN\n", + " 0.0683\n", + " 0.2092\n", + " NaN\n", + " -0.1861\n", + " -0.2800\n", + " NaN\n", + " 0.0726\n", + " -0.0411\n", + " NaN\n", + " 0.0000\n", + " 0.0000\n", " 0.2910\n", " 0.0000\n", " 0.0225\n", @@ -402,62 +1362,478 @@ "4375 0.0 2.603830e+07 2.603830e+07 4.180240e+07 \n", "4385 0.0 2.446700e+07 2.883400e+07 3.930000e+06 \n", "\n", - " Interest Expense ... Receivables growth Inventory Growth \\\n", - "0 3.542000e+09 ... 0.2570 0.0000 \n", - "8 3.500730e+08 ... -0.0361 0.0892 \n", - "11 1.346000e+09 ... -0.0832 0.0513 \n", - "12 1.228000e+09 ... 0.0177 0.0039 \n", - "25 5.400000e+07 ... -0.0487 0.0408 \n", - "... ... ... ... ... \n", - "4353 7.666700e+07 ... -0.0111 0.0000 \n", - "4354 NaN ... -0.0179 0.0000 \n", - "4362 5.540000e+06 ... 1.0085 0.2697 \n", - "4375 2.480700e+06 ... -0.1352 0.1081 \n", - "4385 1.011000e+06 ... 0.2910 0.0000 \n", - "\n", - " Asset Growth Book Value per Share Growth Debt Growth \\\n", - "0 0.3426 0.0722 0.7309 \n", - "8 -0.0188 -0.2371 0.0210 \n", - "11 0.0133 -0.5902 0.0419 \n", - "12 -0.0076 0.0085 -0.0005 \n", - "25 -0.0311 -0.1925 0.0021 \n", - "... ... ... ... \n", - "4353 -0.0603 3.2445 -0.0600 \n", - "4354 -0.0607 NaN NaN \n", - "4362 -0.0207 4.2636 0.0080 \n", - "4375 -0.0446 0.8591 -0.5726 \n", - "4385 0.0225 0.0348 -0.2154 \n", - "\n", - " R&D Expense Growth SG&A Expenses Growth Sector \\\n", - "0 0.000 0.1308 Consumer Cyclical \n", - "8 0.096 0.0314 Consumer Cyclical \n", - "11 0.000 0.5784 Consumer Cyclical \n", - "12 0.000 -0.0108 Consumer Cyclical \n", - "25 0.000 0.0897 Consumer Cyclical \n", - "... ... ... ... \n", - "4353 0.000 -0.0418 Consumer Cyclical \n", - "4354 NaN -0.0092 Consumer Cyclical \n", - "4362 0.000 0.0422 Consumer Cyclical \n", - "4375 0.000 0.0316 Consumer Cyclical \n", - "4385 0.000 0.0276 Consumer Cyclical \n", - "\n", - " 2019 PRICE VAR [%] Class \n", - "0 32.794573 1 \n", - "8 22.161943 1 \n", - "11 96.531795 1 \n", - "12 25.537204 1 \n", - "25 38.243248 1 \n", - "... ... ... \n", - "4353 -3.809520 0 \n", - "4354 4.395600 1 \n", - "4362 69.539661 1 \n", - "4375 26.169646 1 \n", - "4385 27.118650 1 \n", + " Interest Expense Earnings before Tax Income Tax Expense \\\n", + "0 3.542000e+09 1.511100e+10 3.380000e+09 \n", + "8 3.500730e+08 1.420574e+09 2.446810e+08 \n", + "11 1.346000e+09 1.820000e+08 -1.210000e+08 \n", + "12 1.228000e+09 4.327000e+09 6.500000e+08 \n", + "25 5.400000e+07 4.325000e+09 2.392000e+09 \n", + "... ... ... ... \n", + "4353 7.666700e+07 2.243000e+06 -1.387580e+08 \n", + "4354 NaN 3.406000e+06 1.387580e+08 \n", + "4362 5.540000e+06 5.802500e+07 -5.720000e+05 \n", + "4375 2.480700e+06 3.928310e+07 9.157600e+06 \n", + "4385 1.011000e+06 2.919000e+06 1.831000e+06 \n", "\n", - "[506 rows x 225 columns]" - ] + " Net Income - Non-Controlling int Net Income - Discontinued ops \\\n", + "0 131000000.0 0.0 \n", + "8 0.0 0.0 \n", + "11 1000000.0 0.0 \n", + "12 18000000.0 0.0 \n", + "25 0.0 0.0 \n", + "... ... ... \n", + "4353 1163000.0 0.0 \n", + "4354 NaN NaN \n", + "4362 0.0 0.0 \n", + "4375 0.0 0.0 \n", + "4385 0.0 0.0 \n", + "\n", + " Net Income Preferred Dividends Net Income Com EPS EPS Diluted \\\n", + "0 1.173100e+10 0.0 1.173100e+10 2.56 2.53 \n", + "8 1.175893e+09 0.0 1.175893e+09 0.26 0.26 \n", + "11 3.030000e+08 0.0 3.030000e+08 0.44 0.41 \n", + "12 3.677000e+09 0.0 3.677000e+09 0.93 0.92 \n", + "25 1.933000e+09 0.0 1.933000e+09 1.19 1.17 \n", + "... ... ... ... ... ... \n", + "4353 1.410010e+08 0.0 1.410010e+08 3.09 2.94 \n", + "4354 NaN NaN 1.410010e+08 3.09 2.94 \n", + "4362 5.859700e+07 0.0 5.859700e+07 7.70 7.70 \n", + "4375 3.012550e+07 0.0 3.012550e+07 7.77 7.26 \n", + "4385 1.088000e+06 0.0 1.088000e+06 0.06 0.06 \n", + "\n", + " Weighted Average Shs Out Weighted Average Shs Out (Dil) \\\n", + "0 4.549505e+09 4.549505e+09 \n", + "8 4.441649e+09 4.461827e+09 \n", + "11 6.697330e+08 6.860000e+08 \n", + "12 3.977903e+09 3.977903e+09 \n", + "25 1.611759e+09 1.623800e+09 \n", + "... ... ... \n", + "4353 4.700066e+07 4.564770e+07 \n", + "4354 4.600000e+07 NaN \n", + "4362 1.161584e+07 7.605822e+06 \n", + "4375 3.901202e+06 3.874757e+06 \n", + "4385 1.828454e+07 1.828079e+07 \n", + "\n", + " Dividend per Share Gross Margin EBITDA Margin EBIT Margin \\\n", + "0 0.917 1.0000 0.310 0.1974 \n", + "8 0.045 0.5999 0.359 0.3068 \n", + "11 0.000 0.5017 0.319 0.1821 \n", + "12 0.600 0.0911 0.086 0.0346 \n", + "25 0.760 0.4384 0.141 0.1203 \n", + "... ... ... ... ... \n", + "4353 0.000 0.7145 0.255 0.1797 \n", + "4354 NaN 0.6389 NaN NaN \n", + "4362 0.000 0.4468 0.270 0.2332 \n", + "4375 0.560 0.9356 0.580 0.5760 \n", + "4385 0.000 0.9238 0.161 0.1108 \n", + "\n", + " Profit Margin Free Cash Flow margin EBITDA EBIT \\\n", + "0 0.124 0.1268 2.932900e+10 1.865300e+10 \n", + "8 0.204 0.2642 2.071367e+09 1.770647e+09 \n", + "11 0.036 0.0263 2.673000e+09 1.528000e+09 \n", + "12 0.023 0.0451 1.386300e+10 5.555000e+09 \n", + "25 0.053 0.1080 5.126000e+09 4.379000e+09 \n", + "... ... ... ... ... \n", + "4353 0.321 0.1043 1.120990e+08 7.891000e+07 \n", + "4354 NaN NaN NaN NaN \n", + "4362 0.215 -0.1605 7.366300e+07 6.356500e+07 \n", + "4375 0.415 0.1536 4.207790e+07 4.176380e+07 \n", + "4385 0.031 0.1443 5.710000e+06 3.930000e+06 \n", + "\n", + " Consolidated Income Earnings Before Tax Margin Net Profit Margin \\\n", + "0 1.186200e+10 0.1599 0.1241 \n", + "8 1.175893e+09 0.2462 0.2038 \n", + "11 3.040000e+08 0.0217 0.0361 \n", + "12 3.695000e+09 0.0270 0.0229 \n", + "25 1.933000e+09 0.1188 0.0531 \n", + "... ... ... ... \n", + "4353 1.421640e+08 0.0051 0.3211 \n", + "4354 NaN 0.0078 NaN \n", + "4362 5.859700e+07 0.2129 0.2150 \n", + "4375 3.012550e+07 0.5418 0.4155 \n", + "4385 1.088000e+06 0.0823 0.0307 \n", + "\n", + " Cash and cash equivalents Short-term investments \\\n", + "0 3.814000e+09 0.000000e+00 \n", + "8 5.400000e+07 0.000000e+00 \n", + "11 1.657000e+09 0.000000e+00 \n", + "12 1.671800e+10 1.723300e+10 \n", + "25 4.249000e+09 9.960000e+08 \n", + "... ... ... \n", + "4353 1.589000e+07 0.000000e+00 \n", + "4354 1.600000e+07 NaN \n", + "4362 5.372000e+06 0.000000e+00 \n", + "4375 2.576000e+06 1.854750e+07 \n", + "4385 8.837000e+06 0.000000e+00 \n", + "\n", + " Cash and short-term investments Receivables Inventories \\\n", + "0 3.814000e+09 1.110400e+10 0.000000e+00 \n", + "8 5.400000e+07 2.330000e+08 2.200000e+07 \n", + "11 1.657000e+09 4.630000e+08 4.100000e+07 \n", + "12 3.395100e+10 1.210920e+11 1.122000e+10 \n", + "25 5.245000e+09 3.498000e+09 5.261000e+09 \n", + "... ... ... ... \n", + "4353 1.589000e+07 1.103540e+08 0.000000e+00 \n", + "4354 1.600000e+07 1.100000e+08 0.000000e+00 \n", + "4362 5.372000e+06 2.076000e+07 4.892100e+07 \n", + "4375 2.112350e+07 1.553100e+06 1.076000e+05 \n", + "4385 8.837000e+06 1.101000e+07 1.988000e+06 \n", + "\n", + " Total current assets Property, Plant & Equipment Net \\\n", + "0 2.184800e+10 4.443700e+10 \n", + "8 4.780000e+08 1.513000e+09 \n", + "11 2.265000e+09 1.604500e+10 \n", + "12 1.146490e+11 3.617800e+10 \n", + "25 1.513400e+10 4.454000e+09 \n", + "... ... ... \n", + "4353 1.731990e+08 2.608800e+07 \n", + "4354 1.730000e+08 2.600000e+07 \n", + "4362 8.157400e+07 3.160800e+07 \n", + "4375 