diff --git a/Spanish stocks/.ipynb_checkpoints/Spanish stocks-checkpoint.ipynb b/Spanish stocks/.ipynb_checkpoints/Spanish stocks-checkpoint.ipynb new file mode 100644 index 00000000..ffbc35ce --- /dev/null +++ b/Spanish stocks/.ipynb_checkpoints/Spanish stocks-checkpoint.ipynb @@ -0,0 +1,1186 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:29.357781Z", + "iopub.status.busy": "2021-02-09T01:12:29.357024Z", + "iopub.status.idle": "2021-02-09T01:12:30.307435Z", + "shell.execute_reply": "2021-02-09T01:12:30.306436Z" + }, + "papermill": { + "duration": 0.976147, + "end_time": "2021-02-09T01:12:30.307704", + "exception": false, + "start_time": "2021-02-09T01:12:29.331557", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "from sklearn.preprocessing import StandardScaler\n", + "import matplotlib.pyplot as plt # plotting\n", + "import numpy as np # linear algebra\n", + "import os # accessing directory structure\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.390896Z", + "iopub.status.busy": "2021-02-09T01:12:30.390243Z", + "iopub.status.idle": "2021-02-09T01:12:30.446354Z", + "shell.execute_reply": "2021-02-09T01:12:30.445695Z" + }, + "papermill": { + "duration": 0.080434, + "end_time": "2021-02-09T01:12:30.446517", + "exception": false, + "start_time": "2021-02-09T01:12:30.366083", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PQR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/BIOS.csv\n", + 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stocks/spain/prices/FCC.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YARE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ELEKTRA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/REN.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YARP.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YAST.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YVIV.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CBAV.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/NBIB.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/AIR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/VOLB.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YNUM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/APPS.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PRS.csv\n" + ] + } + ], + "source": [ + "for dirname, _, filenames in os.walk('/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.539004Z", + "iopub.status.busy": "2021-02-09T01:12:30.538346Z", + "iopub.status.idle": "2021-02-09T01:12:30.541456Z", + "shell.execute_reply": "2021-02-09T01:12:30.540840Z" + }, + "papermill": { + "duration": 0.033336, + "end_time": "2021-02-09T01:12:30.541610", + "exception": false, + "start_time": "2021-02-09T01:12:30.508274", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Distribution graphs (histogram/bar graph) of column data\n", + "def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):\n", + " nunique = df.nunique()\n", + " df = df[[col for col in df if nunique[col] > 1 and nunique[col] < 50]] # For displaying purposes, pick columns that have between 1 and 50 unique values\n", + " nRow, nCol = df.shape\n", + " columnNames = list(df)\n", + " nGraphRow = (nCol + nGraphPerRow - 1) / nGraphPerRow\n", + " plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')\n", + " for i in range(min(nCol, nGraphShown)):\n", + " plt.subplot(nGraphRow, nGraphPerRow, i + 1)\n", + " columnDf = df.iloc[:, i]\n", + " if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):\n", + " valueCounts = columnDf.value_counts()\n", + " valueCounts.plot.bar()\n", + " else:\n", + " columnDf.hist()\n", + " plt.ylabel('counts')\n", + " plt.xticks(rotation = 90)\n", + " plt.title(f'{columnNames[i]} (column {i})')\n", + " plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.590625Z", + "iopub.status.busy": "2021-02-09T01:12:30.589989Z", + "iopub.status.idle": "2021-02-09T01:12:30.593518Z", + "shell.execute_reply": "2021-02-09T01:12:30.592998Z" + }, + "papermill": { + "duration": 0.032108, + "end_time": "2021-02-09T01:12:30.593653", + "exception": false, + "start_time": "2021-02-09T01:12:30.561545", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Correlation matrix\n", + "def plotCorrelationMatrix(df, graphWidth):\n", + " filename = df.dataframeName\n", + " df = df.dropna('columns') # drop columns with NaN\n", + " df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n", + " if df.shape[1] < 2:\n", + " print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n", + " return\n", + " corr = df.corr()\n", + " plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n", + " corrMat = plt.matshow(corr, fignum = 1)\n", + " plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n", + " plt.yticks(range(len(corr.columns)), corr.columns)\n", + " plt.gca().xaxis.tick_bottom()\n", + " plt.colorbar(corrMat)\n", + " plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.644753Z", + "iopub.status.busy": "2021-02-09T01:12:30.643664Z", + "iopub.status.idle": "2021-02-09T01:12:30.647316Z", + "shell.execute_reply": "2021-02-09T01:12:30.646788Z" + }, + "papermill": { + "duration": 0.033954, + "end_time": "2021-02-09T01:12:30.647489", + "exception": false, + "start_time": "2021-02-09T01:12:30.613535", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Scatter and density plots\n", + "def plotScatterMatrix(df, plotSize, textSize):\n", + " df = df.select_dtypes(include =[np.number]) # keep only numerical columns\n", + " # Remove rows and columns that would lead to df being singular\n", + " df = df.dropna('columns')\n", + " df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n", + " columnNames = list(df)\n", + " if len(columnNames) > 10: # reduce the number of columns for matrix inversion of kernel density plots\n", + " columnNames = columnNames[:10]\n", + " df = df[columnNames]\n", + " ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal='kde')\n", + " corrs = df.corr().values\n", + " for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):\n", + " ax[i, j].annotate('Corr. coef = %.3f' % corrs[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)\n", + " plt.suptitle('Scatter and Density Plot')\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.019925, + "end_time": "2021-02-09T01:12:30.688183", + "exception": false, + "start_time": "2021-02-09T01:12:30.668258", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Now you're ready to read in the data and use the plotting functions to visualize the data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.020058, + "end_time": "2021-02-09T01:12:30.728410", + "exception": false, + "start_time": "2021-02-09T01:12:30.708352", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 1st file: /kaggle/input/spain/stocks_list.