2.425130e+07 8.662000e+05 \n", + "4385 2.387500e+07 3.202000e+06 \n", + "\n", + " Goodwill and Intangible Assets Long-term investments Tax assets \\\n", + "0 1.676230e+11 7.883000e+09 0.000000e+00 \n", + "8 4.791000e+09 0.000000e+00 2.930000e+08 \n", + "11 7.021000e+09 0.000000e+00 1.000000e+07 \n", + "12 0.000000e+00 3.182800e+10 1.041200e+10 \n", + "25 4.390000e+08 0.000000e+00 2.509000e+09 \n", + "... ... ... ... \n", + "4353 1.027014e+09 0.000000e+00 0.000000e+00 \n", + "4354 NaN NaN NaN \n", + "4362 1.185340e+08 0.000000e+00 3.790000e+05 \n", + "4375 6.075000e+05 2.045550e+07 5.655000e+05 \n", + "4385 1.089890e+08 1.482000e+06 0.000000e+00 \n", + "\n", + " Total non-current assets Total assets Payables Short-term debt \\\n", + "0 2.298360e+11 2.516840e+11 8.494000e+09 4.398000e+09 \n", + "8 7.695000e+09 8.173000e+09 7.360000e+08 3.000000e+06 \n", + "11 2.351000e+10 2.577500e+10 3.990000e+08 1.840000e+08 \n", + "12 1.418910e+11 2.565400e+11 2.152000e+10 5.349300e+10 \n", + "25 7.402000e+09 2.253600e+10 2.279000e+09 3.420000e+08 \n", + "... ... ... ... ... \n", + "4353 1.064210e+09 1.237409e+09 4.458200e+07 3.870600e+07 \n", + "4354 NaN 1.237000e+09 7.000000e+06 NaN \n", + "4362 1.529600e+08 2.345340e+08 2.255600e+07 8.000000e+06 \n", + "4375 2.241180e+07 4.666310e+07 1.351800e+06 3.236100e+06 \n", + "4385 1.141840e+08 1.380590e+08 5.140000e+06 8.275000e+06 \n", + "\n", + " Total current liabilities Long-term debt Total debt \\\n", + "0 2.760300e+10 1.073450e+11 1.117430e+11 \n", + "8 2.803000e+09 6.885000e+09 6.888000e+09 \n", + "11 2.000000e+09 1.885800e+10 1.904200e+10 \n", + "12 9.556900e+10 1.007200e+11 1.542130e+11 \n", + "25 6.040000e+09 3.468000e+09 3.810000e+09 \n", + "... ... ... ... \n", + "4353 1.112780e+08 8.737570e+08 9.124630e+08 \n", + "4354 1.110000e+08 8.920000e+08 NaN \n", + "4362 4.517700e+07 4.068200e+07 4.868200e+07 \n", + "4375 1.248330e+07 2.560490e+07 2.884100e+07 \n", + "4385 1.611600e+07 1.130000e+07 1.957500e+07 \n", + "\n", + " Deferred revenue ... Tangible Asset Value Net Current Asset Value \\\n", + "0 2.182000e+09 ... 8.406100e+10 -1.573340e+11 \n", + "8 2.081000e+09 ... 3.382000e+09 -9.512000e+09 \n", + "11 0.000000e+00 ... 1.875400e+10 -2.017200e+10 \n", + "12 0.000000e+00 ... 2.565400e+11 -1.058250e+11 \n", + "25 0.000000e+00 ... 2.209700e+10 2.410000e+09 \n", + "... ... ... ... ... \n", + "4353 0.000000e+00 ... 2.103950e+08 -8.788370e+08 \n", + "4354 NaN ... NaN -8.750000e+08 \n", + "4362 0.000000e+00 ... 1.160000e+08 -7.819100e+07 \n", + "4375 1.017730e+07 ... 4.605560e+07 -2.722030e+07 \n", + "4385 0.000000e+00 ... 2.907000e+07 -1.430200e+07 \n", + "\n", + " Invested Capital Average Receivables Average Payables \\\n", + "0 1.643870e+11 9.969000e+09 7.701000e+09 \n", + "8 7.413000e+09 2.373635e+08 7.651705e+08 \n", + "11 3.413900e+10 4.840000e+08 3.585000e+08 \n", + "12 2.984660e+11 1.200415e+11 2.240100e+10 \n", + "25 1.561800e+10 3.587500e+09 2.163500e+09 \n", + "... ... ... ... \n", + "4353 9.956900e+08 1.109750e+08 4.623950e+07 \n", + "4354 NaN 1.110000e+08 7.500000e+06 \n", + "4362 1.141330e+08 1.554800e+07 2.978900e+07 \n", + "4375 5.983730e+07 1.674550e+06 1.712400e+06 \n", + "4385 2.369200e+07 9.769000e+06 3.200000e+06 \n", + "\n", + " Average Inventory Days Sales Outstanding Days Payables Outstanding \\\n", + "0 0.000000e+00 42.8853 32.8051 \n", + "8 2.109950e+07 14.7374 46.5525 \n", + "11 4.000000e+07 20.1400 17.3561 \n", + "12 1.119800e+10 275.6588 48.9890 \n", + "25 5.158000e+09 35.0790 22.8545 \n", + "... ... ... ... \n", + "4353 0.000000e+00 91.7317 37.0588 \n", + "4354 0.000000e+00 91.4374 5.8187 \n", + "4362 4.372500e+07 27.7986 30.2035 \n", + "4375 1.023500e+05 7.8179 6.8046 \n", + "4385 9.940000e+05 113.3099 52.8986 \n", + "\n", + " Days of Inventory on Hand Receivables Turnover Payables Turnover \\\n", + "0 0.0000 9.4801 3.6159 \n", + "8 -3.4783 24.3116 1.9550 \n", + "11 -3.5793 17.3368 5.8996 \n", + "12 -28.1016 1.3357 1.8657 \n", + "25 -93.9418 10.1455 4.5246 \n", + "... ... ... ... \n", + "4353 0.0000 3.9567 2.4555 \n", + "4354 0.0000 3.9558 15.1388 \n", + "4362 -118.4151 17.5316 2.5059 \n", + "4375 -8.4091 43.3018 9.9695 \n", + "4385 -268.5492 3.6305 3.3081 \n", + "\n", + " Inventory Turnover ROE Capex per Share Gross Profit Growth \\\n", + "0 0.0000 0.1638 -2.7062 0.1115 \n", + "8 273.4990 -0.6472 -0.0797 0.0418 \n", + "11 209.7750 0.0932 -0.8236 0.6484 \n", + "12 14.3184 0.1023 -1.9571 -0.1098 \n", + "25 7.0564 0.1970 -0.6312 0.0421 \n", + "... ... ... ... ... \n", + "4353 0.0000 0.8051 -0.0970 0.0133 \n", + "4354 0.0000 NaN NaN 0.0179 \n", + "4362 6.2340 0.7837 -0.4443 -0.0084 \n", + "4375 708.4621 -6.2651 -6.1419 0.0591 \n", + "4385 35.6801 0.0109 -0.0807 0.0334 \n", + "\n", + " EBIT Growth Operating Income Growth Net Income Growth EPS Growth \\\n", + "0 0.0220 0.0550 -0.4840 -0.4700 \n", + "8 0.0998 0.0525 0.8149 0.8571 \n", + "11 1.9610 1.4956 1.8234 1.3333 \n", + "12 -0.4042 -0.3438 -0.5244 -0.5206 \n", + "25 -0.1145 -0.0640 -0.5441 -0.5352 \n", + "... ... ... ... ... \n", + "4353 0.1580 0.3968 0.2602 0.3038 \n", + "4354 NaN 0.0563 24.4494 24.7692 \n", + "4362 1.9779 0.7168 1.3602 1.2197 \n", + "4375 0.0762 0.0770 0.2256 0.2822 \n", + "4385 1.4262 1.4262 1.1075 1.1091 \n", + "\n", + " EPS Diluted Growth Weighted Average Shares Growth \\\n", + "0 -0.4674 -0.0266 \n", + "8 0.8571 -0.0379 \n", + "11 1.3106 1.4588 \n", + "12 -0.5233 0.0014 \n", + "25 -0.5339 -0.0205 \n", + "... ... ... \n", + "4353 0.3067 -0.0323 \n", + "4354 25.5000 NaN \n", + "4362 1.2197 0.6385 \n", + "4375 0.2827 -0.0447 \n", + "4385 1.1091 -0.0120 \n", + "\n", + " Weighted Average Shares Diluted Growth Dividends per Share Growth \\\n", + "0 -0.0305 0.9387 \n", + "8 -0.0345 0.0976 \n", + "11 2.0143 0.0000 \n", + "12 0.0000 -0.0769 \n", + "25 -0.0194 0.1176 \n", + "... ... ... \n", + "4353 -0.0329 0.0000 \n", + "4354 -0.0329 NaN \n", + "4362 0.6390 0.0000 \n", + "4375 -0.0438 0.3023 \n", + "4385 -0.0119 0.0000 \n", + "\n", + " Operating Cash Flow growth Free Cash Flow growth \\\n", + "0 0.1428 0.2462 \n", + "8 0.0134 -0.0274 \n", + "11 1.3384 1.0757 \n", + "12 -0.1699 -0.3449 \n", + "25 0.2884 0.4270 \n", + "... ... ... \n", + "4353 0.7744 1.8875 \n", + "4354 0.7744 NaN \n", + "4362 -0.3587 0.0057 \n", + "4375 0.3860 42.5468 \n", + "4385 0.4097 0.1450 \n", + "\n", + " 10Y Revenue Growth (per Share) 5Y Revenue Growth (per Share) \\\n", + "0 0.1327 0.1094 \n", + "8 0.0536 0.1622 \n", + "11 -0.2117 -0.2811 \n", + "12 -0.0439 0.0159 \n", + "25 0.0902 0.0962 \n", + "... ... ... \n", + "4353 0.1119 0.0073 \n", + "4354 NaN NaN \n", + "4362 NaN -0.1713 \n", + "4375 0.1127 0.1122 \n", + "4385 NaN 0.0626 \n", + "\n", + " 3Y Revenue Growth (per Share) 10Y Operating CF Growth (per Share) \\\n", + "0 0.1107 0.1164 \n", + "8 0.1501 0.0000 \n", + "11 -0.2329 -0.1697 \n", + "12 0.0227 0.0000 \n", + "25 0.0799 0.1200 \n", + "... ... ... \n", + "4353 0.0082 0.2230 \n", + "4354 NaN NaN \n", + "4362 -0.2714 NaN \n", + "4375 0.0631 0.1864 \n", + "4385 0.0417 NaN \n", + "\n", + " 5Y Operating CF Growth (per Share) 3Y Operating CF Growth (per Share) \\\n", + "0 0.1456 0.1044 \n", + "8 0.1893 0.2212 \n", + "11 0.0000 0.0000 \n", + "12 0.0736 -0.0261 \n", + "25 0.1246 0.0389 \n", + "... ... ... \n", + "4353 0.0753 0.0818 \n", + "4354 NaN NaN \n", + "4362 0.0000 0.0000 \n", + "4375 0.1612 0.2166 \n", + "4385 0.0683 0.2092 \n", + "\n", + " 10Y Net Income Growth (per Share) 5Y Net Income Growth (per Share) \\\n", + "0 0.1928 0.1463 \n", + "8 0.0000 0.3417 \n", + "11 0.0000 0.0000 \n", + "12 0.0000 -0.2114 \n", + "25 0.0222 -0.0296 \n", + "... ... ... \n", + "4353 0.0000 0.0000 \n", + "4354 NaN NaN \n", + "4362 NaN 0.0000 \n", + "4375 0.4371 0.1667 \n", + "4385 NaN -0.1861 \n", + "\n", + " 3Y Net Income Growth (per Share) \\\n", + "0 0.1579 \n", + "8 0.4060 \n", + "11 -0.7799 \n", + "12 -0.2076 \n", + "25 -0.1448 \n", + "... ... \n", + "4353 0.0000 \n", + "4354 NaN \n", + "4362 -0.0747 \n", + "4375 0.1672 \n", + "4385 -0.2800 \n", + "\n", + " 10Y Shareholders Equity Growth (per Share) \\\n", + "0 0.0841 \n", + "8 0.0000 \n", + "11 NaN \n", + "12 0.0000 \n", + "25 0.0429 \n", + "... ... \n", + "4353 0.0287 \n", + "4354 NaN \n", + "4362 NaN \n", + "4375 0.0000 \n", + "4385 NaN \n", + "\n", + " 5Y Shareholders Equity Growth (per Share) \\\n", + "0 0.1019 \n", + "8 0.0000 \n", + "11 0.0000 \n", + "12 0.0641 \n", + "25 -0.0051 \n", + "... ... \n", + "4353 0.1895 \n", + "4354 NaN \n", + "4362 0.0000 \n", + "4375 0.0000 \n", + "4385 0.0726 \n", + "\n", + " 3Y Shareholders Equity Growth (per Share) \\\n", + "0 0.1396 \n", + "8 0.0000 \n", + "11 -0.1138 \n", + "12 0.0777 \n", + "25 -0.0649 \n", + "... ... \n", + "4353 0.0000 \n", + "4354 NaN \n", + "4362 -0.2054 \n", + "4375 0.0000 \n", + "4385 -0.0411 \n", + "\n", + " 10Y Dividend per Share Growth (per Share) \\\n", + "0 0.2558 \n", + "8 0.0000 \n", + "11 0.0000 \n", + "12 0.0000 \n", + "25 0.1383 \n", + "... ... \n", + "4353 0.0000 \n", + "4354 NaN \n", + "4362 NaN \n", + "4375 0.0000 \n", + "4385 NaN \n", + "\n", + " 5Y Dividend per Share Growth (per Share) \\\n", + "0 0.1865 \n", + "8 0.0000 \n", + "11 0.0000 \n", + "12 0.0845 \n", + "25 0.1342 \n", + "... ... \n", + "4353 0.0000 \n", + "4354 NaN \n", + "4362 0.0000 \n", + "4375 0.2413 \n", + "4385 0.0000 \n", + "\n", + " 3Y Dividend per Share Growth (per Share) Receivables growth \\\n", + "0 0.2348 0.2570 \n", + "8 0.0000 -0.0361 \n", + "11 0.0000 -0.0832 \n", + "12 0.0000 0.0177 \n", + "25 0.1207 -0.0487 \n", + "... ... ... \n", + "4353 0.0000 -0.0111 \n", + "4354 NaN -0.0179 \n", + "4362 0.0000 1.0085 \n", + "4375 0.2753 -0.1352 \n", + "4385 0.0000 0.2910 \n", + "\n", + " Inventory Growth Asset Growth Book Value per Share Growth \\\n", + "0 0.0000 0.3426 0.0722 \n", + "8 0.0892 -0.0188 -0.2371 \n", + "11 0.0513 0.0133 -0.5902 \n", + "12 0.0039 -0.0076 0.0085 \n", + "25 0.0408 -0.0311 -0.1925 \n", + "... ... ... ... \n", + "4353 0.0000 -0.0603 3.2445 \n", + "4354 0.0000 -0.0607 NaN \n", + "4362 0.2697 -0.0207 4.2636 \n", + "4375 0.1081 -0.0446 0.8591 \n", + "4385 0.0000 0.0225 0.0348 \n", + "\n", + " Debt Growth R&D Expense Growth SG&A Expenses Growth \\\n", + "0 0.7309 0.000 0.1308 \n", + "8 0.0210 0.096 0.0314 \n", + "11 0.0419 0.000 0.5784 \n", + "12 -0.0005 0.000 -0.0108 \n", + "25 0.0021 0.000 0.0897 \n", + "... ... ... ... \n", + "4353 -0.0600 0.000 -0.0418 \n", + "4354 NaN NaN -0.0092 \n", + "4362 0.0080 0.000 0.0422 \n", + "4375 -0.5726 0.000 0.0316 \n", + "4385 -0.2154 0.000 0.0276 \n", + "\n", + " Sector 2019 PRICE VAR [%] Class \n", + "0 Consumer Cyclical 32.794573 1 \n", + "8 Consumer Cyclical 22.161943 1 \n", + "11 Consumer Cyclical 96.531795 1 \n", + "12 Consumer Cyclical 25.537204 1 \n", + "25 Consumer Cyclical 38.243248 1 \n", + "... ... ... ... \n", + "4353 Consumer Cyclical -3.809520 0 \n", + "4354 Consumer Cyclical 4.395600 1 \n", + "4362 Consumer Cyclical 69.539661 1 \n", + "4375 Consumer Cyclical 26.169646 1 \n", + "4385 Consumer Cyclical 27.118650 1 \n", + "\n", + "[506 rows x 225 columns]" + ] }, - "execution_count": 6, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -466,6 +1842,2102 @@ "consumer_2018" ] }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', 300)\n", + "pd.set_option('display.max_rows', 300)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "#financials_2018_cols = [c for c in financials_2018.columns if c.lower()[-5:] != 'ratio']\n", + "#financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-6:] != 'ratios']\n", + "financials_2018_cols = [c for c in financials_2018.columns if c.lower()[-6:] != 'margin']\n", + "financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-8:] != 'turnover']\n", + "financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-6:] != 'growth']\n", + "financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-18:] != 'growth (per share)']\n", + "financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-9:] != 'per share']\n", + "financials_2018_cols = [c for c in financials_2018_cols if c.lower()[-8:] != 'pershare']" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'list' object has no attribute 'tolist'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mfinancials_2018\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfinancials_2018\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mfinancials_2018_cols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'tolist'" + ] + } + ], + "source": [ + "financials_2018 = financials_2018[[financials_2018_cols.tolist()]]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "financials_2018 = financials_2018.drop(['cashConversionCycle', 'operatingCycle'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "df1 = financials_2018[financials_2018.isna().any(axis=1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Unnamed: 0 0\n", + "Sector 0\n", + "2019 PRICE VAR [%] 0\n", + "Financing Cash Flow 0\n", + "Investing Cash flow 0\n", + "Capital Expenditure 0\n", + "Operating Cash Flow 0\n", + "Total shareholders equity 0\n", + "Total liabilities 0\n", + "Long-term debt 0\n", + "Total current liabilities 0\n", + "Payables 0\n", + "Total assets 0\n", + "Total current assets 0\n", + "Receivables 0\n", + "Cash and cash equivalents 0\n", + "Class 0\n", + "Gross Profit 0\n", + "Operating Income 0\n", + "Net cash flow / Change in cash 1\n", + "Income Tax Expense 2\n", + "Earnings Before Tax Margin 2\n", + "Depreciation & Amortization 2\n", + "SG&A Expense 2\n", + "Property, Plant & Equipment Net 2\n", + "Gross Margin 2\n", + "Revenue 2\n", + "Net Income Com 2\n", + "Weighted Average Shs Out 3\n", + "Long-term investments 4\n", + "Earnings before Tax 4\n", + "EPS Diluted 4\n", + "Cost of Revenue 4\n", + "Retained earnings (deficit) 4\n", + "EPS 5\n", + "Goodwill and Intangible Assets 6\n", + "Operating Expenses 6\n", + "EBIT 6\n", + "Total debt 6\n", + "Tax Liabilities 7\n", + "Cash and short-term investments 7\n", + "Stock-based compensation 7\n", + "Other Liabilities 7\n", + "Other Assets 7\n", + "Other comprehensive income 7\n", + "EBITDA Margin 7\n", + "Profit Margin 7\n", + "Deferred revenue 7\n", + "Investment purchases and sales 7\n", + "Interest Expense 7\n", + "Free Cash Flow 7\n", + "Consolidated Income 8\n", + "Issuance (repayment) of debt 8\n", + "EBITDA 8\n", + "EBIT Margin 8\n", + "Investments 8\n", + "Net