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.774243Z", + "iopub.status.busy": "2021-02-09T01:12:30.773525Z", + "iopub.status.idle": "2021-02-09T01:12:30.793418Z", + "shell.execute_reply": "2021-02-09T01:12:30.792821Z" + }, + "papermill": { + "duration": 0.045318, + "end_time": "2021-02-09T01:12:30.793580", + "exception": false, + "start_time": "2021-02-09T01:12:30.748262", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 234 rows and 7 columns\n" + ] + } + ], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# stocks_list.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df1 = pd.read_csv('/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/stocks_list.csv', delimiter=',', nrows = nRowsRead)\n", + "df1.dataframeName = 'stocks_list.csv'\n", + "nRow, nCol = df1.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.020594, + "end_time": "2021-02-09T01:12:30.835230", + "exception": false, + "start_time": "2021-02-09T01:12:30.814636", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.884573Z", + "iopub.status.busy": "2021-02-09T01:12:30.883881Z", + "iopub.status.idle": "2021-02-09T01:12:30.905952Z", + "shell.execute_reply": "2021-02-09T01:12:30.905295Z" + }, + "papermill": { + "duration": 0.049819, + "end_time": "2021-02-09T01:12:30.906106", + "exception": false, + "start_time": "2021-02-09T01:12:30.856287", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0countrynamefull_nameisincurrencysymbol
00spainACSACS Actividades de Construccion y Servicios SAES0167050915EURACS
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" + ], + "text/plain": [ + " Unnamed: 0 country name \\\n", + "0 0 spain ACS \n", + "1 1 spain Abengoa \n", + "2 2 spain Atresmedia \n", + "3 3 spain Acerinox \n", + "4 4 spain BBVA \n", + "\n", + " full_name isin currency \\\n", + "0 ACS Actividades de Construccion y Servicios SA ES0167050915 EUR \n", + "1 Abengoa ES0105200416 EUR \n", + "2 Atresmedia ES0109427734 EUR \n", + "3 Acerinox ES0132105018 EUR \n", + "4 BBVA ES0113211835 EUR \n", + "\n", + " symbol \n", + "0 ACS \n", + "1 ABG \n", + "2 A3M \n", + "3 ACX \n", + "4 BBVA " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.021446, + "end_time": "2021-02-09T01:12:30.948877", + "exception": false, + "start_time": "2021-02-09T01:12:30.927431", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.997384Z", + "iopub.status.busy": "2021-02-09T01:12:30.996669Z", + "iopub.status.idle": "2021-02-09T01:12:31.015659Z", + "shell.execute_reply": "2021-02-09T01:12:31.016100Z" + }, + "papermill": { + "duration": 0.045702, + "end_time": "2021-02-09T01:12:31.016329", + "exception": false, + "start_time": "2021-02-09T01:12:30.970627", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotPerColumnDistribution(df1, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022697, + "end_time": "2021-02-09T01:12:31.060676", + "exception": false, + "start_time": "2021-02-09T01:12:31.037979", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 2nd file: /kaggle/input/spain/prices/ACS.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.111152Z", + "iopub.status.busy": "2021-02-09T01:12:31.110491Z", + "iopub.status.idle": "2021-02-09T01:12:31.130537Z", + "shell.execute_reply": "2021-02-09T01:12:31.131033Z" + }, + "papermill": { + "duration": 0.048247, + "end_time": "2021-02-09T01:12:31.131236", + "exception": false, + "start_time": "2021-02-09T01:12:31.082989", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/kaggle/input/spain/prices/ACS.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m nRowsRead \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1000\u001b[39m \u001b[38;5;66;03m# specify 'None' if want to read whole file\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# ACS.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m df2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/kaggle/input/spain/prices/ACS.csv\u001b[39m\u001b[38;5;124m'\u001b[39m, delimiter\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m'\u001b[39m, nrows \u001b[38;5;241m=\u001b[39m nRowsRead)\n\u001b[1;32m 4\u001b[0m df2\u001b[38;5;241m.\u001b[39mdataframeName \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mACS.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 5\u001b[0m nRow, nCol \u001b[38;5;241m=\u001b[39m df2\u001b[38;5;241m.\u001b[39mshape\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/util/_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.._deprecate_kwarg..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 210\u001b[0m kwargs[new_arg_name] \u001b[38;5;241m=\u001b[39m new_arg_value\n\u001b[0;32m--> 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/util/_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 330\u001b[0m )\n\u001b[0;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m 935\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 936\u001b[0m dialect,\n\u001b[1;32m 937\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 946\u001b[0m defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 947\u001b[0m )\n\u001b[1;32m 948\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 602\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 604\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 605\u001b[0m parser \u001b[38;5;241m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[1;32m 607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1441\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_engine(f, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1733\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1734\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1735\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m