Profit Margin 8\n", + "Short-term debt 8\n", + "Net Income 8\n", + "Effect of forex changes on cash 9\n", + "Issuance (buybacks) of shares 10\n", + "Weighted Average Shs Out (Dil) 10\n", + "Inventories 10\n", + "Average Receivables 11\n", + "Net Current Asset Value 11\n", + "Capex to Operating Cash Flow 11\n", + "Average Payables 11\n", + "Gross Profit Growth 11\n", + "Operating Income Growth 11\n", + "Operating Cash Flow growth 11\n", + "Receivables growth 11\n", + "Tax assets 11\n", + "Asset Growth 11\n", + "currentRatio 12\n", + "assetTurnover 12\n", + "Short-term investments 12\n", + "SG&A Expenses Growth 13\n", + "quickRatio 13\n", + "cashRatio 13\n", + "daysOfInventoryOutstanding 13\n", + "Revenue Growth 13\n", + "Inventory Growth 13\n", + "operatingCashFlowSalesRatio 13\n", + "Income Quality 13\n", + "Capex to Depreciation 13\n", + "Capex to Revenue 13\n", + "Receivables Turnover 13\n", + "Average Inventory 13\n", + "Days Sales Outstanding 13\n", + "EPS Diluted Growth 13\n", + "Net Income Growth 13\n", + "Days Payables Outstanding 13\n", + "SG&A to Revenue 13\n", + "eBITperRevenue 13\n", + "daysOfPayablesOutstanding 13\n", + "netProfitMargin 13\n", + "ebitperRevenue 13\n", + "grossProfitMargin 13\n", + "operatingProfitMargin 13\n", + "pretaxProfitMargin 13\n", + "Net Debt 14\n", + "EPS Growth 14\n", + "daysOfSalesOutstanding 15\n", + "totalDebtToCapitalization 15\n", + "inventoryTurnover 15\n", + "Days of Inventory on Hand 15\n", + "Acquisitions and disposals 15\n", + "Inventory Turnover 15\n", + "Deposit Liabilities 17\n", + "Weighted Average Shares Diluted Growth 17\n", + "longtermDebtToCapitalization 17\n", + "interestCoverage 17\n", + "Interest Coverage 17\n", + "Intangibles to Total Assets 17\n", + "Tangible Asset Value 17\n", + "EBIT Growth 17\n", + "Dividend payments 17\n", + "Tangible Book Value per Share 18\n", + "Shareholders Equity per Share 18\n", + "Interest Debt per Share 18\n", + "Cash per Share 18\n", + "Book Value per Share 18\n", + "Free Cash Flow growth 18\n", + "Payout Ratio 18\n", + "Dividends per Share Growth 18\n", + "Debt to Equity 18\n", + "Debt to Assets 18\n", + "Free Cash Flow per Share 18\n", + "Invested Capital 18\n", + "Net Income - Non-Controlling int 18\n", + "Operating Cash Flow per Share 18\n", + "Capex per Share 18\n", + "debtEquityRatio 18\n", + "Net Income - Discontinued ops 18\n", + "Dividend per Share 18\n", + "operatingCashFlowPerShare 18\n", + "freeCashFlowPerShare 18\n", + "cashPerShare 18\n", + "Preferred Dividends 18\n", + "payoutRatio 18\n", + "debtRatio 18\n", + "Debt Growth 18\n", + "Dividend Yield 19\n", + "Book Value per Share Growth 19\n", + "Revenue per Share 19\n", + "Stock-based compensation to Revenue 19\n", + "R&D Expense Growth 19\n", + "priceEarningsRatio 19\n", + "priceToSalesRatio 19\n", + "Free Cash Flow margin 19\n", + "R&D Expenses 19\n", + "returnOnEquity 19\n", + "R&D to Revenue 19\n", + "priceToFreeCashFlowsRatio 19\n", + "priceSalesRatio 19\n", + "Earnings Yield 19\n", + "ROE 19\n", + "PE ratio 19\n", + "Weighted Average Shares Growth 19\n", + "Net Income per Share 19\n", + "Price to Sales Ratio 19\n", + "PFCF ratio 19\n", + "dividendYield 20\n", + "dividendpaidAndCapexCoverageRatios 20\n", + "fixedAssetTurnover 20\n", + "capitalExpenditureCoverageRatios 24\n", + "3Y Dividend per Share Growth (per Share) 25\n", + "Payables Turnover 28\n", + "payablesTurnover 28\n", + "Net Debt to EBITDA 29\n", + "Total non-current assets 32\n", + "Total non-current liabilities 33\n", + "Graham Net-Net 34\n", + "Market Cap 34\n", + "Free Cash Flow Yield 36\n", + "priceToOperatingCashFlowsRatio 36\n", + "POCF ratio 36\n", + "3Y Revenue Growth (per Share) 37\n", + "3Y Shareholders Equity Growth (per Share) 37\n", + "3Y Net Income Growth (per Share) 37\n", + "3Y Operating CF Growth (per Share) 37\n", + "Net Cash/Marketcap 39\n", + "Working Capital 45\n", + "returnOnCapitalEmployed 45\n", + "Current ratio 45\n", + "ROIC 45\n", + "returnOnAssets 46\n", + "Return on Tangible Assets 46\n", + "5Y Dividend per Share Growth (per Share) 52\n", + "companyEquityMultiplier 64\n", + "priceToBookRatio 64\n", + "Graham Number 64\n", + "PTB ratio 64\n", + "PB ratio 64\n", + "priceBookValueRatio 64\n", + "EV to Free cash flow 65\n", + "EV to Operating cash flow 65\n", + "Enterprise Value over EBITDA 65\n", + "EV to Sales 65\n", + "Enterprise Value 65\n", + "cashFlowToDebtRatio 67\n", + "cashFlowCoverageRatios 67\n", + "5Y Operating CF Growth (per Share) 67\n", + "5Y Net Income Growth (per Share) 68\n", + "5Y Revenue Growth (per Share) 68\n", + "priceFairValue 71\n", + "5Y Shareholders Equity Growth (per Share) 72\n", + "enterpriseValueMultiple 73\n", + "freeCashFlowOperatingCashFlowRatio 79\n", + "priceCashFlowRatio 87\n", + "eBTperEBIT 98\n", + "ebtperEBIT 98\n", + "effectiveTaxRate 120\n", + "nIperEBT 120\n", + "niperEBT 120\n", + "priceEarningsToGrowthRatio 126\n", + "dividendPayoutRatio 126\n", + "10Y Dividend per Share Growth (per Share) 152\n", + "shortTermCoverageRatios 158\n", + "10Y Operating CF Growth (per Share) 162\n", + "10Y Revenue Growth (per Share) 164\n", + "10Y Net Income Growth (per Share) 164\n", + "10Y Shareholders Equity Growth (per Share) 165\n", + "operatingCycle 506\n", + "cashConversionCycle 506\n", + "dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "consumer_2018.isnull().sum().sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0RevenueRevenue GrowthCost of RevenueGross ProfitR&D ExpensesSG&A ExpenseOperating ExpensesOperating IncomeInterest ExpenseEarnings before TaxIncome Tax ExpenseNet Income - Non-Controlling intNet Income - Discontinued opsNet IncomePreferred DividendsNet Income ComEPSEPS DilutedWeighted Average Shs OutWeighted Average Shs Out (Dil)Dividend per ShareGross MarginEBITDA MarginEBIT MarginProfit MarginFree Cash Flow marginEBITDAEBITConsolidated IncomeEarnings Before Tax MarginNet Profit MarginCash and cash equivalentsShort-term investmentsCash and short-term investmentsReceivablesInventoriesTotal current assetsProperty, Plant & Equipment NetGoodwill and Intangible AssetsLong-term investmentsTax assetsTotal non-current assetsTotal assetsPayablesShort-term debtTotal current liabilitiesLong-term debtTotal debtDeferred revenue...Tangible Asset ValueNet Current Asset ValueInvested CapitalAverage ReceivablesAverage PayablesAverage InventoryDays Sales OutstandingDays Payables OutstandingDays of Inventory on HandReceivables TurnoverPayables TurnoverInventory TurnoverROECapex per ShareGross Profit GrowthEBIT GrowthOperating Income GrowthNet Income GrowthEPS GrowthEPS Diluted GrowthWeighted Average Shares GrowthWeighted Average Shares Diluted GrowthDividends per Share GrowthOperating Cash Flow growthFree Cash Flow growth10Y Revenue Growth (per Share)5Y Revenue Growth (per Share)3Y Revenue Growth (per Share)10Y Operating CF Growth (per Share)5Y Operating CF Growth (per Share)3Y Operating CF Growth (per Share)10Y Net Income Growth (per Share)5Y Net Income Growth (per Share)3Y Net Income Growth (per Share)10Y Shareholders Equity Growth (per Share)5Y Shareholders Equity Growth (per Share)3Y Shareholders Equity Growth (per Share)10Y Dividend per Share Growth (per Share)5Y Dividend per Share Growth (per Share)3Y Dividend per Share Growth (per Share)Receivables growthInventory GrowthAsset GrowthBook Value per Share GrowthDebt GrowthR&D Expense GrowthSG&A Expenses GrowthSector2019 PRICE VAR [%]Class