get_handle(\n\u001b[1;32m 1736\u001b[0m f,\n\u001b[1;32m 1737\u001b[0m mode,\n\u001b[1;32m 1738\u001b[0m encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1739\u001b[0m compression\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1740\u001b[0m memory_map\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmemory_map\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 1741\u001b[0m is_text\u001b[38;5;241m=\u001b[39mis_text,\n\u001b[1;32m 1742\u001b[0m errors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding_errors\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstrict\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m 1743\u001b[0m storage_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstorage_options\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1744\u001b[0m )\n\u001b[1;32m 1745\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1746\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 851\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 852\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 853\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 855\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 856\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(\n\u001b[1;32m 857\u001b[0m handle,\n\u001b[1;32m 858\u001b[0m ioargs\u001b[38;5;241m.\u001b[39mmode,\n\u001b[1;32m 859\u001b[0m encoding\u001b[38;5;241m=\u001b[39mioargs\u001b[38;5;241m.\u001b[39mencoding,\n\u001b[1;32m 860\u001b[0m errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[1;32m 861\u001b[0m newline\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 862\u001b[0m )\n\u001b[1;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 864\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 865\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/kaggle/input/spain/prices/ACS.csv'" + ] + } + ], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# ACS.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df2 = pd.read_csv('/kaggle/input/spain/prices/ACS.csv', delimiter=',', nrows = nRowsRead)\n", + "df2.dataframeName = 'ACS.csv'\n", + "nRow, nCol = df2.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022232, + "end_time": "2021-02-09T01:12:31.175756", + "exception": false, + "start_time": "2021-02-09T01:12:31.153524", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.224102Z", + "iopub.status.busy": "2021-02-09T01:12:31.223491Z", + "iopub.status.idle": "2021-02-09T01:12:31.239409Z", + "shell.execute_reply": "2021-02-09T01:12:31.239861Z" + }, + "papermill": { + "duration": 0.041808, + "end_time": "2021-02-09T01:12:31.240037", + "exception": false, + "start_time": "2021-02-09T01:12:31.198229", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df2.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022341, + "end_time": "2021-02-09T01:12:31.285067", + "exception": false, + "start_time": "2021-02-09T01:12:31.262726", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.334109Z", + "iopub.status.busy": "2021-02-09T01:12:31.333515Z", + "iopub.status.idle": "2021-02-09T01:12:31.349253Z", + "shell.execute_reply": "2021-02-09T01:12:31.349708Z" + }, + "papermill": { + "duration": 0.042092, + "end_time": "2021-02-09T01:12:31.349866", + "exception": false, + "start_time": "2021-02-09T01:12:31.307774", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotPerColumnDistribution(df2, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.023045, + "end_time": "2021-02-09T01:12:31.395690", + "exception": false, + "start_time": "2021-02-09T01:12:31.372645", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Correlation matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.446015Z", + "iopub.status.busy": "2021-02-09T01:12:31.445441Z", + "iopub.status.idle": "2021-02-09T01:12:31.839316Z", + "shell.execute_reply": "2021-02-09T01:12:31.837922Z" + }, + "papermill": { + "duration": 0.420338, + "end_time": "2021-02-09T01:12:31.839513", + "exception": false, + "start_time": "2021-02-09T01:12:31.419175", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotCorrelationMatrix(df2, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.024132, + "end_time": "2021-02-09T01:12:31.888282", + "exception": false, + "start_time": "2021-02-09T01:12:31.864150", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Scatter and density plots:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.948856Z", + "iopub.status.busy": "2021-02-09T01:12:31.948215Z", + "iopub.status.idle": "2021-02-09T01:12:34.002484Z", + "shell.execute_reply": "2021-02-09T01:12:34.002987Z" + }, + "papermill": { + "duration": 2.090238, + "end_time": "2021-02-09T01:12:34.003197", + "exception": false, + "start_time": "2021-02-09T01:12:31.912959", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotScatterMatrix(df2, 15, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.031439, + "end_time": "2021-02-09T01:12:34.065804", + "exception": false, + "start_time": "2021-02-09T01:12:34.034365", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 3rd file: /kaggle/input/spain/prices/ALFAA.csv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.133836Z", + "iopub.status.busy": "2021-02-09T01:12:34.133192Z", + "iopub.status.idle": "2021-02-09T01:12:34.145777Z", + "shell.execute_reply": "2021-02-09T01:12:34.145224Z" + }, + "papermill": { + "duration": 0.048953, + "end_time": "2021-02-09T01:12:34.145940", + "exception": false, + "start_time": "2021-02-09T01:12:34.096987", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# ALFAA.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df3 = pd.read_csv('/kaggle/input/spain/prices/ALFAA.csv', delimiter=',', nrows = nRowsRead)\n", + "df3.dataframeName = 'ALFAA.csv'\n", + "nRow, nCol = df3.