1KMI1.414400e+100.03207.288000e+096.856000e+090.000000e+006.010000e+083.062000e+093.794000e+091.917000e+092.196000e+095.870000e+08310000000.00.000000e+001.609000e+091.280000e+081.481000e+090.660.662.207018e+092.216000e+090.7250.48470.4530.29080.1050.14986.410000e+094.113000e+091.919000e+090.15530.11383.280000e+090.000000e+003.280000e+091.498000e+093.850000e+085.722000e+093.789700e+102.484500e+107.481000e+091.566000e+097.314400e+107.886600e+101.337000e+093.388000e+097.557000e+093.393600e+103.732400e+100.000000e+00...5.402100e+10-3.794700e+108.050800e+101.473000e+091.338500e+094.045000e+0838.657434.5026-19.28179.60222.824834.96660.0478-1.31950.05640.04050.075153.851965.000065.0000-0.0063-0.00630.45000.09610.3841NaN-0.1402-0.0104NaN-0.1057-0.0215NaN-0.08810.8445NaN0.0376-0.01820.0000-0.1421-0.27850.0345-0.0920-0.00240.0076-0.01370.0000-0.1265Energy40.5880681
4GE1.216150e+110.02859.546100e+102.615400e+100.000000e+001.811100e+104.071100e+10-1.455700e+105.059000e+09-2.177200e+105.830000e+08-178000000.01.726000e+09-2.235500e+108.940000e+08-2.280200e+10-2.62-2.628.698115e+098.698115e+090.3700.2151-0.070-0.1374-0.1870.0058-8.489000e+09-1.671300e+10-2.244300e+10-0.1790-0.18383.112400e+103.383500e+106.495900e+102.948700e+101.380300e+101.156990e+114.361100e+104.615200e+103.010000e+081.211700e+10NaN3.110720e+111.425700e+100.000000e+006.733700e+109.710900e+101.036000e+111.898300e+10...2.649200e+11-1.438920e+113.373960e+113.516650e+101.471450e+101.661100e+1088.498642.7892-52.77653.45832.26167.3214-0.7216-0.40660.7216-1.6844-1.4225-1.5563-1.5437-1.54370.00300.0005-0.5595-0.2961-0.8162-0.02620.04550.0639-0.2058-0.2957-0.37160.00000.00000.0000-0.1026-0.2270-0.2844-0.1139-0.1408-0.2619-0.2781-0.2892-0.1575-0.4487-0.22970.00000.0308Industrials44.7578401
5BAC9.124700e+100.04460.000000e+009.124700e+100.000000e+005.338100e+105.338100e+103.786600e+100.000000e+003.458400e+106.437000e+090.00.000000e+002.814700e+101.451000e+092.669600e+102.642.619.814197e+091.009650e+100.5401.00000.4020.37900.2930.43313.664700e+103.458400e+102.814700e+100.37900.30854.460290e+112.657030e+117.117320e+116.581400e+100.000000e+007.793270e+119.906000e+096.895100e+106.158600e+100.000000e+00NaN2.354507e+120.000000e+003.797500e+101.892766e+122.293920e+114.365690e+110.000000e+00...2.285556e+12-1.309855e+122.276096e+126.371850e+100.000000e+000.000000e+00263.26470.00000.00001.43200.00000.00000.10610.00000.04460.18390.16120.60650.61960.6731-0.0097-0.05020.38463.00653.0065-0.05460.01750.04450.1612-0.14660.12980.12310.21220.2239-0.03760.03920.0238-0.13260.68290.39250.06800.00000.03210.0029-0.00080.0000-0.0249Financial Services44.3159881
8SIRI5.770692e+090.06372.308606e+093.462086e+091.232190e+081.311199e+091.735138e+091.726948e+093.500730e+081.420574e+092.446810e+080.00.000000e+001.175893e+090.000000e+001.175893e+090.260.264.441649e+094.461827e+090.0450.59990.3590.30680.2040.26422.071367e+091.770647e+091.175893e+090.24620.20385.400000e+070.000000e+005.400000e+072.330000e+082.200000e+074.780000e+081.513000e+094.791000e+090.000000e+002.930000e+087.695000e+098.173000e+097.360000e+083.000000e+062.803000e+096.885000e+096.888000e+092.081000e+09...3.382000e+09-9.512000e+097.413000e+092.373635e+087.651705e+082.109950e+0714.737446.5525-3.478324.31161.9550273.4990-0.6472-0.07970.04180.09980.05250.81490.85710.8571-0.0379-0.03450.09760.0134-0.02740.05360.16220.15010.00000.18930.22120.00000.34170.40600.00000.00000.00000.00000.00000.0000-0.03610.0892-0.0188-0.23710.02100.09600.0314Consumer Cyclical22.1619431
9HPQ5.847200e+100.12334.780300e+101.066900e+101.404000e+094.859000e+096.605000e+094.064000e+091.051000e+093.013000e+09-2.314000e+090.00.000000e+005.327000e+090.000000e+005.327000e+093.303.261.582409e+091.615000e+090.5570.18250.0790.06950.0910.07104.592000e+094.064000e+095.327000e+090.05150.09115.166000e+090.000000e+005.166000e+095.113000e+096.062000e+092.138700e+102.198000e+095.968000e+090.000000e+000.000000e+001.323500e+103.462200e+101.481600e+101.463000e+092.513100e+104.524000e+095.987000e+090.000000e+00...2.865400e+10-1.387400e+104.344000e+094.763500e+091.404750e+105.924000e+0931.916992.4860-46.286412.27501.09399.8704-8.3365-0.23160.11390.15490.15491.10891.20001.2027-0.0432-0.04000.04700.23140.2422-0.0271-0.09010.0847-0.0713-0.1412-0.1021-0.00170.04530.09530.00000.00000.00000.05700.0011-0.06060.15840.04770.05190.8039-0.23430.17980.1104Technology3.0167891
..................................................................................................................................................................................................................................................................................................................
4387YRIV0.000000e+000.00000.000000e+000.000000e+000.000000e+003.755251e+063.755251e+06-3.755251e+061.105849e+07-1.482451e+07-1.108025e+060.00.000000e+00-1.371648e+070.000000e+00-1.371648e+07-0.08-0.08NaN1.724237e+080.0000.0000-0.6720.0000-1.2310.0000-3.757783e+06-3.766024e+06-1.371648e+070.00000.00001.207960e+057.990000e+021.215950e+050.000000e+000.000000e+00NaN3.751481e+080.000000e+000.000000e+006.604801e+06NaN3.860471e+084.392118e+071.744566e+075.675962e+079.996396e+071.174096e+080.000000e+00...3.860471e+081.647768e+085.033359e+080.000000e+004.268393e+070.000000e+000.00000.00000.00000.00000.00000.0000-0.08000.00010.00000.25700.2602-0.1198-0.3333-0.3333NaNNaN0.0000-2.0649-2.0605NaNNaN0.0000NaNNaN0.0000NaNNaN0.0000NaNNaN-0.1237NaNNaN0.00000.00000.0000-0.0508-0.1409-0.01520.0000-0.2602Real Estate-90.9620990
4388YTEN5.560000e+05-0.41100.000000e+005.560000e+054.759000e+065.071000e+069.830000e+06-9.274000e+060.000000e+00-9.170000e+060.000000e+000.00.000000e+00-9.170000e+060.000000e+00-9.170000e+06-0.92-0.921.002581e+079.932487e+060.0001.0000-16.140-16.4928-16.493-15.8201-8.974000e+06-9.170000e+06-9.170000e+06-16.4928-16.49283.355000e+062.746000e+066.101000e+061.600000e+050.000000e+006.377000e+066.151000e+060.000000e+000.000000e+000.000000e+006.583000e+061.296000e+071.170000e+058.440000e+051.641000e+065.621000e+066.465000e+060.000000e+00...1.296000e+07-8.850000e+051.442900e+071.395000e+059.650000e+040.000000e+00105.036076.80760.00003.98571.39900.0000-1.6093-0.0042-0.41100.02410.00100.15270.72040.72042.02032.02030.0000-0.0673-0.0716-0.3488-0.6145-0.53010.00000.00000.00000.00000.00000.0000-0.4288-0.5618-0.52070.00000.00000.00000.34450.0000-0.2323-0.86020.00000.0352-0.0993Basic Materials-77.9220770
4389ZKIN5.488438e+070.22103.659379e+071.829059e+071.652633e+067.020320e+068.672953e+069.617636e+061.239170e+068.416324e+061.398210e+0684943.00.000000e+007.018114e+060.000000e+007.018114e+060.520.521.306835e+071.361005e+070.0000.33330.1830.17590.128-0.04921.006324e+079.655494e+067.103057e+060.15330.12797.682589e+061.265181e+068.947770e+063.760722e+071.779219e+076.434717e+076.280412e+069.382210e+050.000000e+002.995960e+051.205139e+077.639856e+075.364896e+061.927053e+073.913097e+070.000000e+001.927053e+070.000000e+00...7.546034e+072.521620e+074.791731e+073.500694e+076.996944e+061.392038e+07250.100935.6784-177.46581.5678NaN3.94270.1895-0.03430.39530.18990.19030.1947-0.0714-0.07140.24070.24200.0000-2.9498-3.7263NaNNaN0.0123NaNNaN0.0000NaNNaN-0.0251NaNNaN0.7411NaNNaN0.00000.16050.77060.24890.4074-0.09680.24150.8987Basic Materials-17.8344000
4390ZOM0.000000e+000.00000.000000e+000.000000e+001.031715e+074.521349e+061.664863e+07-1.664863e+070.000000e+00-1.664769e+070.000000e+000.00.000000e+00-1.664769e+070.000000e+00-1.664769e+07-0.18-0.189.479621e+079.344034e+070.0000.0000NaN0.0000NaN0.0000-1.644192e+07-1.664769e+07-1.664769e+070.00000.00001.940265e+060.000000e+001.940265e+065.365900e+040.000000e+003.860958e+067.170880e+051.305800e+040.000000e+000.000000e+002.172561e+066.033519e+062.376519e+060.000000e+002.376519e+060.000000e+000.000000e+000.000000e+00...6.020461e+061.484439e+061.703677e+064.096550e+041.602628e+060.000000e+000.00000.00000.00000.00000.00000.0000-4.5523-0.00660.0000-1.0642-1.0594-1.0642-1.0000-1.00000.06910.06910.0000-0.5716-0.6197NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN0.89800.00000.1568-0.22000.00002.74990.1457Industrials-73.5200000
4391ZYME5.301900e+070.02430.000000e+005.301900e+075.668400e+072.945700e+078.614600e+07-3.312700e+071.660000e+05-3.438500e+072.171000e+060.00.000000e+00-3.655600e+070.000000e+00-3.655600e+07-1.26-1.263.196677e+072.908990e+070.0001.0000-0.577-0.6454-0.6890.4409-3.058900e+07-3.421900e+07-3.655600e+07-0.6485-0.68954.220500e+071.579590e+082.001640e+081.355000e+060.000000e+002.043690e+086.484000e+061.363000e+070.000000e+008.400000e+043.999400e+072.443630e+081.340300e+070.000000e+002.998600e+070.000000e+000.000000e+003.647100e+07...2.307330e+081.404960e+081.585420e+081.842500e+061.122800e+070.000000e+009.328392.27060.000028.77562.57610.0000-0.2025-0.02760.0243-2.5869-2.6816-2.5130-1.4706-0.96880.36900.36440.0000109.397314.0145NaNNaN0.2858NaNNaN0.0000NaNNaN0.0000NaNNaN0.5649NaNNaN0.0000-0.41850.00000.85190.13250.00000.35770.5880Healthcare209.4622221
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3599 rows × 223 columns

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" + ], + "text/plain": [ + " Unnamed: 0 Revenue Revenue Growth Cost of Revenue Gross Profit \\\n", + "1 KMI 1.414400e+10 0.0320 7.288000e+09 6.856000e+09 \n", + "4 GE 1.216150e+11 0.0285 9.546100e+10 2.615400e+10 \n", + "5 BAC 9.124700e+10 0.0446 0.000000e+00 9.124700e+10 \n", + "8 SIRI 5.770692e+09 0.0637 2.308606e+09 3.462086e+09 \n", + "9 HPQ 5.847200e+10 0.1233 4.780300e+10 1.066900e+10 \n", + "... ... ... ... ... ... \n", + "4387 YRIV 0.000000e+00 0.0000 0.000000e+00 0.000000e+00 \n", + "4388 YTEN 5.560000e+05 -0.4110 0.000000e+00 5.560000e+05 \n", + "4389 ZKIN 5.488438e+07 0.2210 3.659379e+07 1.829059e+07 \n", + "4390 ZOM 0.000000e+00 0.0000 0.000000e+00 0.000000e+00 \n", + "4391 ZYME 5.301900e+07 0.0243 0.000000e+00 5.301900e+07 \n", + "\n", + " R&D Expenses SG&A Expense Operating Expenses Operating Income \\\n", + "1 0.000000e+00 6.010000e+08 3.062000e+09 3.794000e+09 \n", + "4 0.000000e+00 1.811100e+10 4.071100e+10 -1.455700e+10 \n", + "5 0.000000e+00 5.338100e+10 5.338100e+10 3.786600e+10 \n", + "8 1.232190e+08 1.311199e+09 1.735138e+09 1.726948e+09 \n", + "9 1.404000e+09 4.859000e+09 6.605000e+09 4.064000e+09 \n", + "... ... ... ... ... \n", + "4387 0.000000e+00 3.755251e+06 3.755251e+06 -3.755251e+06 \n", + "4388 4.759000e+06 5.071000e+06 9.830000e+06 -9.274000e+06 \n", + "4389 1.652633e+06 7.020320e+06 8.672953e+06 9.617636e+06 \n", + "4390 1.031715e+07 4.521349e+06 1.664863e+07 -1.664863e+07 \n", + "4391 5.668400e+07 2.945700e+07 8.614600e+07 -3.312700e+07 \n", + "\n", + " Interest Expense Earnings before Tax Income Tax Expense \\\n", + "1 1.917000e+09 2.196000e+09 5.870000e+08 \n", + "4 5.059000e+09 -2.177200e+10 5.830000e+08 \n", + "5 0.000000e+00 3.458400e+10 6.437000e+09 \n", + "8 3.500730e+08 1.420574e+09 2.446810e+08 \n", + "9 1.051000e+09 3.013000e+09 -2.314000e+09 \n", + "... ... ... ... \n", + "4387 1.105849e+07 -1.482451e+07 -1.108025e+06 \n", + "4388 0.000000e+00 -9.170000e+06 0.000000e+00 \n", + "4389 1.239170e+06 8.416324e+06 1.398210e+06 \n", + "4390 0.000000e+00 -1.664769e+07 0.000000e+00 \n", + "4391 1.660000e+05 -3.438500e+07 2.171000e+06 \n", + "\n", + " Net Income - Non-Controlling int Net Income - Discontinued ops \\\n", + "1 310000000.0 0.000000e+00 \n", + "4 -178000000.0 1.726000e+09 \n", + "5 0.0 0.000000e+00 \n", + "8 0.0 0.000000e+00 \n", + "9 0.0 0.000000e+00 \n", + "... ... ... \n", + "4387 0.0 0.000000e+00 \n", + "4388 0.0 0.000000e+00 \n", + "4389 84943.0 0.000000e+00 \n", + "4390 0.0 0.000000e+00 \n", + "4391 0.0 0.000000e+00 \n", + "\n", + " Net Income Preferred Dividends Net Income Com EPS EPS Diluted \\\n", + "1 1.609000e+09 1.280000e+08 1.481000e+09 0.66 0.66 \n", + "4 -2.235500e+10 8.940000e+08 -2.280200e+10 -2.62 -2.62 \n", + "5 2.814700e+10 1.451000e+09 2.669600e+10 2.64 2.61 \n", + "8 1.175893e+09 0.000000e+00 1.175893e+09 0.26 0.26 \n", + "9 5.327000e+09 0.000000e+00 5.327000e+09 3.30 3.26 \n", + "... ... ... ... ... ... \n", + "4387 -1.371648e+07 0.000000e+00 -1.371648e+07 -0.08 -0.08 \n", + "4388 -9.170000e+06 0.000000e+00 -9.170000e+06 -0.92 -0.92 \n", + "4389 7.018114e+06 0.000000e+00 7.018114e+06 0.52 0.52 \n", + "4390 -1.664769e+07 0.000000e+00 -1.664769e+07 -0.18 -0.18 \n", + "4391 -3.655600e+07 0.000000e+00 -3.655600e+07 -1.26 -1.26 \n", + "\n", + " Weighted Average Shs Out Weighted Average Shs Out (Dil) \\\n", + "1 2.207018e+09 2.216000e+09 \n", + "4 8.698115e+09 8.698115e+09 \n", + "5 9.814197e+09 1.009650e+10 \n", + "8 4.441649e+09 4.461827e+09 \n", + "9 1.582409e+09 1.615000e+09 \n", + "... ... ... \n", + "4387 NaN 1.724237e+08 \n", + "4388 1.002581e+07 9.932487e+06 \n", + "4389 1.306835e+07 1.361005e+07 \n", + "4390 9.479621e+07 9.344034e+07 \n", + "4391 3.196677e+07 2.908990e+07 \n", + "\n", + " Dividend per Share Gross Margin EBITDA Margin EBIT Margin \\\n", + "1 0.725 0.4847 0.453 0.2908 \n", + "4 0.370 0.2151 -0.070 -0.1374 \n", + "5 0.540 1.0000 0.402 0.3790 \n", + "8 0.045 0.5999 0.359 0.3068 \n", + "9 0.557 0.1825 0.079 0.0695 \n", + "... ... ... ... ... \n", + "4387 0.000 0.0000 -0.672 0.0000 \n", + "4388 0.000 1.0000 -16.140 -16.4928 \n", + "4389 0.000 0.3333 0.183 0.1759 \n", + "4390 0.000 0.0000 NaN 0.0000 \n", + "4391 0.000 1.0000 -0.577 -0.6454 \n", + "\n", + " Profit Margin Free Cash Flow margin EBITDA EBIT \\\n", + "1 0.105 0.1498 6.410000e+09 4.113000e+09 \n", + "4 -0.187 0.0058 -8.489000e+09 -1.671300e+10 \n", + "5 0.293 0.4331 3.664700e+10 3.458400e+10 \n", + "8 0.204 0.2642 2.071367e+09 1.770647e+09 \n", + "9 0.091 0.0710 4.592000e+09 4.064000e+09 \n", + "... ... ... ... ... \n", + "4387 -1.231 0.0000 -3.757783e+06 -3.766024e+06 \n", + "4388 -16.493 -15.8201 -8.974000e+06 -9.170000e+06 \n", + "4389 0.128 -0.0492 1.006324e+07 9.655494e+06 \n", + "4390 NaN 0.0000 -1.644192e+07 -1.664769e+07 \n", + "4391 -0.689 0.4409 -3.058900e+07 -3.421900e+07 \n", + "\n", + " Consolidated Income Earnings Before Tax Margin Net Profit Margin \\\n", + "1 1.919000e+09 0.1553 0.1138 \n", + "4 -2.244300e+10 -0.1790 -0.1838 \n", + "5 2.814700e+10 