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.031551, + "end_time": "2021-02-09T01:12:34.209385", + "exception": false, + "start_time": "2021-02-09T01:12:34.177834", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.290196Z", + "iopub.status.busy": "2021-02-09T01:12:34.289249Z", + "iopub.status.idle": "2021-02-09T01:12:34.294572Z", + "shell.execute_reply": "2021-02-09T01:12:34.293987Z" + }, + "papermill": { + "duration": 0.053625, + "end_time": "2021-02-09T01:12:34.294729", + "exception": false, + "start_time": "2021-02-09T01:12:34.241104", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df3.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.032956, + "end_time": "2021-02-09T01:12:34.360063", + "exception": false, + "start_time": "2021-02-09T01:12:34.327107", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.432083Z", + "iopub.status.busy": "2021-02-09T01:12:34.431248Z", + "iopub.status.idle": "2021-02-09T01:12:34.442906Z", + "shell.execute_reply": "2021-02-09T01:12:34.442373Z" + }, + "papermill": { + "duration": 0.050518, + "end_time": "2021-02-09T01:12:34.443071", + "exception": false, + "start_time": "2021-02-09T01:12:34.392553", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotPerColumnDistribution(df3, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.032376, + "end_time": "2021-02-09T01:12:34.508424", + "exception": false, + "start_time": "2021-02-09T01:12:34.476048", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Correlation matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.584671Z", + "iopub.status.busy": "2021-02-09T01:12:34.583694Z", + "iopub.status.idle": "2021-02-09T01:12:34.910404Z", + "shell.execute_reply": "2021-02-09T01:12:34.909864Z" + }, + "papermill": { + "duration": 0.369464, + "end_time": "2021-02-09T01:12:34.910543", + "exception": false, + "start_time": "2021-02-09T01:12:34.541079", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotCorrelationMatrix(df3, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.03323, + "end_time": "2021-02-09T01:12:34.976937", + "exception": false, + "start_time": "2021-02-09T01:12:34.943707", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Scatter and density plots:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:35.054831Z", + "iopub.status.busy": "2021-02-09T01:12:35.053880Z", + "iopub.status.idle": "2021-02-09T01:12:36.971582Z", + "shell.execute_reply": "2021-02-09T01:12:36.972108Z" + }, + "papermill": { + "duration": 1.961725, + "end_time": "2021-02-09T01:12:36.972312", + "exception": false, + "start_time": "2021-02-09T01:12:35.010587", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotScatterMatrix(df3, 15, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.03586, + "end_time": "2021-02-09T01:12:37.045275", + "exception": false, + "start_time": "2021-02-09T01:12:37.009415", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Conclusion\n", + "This concludes your starter analysis! To go forward from here, click the blue \"Fork Notebook\" button at the top of this kernel. This will create a copy of the code and environment for you to edit. Delete, modify, and add code as you please. Happy Kaggling!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "papermill": { + "default_parameters": {}, + "duration": 14.515194, + "end_time": "2021-02-09T01:12:37.694830", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-02-09T01:12:23.179636", + "version": "2.2.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Spanish stocks/Spanish stocks.ipynb b/Spanish stocks/Spanish stocks.ipynb new file mode 100644 index 00000000..ffbc35ce --- /dev/null +++ b/Spanish stocks/Spanish stocks.ipynb @@ -0,0 +1,1186 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:29.357781Z", + "iopub.status.busy": "2021-02-09T01:12:29.357024Z", + "iopub.status.idle": "2021-02-09T01:12:30.307435Z", + "shell.execute_reply": "2021-02-09T01:12:30.306436Z" + }, + "papermill": { + "duration": 0.976147, + "end_time": "2021-02-09T01:12:30.307704", + "exception": false, + "start_time": "2021-02-09T01:12:29.331557", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "from sklearn.preprocessing import StandardScaler\n", + "import matplotlib.pyplot as plt # plotting\n", + "import numpy as np # linear algebra\n", + "import os # accessing directory structure\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.390896Z", + "iopub.status.busy": "2021-02-09T01:12:30.390243Z", + "iopub.status.idle": "2021-02-09T01:12:30.446354Z", + "shell.execute_reply": "2021-02-09T01:12:30.445695Z" + }, + "papermill": { + "duration": 0.080434, + "end_time": "2021-02-09T01:12:30.446517", + "exception": false, + "start_time": "2021-02-09T01:12:30.366083", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PQR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/BIOS.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/TLGO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/NXTE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YTEM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YORS.csv\n", + 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stocks/spain/prices/MAP.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GEST.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/TL5.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/AMXL.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ABG.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/FER.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/VOZ.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/SPK.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YGMP.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ELTO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/BKY.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CCMC.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/BBVA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ROVI.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GREG.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/TUR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ABGek.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PANGO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GRIE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YOVA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ANA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/APAM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/LGT.