0.3790 0.3085 \n", + "8 1.175893e+09 0.2462 0.2038 \n", + "9 5.327000e+09 0.0515 0.0911 \n", + "... ... ... ... \n", + "4387 -1.371648e+07 0.0000 0.0000 \n", + "4388 -9.170000e+06 -16.4928 -16.4928 \n", + "4389 7.103057e+06 0.1533 0.1279 \n", + "4390 -1.664769e+07 0.0000 0.0000 \n", + "4391 -3.655600e+07 -0.6485 -0.6895 \n", + "\n", + " Cash and cash equivalents Short-term investments \\\n", + "1 3.280000e+09 0.000000e+00 \n", + "4 3.112400e+10 3.383500e+10 \n", + "5 4.460290e+11 2.657030e+11 \n", + "8 5.400000e+07 0.000000e+00 \n", + "9 5.166000e+09 0.000000e+00 \n", + "... ... ... \n", + "4387 1.207960e+05 7.990000e+02 \n", + "4388 3.355000e+06 2.746000e+06 \n", + "4389 7.682589e+06 1.265181e+06 \n", + "4390 1.940265e+06 0.000000e+00 \n", + "4391 4.220500e+07 1.579590e+08 \n", + "\n", + " Cash and short-term investments Receivables Inventories \\\n", + "1 3.280000e+09 1.498000e+09 3.850000e+08 \n", + "4 6.495900e+10 2.948700e+10 1.380300e+10 \n", + "5 7.117320e+11 6.581400e+10 0.000000e+00 \n", + "8 5.400000e+07 2.330000e+08 2.200000e+07 \n", + "9 5.166000e+09 5.113000e+09 6.062000e+09 \n", + "... ... ... ... \n", + "4387 1.215950e+05 0.000000e+00 0.000000e+00 \n", + "4388 6.101000e+06 1.600000e+05 0.000000e+00 \n", + "4389 8.947770e+06 3.760722e+07 1.779219e+07 \n", + "4390 1.940265e+06 5.365900e+04 0.000000e+00 \n", + "4391 2.001640e+08 1.355000e+06 0.000000e+00 \n", + "\n", + " Total current assets Property, Plant & Equipment Net \\\n", + "1 5.722000e+09 3.789700e+10 \n", + "4 1.156990e+11 4.361100e+10 \n", + "5 7.793270e+11 9.906000e+09 \n", + "8 4.780000e+08 1.513000e+09 \n", + "9 2.138700e+10 2.198000e+09 \n", + "... ... ... \n", + "4387 NaN 3.751481e+08 \n", + "4388 6.377000e+06 6.151000e+06 \n", + "4389 6.434717e+07 6.280412e+06 \n", + "4390 3.860958e+06 7.170880e+05 \n", + "4391 2.043690e+08 6.484000e+06 \n", + "\n", + " Goodwill and Intangible Assets Long-term investments Tax assets \\\n", + "1 2.484500e+10 7.481000e+09 1.566000e+09 \n", + "4 4.615200e+10 3.010000e+08 1.211700e+10 \n", + "5 6.895100e+10 6.158600e+10 0.000000e+00 \n", + "8 4.791000e+09 0.000000e+00 2.930000e+08 \n", + "9 5.968000e+09 0.000000e+00 0.000000e+00 \n", + "... ... ... ... \n", + "4387 0.000000e+00 0.000000e+00 6.604801e+06 \n", + "4388 0.000000e+00 0.000000e+00 0.000000e+00 \n", + "4389 9.382210e+05 0.000000e+00 2.995960e+05 \n", + "4390 1.305800e+04 0.000000e+00 0.000000e+00 \n", + "4391 1.363000e+07 0.000000e+00 8.400000e+04 \n", + "\n", + " Total non-current assets Total assets Payables Short-term debt \\\n", + "1 7.314400e+10 7.886600e+10 1.337000e+09 3.388000e+09 \n", + "4 NaN 3.110720e+11 1.425700e+10 0.000000e+00 \n", + "5 NaN 2.354507e+12 0.000000e+00 3.797500e+10 \n", + "8 7.695000e+09 8.173000e+09 7.360000e+08 3.000000e+06 \n", + "9 1.323500e+10 3.462200e+10 1.481600e+10 1.463000e+09 \n", + "... ... ... ... ... \n", + "4387 NaN 3.860471e+08 4.392118e+07 1.744566e+07 \n", + "4388 6.583000e+06 1.296000e+07 1.170000e+05 8.440000e+05 \n", + "4389 1.205139e+07 7.639856e+07 5.364896e+06 1.927053e+07 \n", + "4390 2.172561e+06 6.033519e+06 2.376519e+06 0.000000e+00 \n", + "4391 3.999400e+07 2.443630e+08 1.340300e+07 0.000000e+00 \n", + "\n", + " Total current liabilities Long-term debt Total debt \\\n", + "1 7.557000e+09 3.393600e+10 3.732400e+10 \n", + "4 6.733700e+10 9.710900e+10 1.036000e+11 \n", + "5 1.892766e+12 2.293920e+11 4.365690e+11 \n", + "8 2.803000e+09 6.885000e+09 6.888000e+09 \n", + "9 2.513100e+10 4.524000e+09 5.987000e+09 \n", + "... ... ... ... \n", + "4387 5.675962e+07 9.996396e+07 1.174096e+08 \n", + "4388 1.641000e+06 5.621000e+06 6.465000e+06 \n", + "4389 3.913097e+07 0.000000e+00 1.927053e+07 \n", + "4390 2.376519e+06 0.000000e+00 0.000000e+00 \n", + "4391 2.998600e+07 0.000000e+00 0.000000e+00 \n", + "\n", + " Deferred revenue ... Tangible Asset Value Net Current Asset Value \\\n", + "1 0.000000e+00 ... 5.402100e+10 -3.794700e+10 \n", + "4 1.898300e+10 ... 2.649200e+11 -1.438920e+11 \n", + "5 0.000000e+00 ... 2.285556e+12 -1.309855e+12 \n", + "8 2.081000e+09 ... 3.382000e+09 -9.512000e+09 \n", + "9 0.000000e+00 ... 2.865400e+10 -1.387400e+10 \n", + "... ... ... ... ... \n", + "4387 0.000000e+00 ... 3.860471e+08 1.647768e+08 \n", + "4388 0.000000e+00 ... 1.296000e+07 -8.850000e+05 \n", + "4389 0.000000e+00 ... 7.546034e+07 2.521620e+07 \n", + "4390 0.000000e+00 ... 6.020461e+06 1.484439e+06 \n", + "4391 3.647100e+07 ... 2.307330e+08 1.404960e+08 \n", + "\n", + " Invested Capital Average Receivables Average Payables \\\n", + "1 8.050800e+10 1.473000e+09 1.338500e+09 \n", + "4 3.373960e+11 3.516650e+10 1.471450e+10 \n", + "5 2.276096e+12 6.371850e+10 0.000000e+00 \n", + "8 7.413000e+09 2.373635e+08 7.651705e+08 \n", + "9 4.344000e+09 4.763500e+09 1.404750e+10 \n", + "... ... ... ... \n", + "4387 5.033359e+08 0.000000e+00 4.268393e+07 \n", + "4388 1.442900e+07 1.395000e+05 9.650000e+04 \n", + "4389 4.791731e+07 3.500694e+07 6.996944e+06 \n", + "4390 1.703677e+06 4.096550e+04 1.602628e+06 \n", + "4391 1.585420e+08 1.842500e+06 1.122800e+07 \n", + "\n", + " Average Inventory Days Sales Outstanding Days Payables Outstanding \\\n", + "1 4.045000e+08 38.6574 34.5026 \n", + "4 1.661100e+10 88.4986 42.7892 \n", + "5 0.000000e+00 263.2647 0.0000 \n", + "8 2.109950e+07 14.7374 46.5525 \n", + "9 5.924000e+09 31.9169 92.4860 \n", + "... ... ... ... \n", + "4387 0.000000e+00 0.0000 0.0000 \n", + "4388 0.000000e+00 105.0360 76.8076 \n", + "4389 1.392038e+07 250.1009 35.6784 \n", + "4390 0.000000e+00 0.0000 0.0000 \n", + "4391 0.000000e+00 9.3283 92.2706 \n", + "\n", + " Days of Inventory on Hand Receivables Turnover Payables Turnover \\\n", + "1 -19.2817 9.6022 2.8248 \n", + "4 -52.7765 3.4583 2.2616 \n", + "5 0.0000 1.4320 0.0000 \n", + "8 -3.4783 24.3116 1.9550 \n", + "9 -46.2864 12.2750 1.0939 \n", + "... ... ... ... \n", + "4387 0.0000 0.0000 0.0000 \n", + "4388 0.0000 3.9857 1.3990 \n", + "4389 -177.4658 1.5678 NaN \n", + "4390 0.0000 0.0000 0.0000 \n", + "4391 0.0000 28.7756 2.5761 \n", + "\n", + " Inventory Turnover ROE Capex per Share Gross Profit Growth \\\n", + "1 34.9666 0.0478 -1.3195 0.0564 \n", + "4 7.3214 -0.7216 -0.4066 0.7216 \n", + "5 0.0000 0.1061 0.0000 0.0446 \n", + "8 273.4990 -0.6472 -0.0797 0.0418 \n", + "9 9.8704 -8.3365 -0.2316 0.1139 \n", + "... ... ... ... ... \n", + "4387 0.0000 -0.0800 0.0001 0.0000 \n", + "4388 0.0000 -1.6093 -0.0042 -0.4110 \n", + "4389 3.9427 0.1895 -0.0343 0.3953 \n", + "4390 0.0000 -4.5523 -0.0066 0.0000 \n", + "4391 0.0000 -0.2025 -0.0276 0.0243 \n", + "\n", + " EBIT Growth Operating Income Growth Net Income Growth EPS Growth \\\n", + "1 0.0405 0.0751 53.8519 65.0000 \n", + "4 -1.6844 -1.4225 -1.5563 -1.5437 \n", + "5 0.1839 0.1612 0.6065 0.6196 \n", + "8 0.0998 0.0525 0.8149 0.8571 \n", + "9 0.1549 0.1549 1.1089 1.2000 \n", + "... ... ... ... ... \n", + "4387 0.2570 0.2602 -0.1198 -0.3333 \n", + "4388 0.0241 0.0010 0.1527 0.7204 \n", + "4389 0.1899 0.1903 0.1947 -0.0714 \n", + "4390 -1.0642 -1.0594 -1.0642 -1.0000 \n", + "4391 -2.5869 -2.6816 -2.5130 -1.4706 \n", + "\n", + " EPS Diluted Growth Weighted Average Shares Growth \\\n", + "1 65.0000 -0.0063 \n", + "4 -1.5437 