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/FACE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ACS.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CMM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YSPS.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YQPQ.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/HOME.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CDRE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/RTA4.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/EUWT.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ENOR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/EKTL.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/LBK.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PRIM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CPLE6.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/EATP.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PHMR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CEV.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YPARK.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YDOM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/TRE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ADXR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/USIM5.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/IFFE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ABBO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GRN.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/UNI.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GSJ.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PSG.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ICAG.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/AGIL.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/TR1.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/SCYR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/MEL.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ADLB.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ATRY.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CRBHO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YQUO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/BBDC.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/RDM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/GALQ.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YGGC.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/VALO.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/OHL.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/APE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ARM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/EDRE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YVIT.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CIEA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/FCC.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YARE.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/ELEKTRA.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/REN.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YARP.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YAST.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YVIV.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/CBAV.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/NBIB.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/AIR.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/VOLB.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/YNUM.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/APPS.csv\n", + "/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices/PRS.csv\n" + ] + } + ], + "source": [ + "for dirname, _, filenames in os.walk('/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/prices'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.539004Z", + "iopub.status.busy": "2021-02-09T01:12:30.538346Z", + "iopub.status.idle": "2021-02-09T01:12:30.541456Z", + "shell.execute_reply": "2021-02-09T01:12:30.540840Z" + }, + "papermill": { + "duration": 0.033336, + "end_time": "2021-02-09T01:12:30.541610", + "exception": false, + "start_time": "2021-02-09T01:12:30.508274", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Distribution graphs (histogram/bar graph) of column data\n", + "def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):\n", + " nunique = df.nunique()\n", + " df = df[[col for col in df if nunique[col] > 1 and nunique[col] < 50]] # For displaying purposes, pick columns that have between 1 and 50 unique values\n", + " nRow, nCol = df.shape\n", + " columnNames = list(df)\n", + " nGraphRow = (nCol + nGraphPerRow - 1) / nGraphPerRow\n", + " plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')\n", + " for i in range(min(nCol, nGraphShown)):\n", + " plt.subplot(nGraphRow, nGraphPerRow, i + 1)\n", + " columnDf = df.iloc[:, i]\n", + " if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):\n", + " valueCounts = columnDf.value_counts()\n", + " valueCounts.plot.bar()\n", + " else:\n", + " columnDf.hist()\n", + " plt.ylabel('counts')\n", + " plt.xticks(rotation = 90)\n", + " plt.title(f'{columnNames[i]} (column {i})')\n", + " plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.590625Z", + "iopub.status.busy": "2021-02-09T01:12:30.589989Z", + "iopub.status.idle": "2021-02-09T01:12:30.593518Z", + "shell.execute_reply": "2021-02-09T01:12:30.592998Z" + }, + "papermill": { + "duration": 0.032108, + "end_time": "2021-02-09T01:12:30.593653", + "exception": false, + "start_time": "2021-02-09T01:12:30.561545", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Correlation matrix\n", + "def plotCorrelationMatrix(df, graphWidth):\n", + " filename = df.dataframeName\n", + " df = df.dropna('columns') # drop columns with NaN\n", + " df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n", + " if df.shape[1] < 2:\n", + " print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n", + " return\n", + " corr = df.corr()\n", + " plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n", + " corrMat = plt.matshow(corr, fignum = 1)\n", + " plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n", + " plt.yticks(range(len(corr.columns)), corr.columns)\n", + " plt.gca().xaxis.tick_bottom()\n", + " plt.colorbar(corrMat)\n", + " plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.644753Z", + "iopub.status.busy": "2021-02-09T01:12:30.643664Z", + "iopub.status.idle": "2021-02-09T01:12:30.647316Z", + "shell.execute_reply": "2021-02-09T01:12:30.646788Z" + }, + "papermill": { + "duration": 0.033954, + "end_time": "2021-02-09T01:12:30.647489", + "exception": false, + "start_time": "2021-02-09T01:12:30.613535", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Scatter and density plots\n", + "def plotScatterMatrix(df, plotSize, textSize):\n", + " df = df.select_dtypes(include =[np.number]) # keep only numerical columns\n", + " # Remove rows and columns that would lead to df being singular\n", + " df = df.dropna('columns')\n", + " df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n", + " columnNames = list(df)\n", + " if len(columnNames) > 10: # reduce the number of columns for matrix inversion of kernel density plots\n", + " columnNames = columnNames[:10]\n", + " df = df[columnNames]\n", + " ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal='kde')\n", + " corrs = df.corr().values\n", + " for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):\n", + " ax[i, j].annotate('Corr. coef = %.3f' % corrs[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)\n", + " plt.suptitle('Scatter and Density Plot')\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.019925, + "end_time": "2021-02-09T01:12:30.688183", + "exception": false, + "start_time": "2021-02-09T01:12:30.668258", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Now you're ready to read in the data and use the plotting functions to visualize the data." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.020058, + "end_time": "2021-02-09T01:12:30.728410", + "exception": false, + "start_time": "2021-02-09T01:12:30.708352", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 1st file: /kaggle/input/spain/stocks_list.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.774243Z", + "iopub.status.busy": "2021-02-09T01:12:30.773525Z", + "iopub.status.idle": "2021-02-09T01:12:30.793418Z", + "shell.execute_reply": "2021-02-09T01:12:30.792821Z" + }, + "papermill": { + "duration": 0.045318, + "end_time": "2021-02-09T01:12:30.793580", + "exception": false, + "start_time": "2021-02-09T01:12:30.748262", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 234 rows and 7 columns\n" + ] + } + ], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# stocks_list.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df1 = pd.read_csv('/Users/shikarichacha/Desktop/air 1/Spanish stocks/spain/stocks_list.csv', delimiter=',', nrows = nRowsRead)\n", + "df1.dataframeName = 'stocks_list.csv'\n", + "nRow, nCol = df1.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.020594, + "end_time": "2021-02-09T01:12:30.835230", + "exception": false, + "start_time": "2021-02-09T01:12:30.814636", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.884573Z", + "iopub.status.busy": "2021-02-09T01:12:30.883881Z", + "iopub.status.idle": "2021-02-09T01:12:30.905952Z", + "shell.execute_reply": "2021-02-09T01:12:30.905295Z" + }, + "papermill": { + "duration": 0.049819, + "end_time": "2021-02-09T01:12:30.906106", + "exception": false, + "start_time": "2021-02-09T01:12:30.856287", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0countrynamefull_nameisincurrencysymbol
00spainACSACS Actividades de Construccion y Servicios SAES0167050915EURACS
11spainAbengoaAbengoaES0105200416EURABG
22spainAtresmediaAtresmediaES0109427734EURA3M
33spainAcerinoxAcerinoxES0132105018EURACX
44spainBBVABBVAES0113211835EURBBVA
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 country name \\\n", + "0 0 spain ACS \n", + "1 1 spain Abengoa \n", + "2 2 spain Atresmedia \n", + "3 3 spain Acerinox \n", + "4 4 spain BBVA \n", + "\n", + " full_name isin currency \\\n", + "0 ACS Actividades de Construccion y Servicios SA ES0167050915 EUR \n", + "1 Abengoa ES0105200416 EUR \n", + "2 Atresmedia ES0109427734 EUR \n", + "3 Acerinox ES0132105018 EUR \n", + "4 BBVA ES0113211835 EUR \n", + "\n", + " symbol \n", + "0 ACS \n", + "1 ABG \n", + "2 A3M \n", + "3 ACX \n", + "4 BBVA " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.021446, + "end_time": "2021-02-09T01:12:30.948877", + "exception": false, + "start_time": "2021-02-09T01:12:30.927431", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:30.997384Z", + "iopub.status.busy": "2021-02-09T01:12:30.996669Z", + "iopub.status.idle": "2021-02-09T01:12:31.015659Z", + "shell.execute_reply": "2021-02-09T01:12:31.016100Z" + }, + "papermill": { + "duration": 0.045702, + "end_time": "2021-02-09T01:12:31.016329", + "exception": false, + "start_time": "2021-02-09T01:12:30.970627", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotPerColumnDistribution(df1, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022697, + "end_time": "2021-02-09T01:12:31.060676", + "exception": false, + "start_time": "2021-02-09T01:12:31.037979", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 2nd file: /kaggle/input/spain/prices/ACS.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.111152Z", + "iopub.status.busy": "2021-02-09T01:12:31.110491Z", + "iopub.status.idle": "2021-02-09T01:12:31.130537Z", + "shell.execute_reply": "2021-02-09T01:12:31.131033Z" + }, + "papermill": { + "duration": 0.048247, + "end_time": "2021-02-09T01:12:31.131236", + "exception": false, + "start_time": "2021-02-09T01:12:31.082989", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/kaggle/input/spain/prices/ACS.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[9], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m nRowsRead \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1000\u001b[39m \u001b[38;5;66;03m# specify 'None' if want to read whole file\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# ACS.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m df2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/kaggle/input/spain/prices/ACS.csv\u001b[39m\u001b[38;5;124m'\u001b[39m, delimiter\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m'\u001b[39m, nrows \u001b[38;5;241m=\u001b[39m nRowsRead)\n\u001b[1;32m 4\u001b[0m df2\u001b[38;5;241m.