0.0030 \n", + "5 0.6731 -0.0097 \n", + "8 0.8571 -0.0379 \n", + "9 1.2027 -0.0432 \n", + "... ... ... \n", + "4387 -0.3333 NaN \n", + "4388 0.7204 2.0203 \n", + "4389 -0.0714 0.2407 \n", + "4390 -1.0000 0.0691 \n", + "4391 -0.9688 0.3690 \n", + "\n", + " Weighted Average Shares Diluted Growth Dividends per Share Growth \\\n", + "1 -0.0063 0.4500 \n", + "4 0.0005 -0.5595 \n", + "5 -0.0502 0.3846 \n", + "8 -0.0345 0.0976 \n", + "9 -0.0400 0.0470 \n", + "... ... ... \n", + "4387 NaN 0.0000 \n", + "4388 2.0203 0.0000 \n", + "4389 0.2420 0.0000 \n", + "4390 0.0691 0.0000 \n", + "4391 0.3644 0.0000 \n", + "\n", + " Operating Cash Flow growth Free Cash Flow growth \\\n", + "1 0.0961 0.3841 \n", + "4 -0.2961 -0.8162 \n", + "5 3.0065 3.0065 \n", + "8 0.0134 -0.0274 \n", + "9 0.2314 0.2422 \n", + "... ... ... \n", + "4387 -2.0649 -2.0605 \n", + "4388 -0.0673 -0.0716 \n", + "4389 -2.9498 -3.7263 \n", + "4390 -0.5716 -0.6197 \n", + "4391 109.3973 14.0145 \n", + "\n", + " 10Y Revenue Growth (per Share) 5Y Revenue Growth (per Share) \\\n", + "1 NaN -0.1402 \n", + "4 -0.0262 0.0455 \n", + "5 -0.0546 0.0175 \n", + "8 0.0536 0.1622 \n", + "9 -0.0271 -0.0901 \n", + "... ... ... \n", + "4387 NaN NaN \n", + "4388 -0.3488 -0.6145 \n", + "4389 NaN NaN \n", + "4390 NaN NaN \n", + "4391 NaN NaN \n", + "\n", + " 3Y Revenue Growth (per Share) 10Y Operating CF Growth (per Share) \\\n", + "1 -0.0104 NaN \n", + "4 0.0639 -0.2058 \n", + "5 0.0445 0.1612 \n", + "8 0.1501 0.0000 \n", + "9 0.0847 -0.0713 \n", + "... ... ... \n", + "4387 0.0000 NaN \n", + "4388 -0.5301 0.0000 \n", + "4389 0.0123 NaN \n", + "4390 NaN NaN \n", + "4391 0.2858 NaN \n", + "\n", + " 5Y Operating CF Growth (per Share) 3Y Operating CF Growth (per Share) \\\n", + "1 -0.1057 -0.0215 \n", + "4 -0.2957 -0.3716 \n", + "5 -0.1466 0.1298 \n", + "8 0.1893 0.2212 \n", + "9 -0.1412 -0.1021 \n", + "... ... ... \n", + "4387 NaN 0.0000 \n", + "4388 0.0000 0.0000 \n", + "4389 NaN 0.0000 \n", + "4390 NaN NaN \n", + "4391 NaN 0.0000 \n", + "\n", + " 10Y Net Income Growth (per Share) 5Y Net Income Growth (per Share) \\\n", + "1 NaN -0.0881 \n", + "4 0.0000 0.0000 \n", + "5 0.1231 0.2122 \n", + "8 0.0000 0.3417 \n", + "9 -0.0017 0.0453 \n", + "... ... ... \n", + "4387 NaN NaN \n", + "4388 0.0000 0.0000 \n", + "4389 NaN NaN \n", + "4390 NaN NaN \n", + "4391 NaN NaN \n", + "\n", + " 3Y Net Income Growth (per Share) \\\n", + "1 0.8445 \n", + "4 0.0000 \n", + "5 0.2239 \n", + "8 0.4060 \n", + "9 0.0953 \n", + "... ... \n", + "4387 0.0000 \n", + "4388 0.0000 \n", + "4389 -0.0251 \n", + "4390 NaN \n", + "4391 0.0000 \n", + "\n", + " 10Y Shareholders Equity Growth (per Share) \\\n", + "1 NaN \n", + "4 -0.1026 \n", + "5 -0.0376 \n", + "8 0.0000 \n", + "9 0.0000 \n", + "... ... \n", + "4387 NaN \n", + "4388 -0.4288 \n", + "4389 NaN \n", + "4390 NaN \n", + "4391 NaN \n", + "\n", + " 5Y Shareholders Equity Growth (per Share) \\\n", + "1 0.0376 \n", + "4 -0.2270 \n", + "5 0.0392 \n", + "8 0.0000 \n", + "9 0.0000 \n", + "... ... \n", + "4387 NaN \n", + "4388 -0.5618 \n", + "4389 NaN \n", + "4390 NaN \n", + "4391 NaN \n", + "\n", + " 3Y Shareholders Equity Growth (per Share) \\\n", + "1 -0.0182 \n", + "4 -0.2844 \n", + "5 0.0238 \n", + "8 0.0000 \n", + "9 0.0000 \n", + "... ... \n", + "4387 -0.1237 \n", + "4388 -0.5207 \n", + "4389 0.7411 \n", + "4390 NaN \n", + "4391 0.5649 \n", + "\n", + " 10Y Dividend per Share Growth (per Share) \\\n", + "1 0.0000 \n", + "4 -0.1139 \n", + "5 -0.1326 \n", + "8 0.0000 \n", + "9 0.0570 \n", + "... ... \n", + "4387 NaN \n", + "4388 0.0000 \n", + "4389 NaN \n", + "4390 NaN \n", + "4391 NaN \n", + "\n", + " 5Y Dividend per Share Growth (per Share) \\\n", + "1 -0.1421 \n", + "4 -0.1408 \n", + "5 0.6829 \n", + "8 0.0000 \n", + "9 0.0011 \n", + "... ... \n", + "4387 NaN \n", + "4388 0.0000 \n", + "4389 NaN \n", + "4390 NaN \n", + "4391 NaN \n", + "\n", + " 3Y Dividend per Share Growth (per Share) Receivables growth \\\n", + "1 -0.2785 0.0345 \n", + "4 -0.2619 -0.2781 \n", + "5 0.3925 0.0680 \n", + "8 0.0000 -0.0361 \n", + "9 -0.0606 0.1584 \n", + "... ... ... \n", + "4387 0.0000 0.0000 \n", + "4388 0.0000 0.3445 \n", + "4389 0.0000 0.1605 \n", + "4390 NaN 0.8980 \n", + "4391 0.0000 -0.4185 \n", + "\n", + " Inventory Growth Asset Growth Book Value per Share Growth \\\n", + "1 -0.0920 -0.0024 0.0076 \n", + "4 -0.2892 -0.1575 -0.4487 \n", + "5 0.0000 0.0321 0.0029 \n", + "8 0.0892 -0.0188 -0.2371 \n", + "9 0.0477 0.0519 0.8039 \n", + "... ... ... ... \n", + "4387 0.0000 -0.0508 -0.1409 \n", + "4388 0.0000 -0.2323 -0.8602 \n", + "4389 0.7706 0.2489 0.4074 \n", + "4390 0.0000 0.1568 -0.2200 \n", + "4391 0.0000 0.8519 0.1325 \n", + "\n", + " Debt Growth R&D Expense Growth SG&A Expenses Growth \\\n", + "1 -0.0137 0.0000 -0.1265 \n", + "4 -0.2297 0.0000 0.0308 \n", + "5 -0.0008 0.0000 -0.0249 \n", + "8 0.0210 0.0960 0.0314 \n", + "9 -0.2343 0.1798 0.1104 \n", + "... ... ... ... \n", + "4387 -0.0152 0.0000 -0.2602 \n", + "4388 0.0000 0.0352 -0.0993 \n", + "4389 -0.0968 0.2415 0.8987 \n", + "4390 0.0000 2.7499 0.1457 \n", + "4391 0.0000 0.3577 0.5880 \n", + "\n", + " Sector 2019 PRICE VAR [%] Class \n", + "1 Energy 40.588068 1 \n", + "4 Industrials 44.757840 1 \n", + "5 Financial Services 44.315988 1 \n", + "8 Consumer Cyclical 22.161943 1 \n", + "9 Technology 3.016789 1 \n", + "... ... ... ... \n", + "4387 Real Estate -90.962099 0 \n", + "4388 Basic Materials -77.922077 0 \n", + "4389 Basic Materials -17.834400 0 \n", + "4390 Industrials -73.520000 0 \n", + "4391 Healthcare 209.462222 1 \n", + "\n", + "[3599 rows x 223 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/Just Ratios dataset b/Just Ratios dataset new file mode 100644 index 0000000..06103c9 --- /dev/null +++ b/Just Ratios dataset @@ -0,0 +1 @@ +financials_2018 = financials_2018[['Net cash flow / Change in cash','Net Cash/Marketcap','priceBookValueRatio','priceToBookRatio','priceToSalesRatio','priceEarningsRatio','priceToFreeCashFlowsRatio','priceToOperatingCashFlowsRatio','priceCashFlowRatio','priceEarningsToGrowthRatio','priceSalesRatio','dividendYield','enterpriseValueMultiple','ebitperRevenue','niperEBT','returnOnAssets','returnOnEquity','eBTperEBIT','eBITperRevenue','currentRatio','quickRatio','cashRatio','daysOfSalesOutstanding','daysOfInventoryOutstanding','daysOfPayablesOutstanding','companyEquityMultiplier','payoutRatio','operatingCashFlowSalesRatio','freeCashFlowOperatingCashFlowRatio','shortTermCoverageRatios','dividendPayoutRatio','PE ratio','Price to Sales Ratio','EV to Sales','Enterprise Value over EBITDA','Earnings Yield','Free Cash Flow Yield','shortTermCoverageRatios','dividendPayoutRatio','PE ratio','Price to Sales Ratio','EV to Sales','Enterprise Value over EBITDA','Earnings Yield','Free Cash Flow Yield','Debt to Equity','Debt to Assets','Net Debt to EBITDA','Current ratio','Dividend Yield','Payout Ratio','SG&A to Revenue','R&D to Revenue','Intangibles to Total Assets','Capex to Operating Cash Flow','Capex to Revenue','ROIC','Working Capital','Average Receivables','Average Payables','Days Sales Outstanding','Days Payables Outstanding','Days of Inventory on Hand','ROE','Sector','2019 PRICE VAR [%]','Class']]