\u001b[39mdataframeName \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mACS.csv\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 5\u001b[0m nRow, nCol \u001b[38;5;241m=\u001b[39m df2\u001b[38;5;241m.\u001b[39mshape\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/util/_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.._deprecate_kwarg..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 210\u001b[0m kwargs[new_arg_name] \u001b[38;5;241m=\u001b[39m new_arg_value\n\u001b[0;32m--> 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/util/_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 330\u001b[0m )\n\u001b[0;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m 935\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 936\u001b[0m dialect,\n\u001b[1;32m 937\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 946\u001b[0m defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 947\u001b[0m )\n\u001b[1;32m 948\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 602\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 604\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 605\u001b[0m parser \u001b[38;5;241m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[1;32m 607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1441\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_engine(f, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine)\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1733\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1734\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1735\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m get_handle(\n\u001b[1;32m 1736\u001b[0m f,\n\u001b[1;32m 1737\u001b[0m mode,\n\u001b[1;32m 1738\u001b[0m encoding\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1739\u001b[0m compression\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompression\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1740\u001b[0m memory_map\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmemory_map\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 1741\u001b[0m is_text\u001b[38;5;241m=\u001b[39mis_text,\n\u001b[1;32m 1742\u001b[0m errors\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mencoding_errors\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstrict\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m 1743\u001b[0m storage_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstorage_options\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[1;32m 1744\u001b[0m )\n\u001b[1;32m 1745\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1746\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", + "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 851\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 852\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 853\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 855\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 856\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(\n\u001b[1;32m 857\u001b[0m handle,\n\u001b[1;32m 858\u001b[0m ioargs\u001b[38;5;241m.\u001b[39mmode,\n\u001b[1;32m 859\u001b[0m encoding\u001b[38;5;241m=\u001b[39mioargs\u001b[38;5;241m.\u001b[39mencoding,\n\u001b[1;32m 860\u001b[0m errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[1;32m 861\u001b[0m newline\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 862\u001b[0m )\n\u001b[1;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 864\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 865\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/kaggle/input/spain/prices/ACS.csv'" + ] + } + ], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# ACS.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df2 = pd.read_csv('/kaggle/input/spain/prices/ACS.csv', delimiter=',', nrows = nRowsRead)\n", + "df2.dataframeName = 'ACS.csv'\n", + "nRow, nCol = df2.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022232, + "end_time": "2021-02-09T01:12:31.175756", + "exception": false, + "start_time": "2021-02-09T01:12:31.153524", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.224102Z", + "iopub.status.busy": "2021-02-09T01:12:31.223491Z", + "iopub.status.idle": "2021-02-09T01:12:31.239409Z", + "shell.execute_reply": "2021-02-09T01:12:31.239861Z" + }, + "papermill": { + "duration": 0.041808, + "end_time": "2021-02-09T01:12:31.240037", + "exception": false, + "start_time": "2021-02-09T01:12:31.198229", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df2.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.022341, + "end_time": "2021-02-09T01:12:31.285067", + "exception": false, + "start_time": "2021-02-09T01:12:31.262726", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.334109Z", + "iopub.status.busy": "2021-02-09T01:12:31.333515Z", + "iopub.status.idle": "2021-02-09T01:12:31.349253Z", + "shell.execute_reply": "2021-02-09T01:12:31.349708Z" + }, + "papermill": { + "duration": 0.042092, + "end_time": "2021-02-09T01:12:31.349866", + "exception": false, + "start_time": "2021-02-09T01:12:31.307774", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotPerColumnDistribution(df2, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.023045, + "end_time": "2021-02-09T01:12:31.395690", + "exception": false, + "start_time": "2021-02-09T01:12:31.372645", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Correlation matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.446015Z", + "iopub.status.busy": "2021-02-09T01:12:31.445441Z", + "iopub.status.idle": "2021-02-09T01:12:31.839316Z", + "shell.execute_reply": "2021-02-09T01:12:31.837922Z" + }, + "papermill": { + "duration": 0.420338, + "end_time": "2021-02-09T01:12:31.839513", + "exception": false, + "start_time": "2021-02-09T01:12:31.419175", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotCorrelationMatrix(df2, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.024132, + "end_time": "2021-02-09T01:12:31.888282", + "exception": false, + "start_time": "2021-02-09T01:12:31.864150", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Scatter and density plots:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:31.948856Z", + "iopub.status.busy": "2021-02-09T01:12:31.948215Z", + "iopub.status.idle": "2021-02-09T01:12:34.002484Z", + "shell.execute_reply": "2021-02-09T01:12:34.002987Z" + }, + "papermill": { + "duration": 2.090238, + "end_time": "2021-02-09T01:12:34.003197", + "exception": false, + "start_time": "2021-02-09T01:12:31.912959", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotScatterMatrix(df2, 15, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.031439, + "end_time": "2021-02-09T01:12:34.065804", + "exception": false, + "start_time": "2021-02-09T01:12:34.034365", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Let's check 3rd file: /kaggle/input/spain/prices/ALFAA.csv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.133836Z", + "iopub.status.busy": "2021-02-09T01:12:34.133192Z", + "iopub.status.idle": "2021-02-09T01:12:34.145777Z", + "shell.execute_reply": "2021-02-09T01:12:34.145224Z" + }, + "papermill": { + "duration": 0.048953, + "end_time": "2021-02-09T01:12:34.145940", + "exception": false, + "start_time": "2021-02-09T01:12:34.096987", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "nRowsRead = 1000 # specify 'None' if want to read whole file\n", + "# ALFAA.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows\n", + "df3 = pd.read_csv('/kaggle/input/spain/prices/ALFAA.csv', delimiter=',', nrows = nRowsRead)\n", + "df3.dataframeName = 'ALFAA.csv'\n", + "nRow, nCol = df3.shape\n", + "print(f'There are {nRow} rows and {nCol} columns')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.031551, + "end_time": "2021-02-09T01:12:34.209385", + "exception": false, + "start_time": "2021-02-09T01:12:34.177834", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Let's take a quick look at what the data looks like:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.290196Z", + "iopub.status.busy": "2021-02-09T01:12:34.289249Z", + "iopub.status.idle": "2021-02-09T01:12:34.294572Z", + "shell.execute_reply": "2021-02-09T01:12:34.293987Z" + }, + "papermill": { + "duration": 0.053625, + "end_time": "2021-02-09T01:12:34.294729", + "exception": false, + "start_time": "2021-02-09T01:12:34.241104", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "df3.head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.032956, + "end_time": "2021-02-09T01:12:34.360063", + "exception": false, + "start_time": "2021-02-09T01:12:34.327107", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Distribution graphs (histogram/bar graph) of sampled columns:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.432083Z", + "iopub.status.busy": "2021-02-09T01:12:34.431248Z", + "iopub.status.idle": "2021-02-09T01:12:34.442906Z", + "shell.execute_reply": "2021-02-09T01:12:34.442373Z" + }, + "papermill": { + "duration": 0.050518, + "end_time": "2021-02-09T01:12:34.443071", + "exception": false, + "start_time": "2021-02-09T01:12:34.392553", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotPerColumnDistribution(df3, 10, 5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.032376, + "end_time": "2021-02-09T01:12:34.508424", + "exception": false, + "start_time": "2021-02-09T01:12:34.476048", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Correlation matrix:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:34.584671Z", + "iopub.status.busy": "2021-02-09T01:12:34.583694Z", + "iopub.status.idle": "2021-02-09T01:12:34.910404Z", + "shell.execute_reply": "2021-02-09T01:12:34.909864Z" + }, + "papermill": { + "duration": 0.369464, + "end_time": "2021-02-09T01:12:34.910543", + "exception": false, + "start_time": "2021-02-09T01:12:34.541079", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotCorrelationMatrix(df3, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.03323, + "end_time": "2021-02-09T01:12:34.976937", + "exception": false, + "start_time": "2021-02-09T01:12:34.943707", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Scatter and density plots:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": false, + "execution": { + "iopub.execute_input": "2021-02-09T01:12:35.054831Z", + "iopub.status.busy": "2021-02-09T01:12:35.053880Z", + "iopub.status.idle": "2021-02-09T01:12:36.971582Z", + "shell.execute_reply": "2021-02-09T01:12:36.972108Z" + }, + "papermill": { + "duration": 1.961725, + "end_time": "2021-02-09T01:12:36.972312", + "exception": false, + "start_time": "2021-02-09T01:12:35.010587", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plotScatterMatrix(df3, 15, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "papermill": { + "duration": 0.03586, + "end_time": "2021-02-09T01:12:37.045275", + "exception": false, + "start_time": "2021-02-09T01:12:37.009415", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## Conclusion\n", + "This concludes your starter analysis! To go forward from here, click the blue \"Fork Notebook\" button at the top of this kernel. This will create a copy of the code and environment for you to edit. Delete, modify, and add code as you please. Happy Kaggling!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "papermill": { + "default_parameters": {}, + "duration": 14.515194, + "end_time": "2021-02-09T01:12:37.694830", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-02-09T01:12:23.179636", + "version": "2.2.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Spanish stocks/spain/prices/A3M.csv b/Spanish stocks/spain/prices/A3M.csv new file mode 100644 index 00000000..7c457e6f --- /dev/null +++ b/Spanish stocks/spain/prices/A3M.csv @@ -0,0 +1,3031 @@ 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diff --git a/Spanish stocks/spain/prices/ABBO.csv b/Spanish stocks/spain/prices/ABBO.csv new file mode 100644 index 00000000..1b34d274 --- /dev/null +++ b/Spanish stocks/spain/prices/ABBO.csv @@ -0,0 +1,1497 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2012-01-05,2.84,2.84,2.84,2.8,1,EUR,ABBO,spain +2012-01-09,2.75,2.75,2.75,2.75,2769,EUR,ABBO,spain +2012-01-10,2.75,2.75,2.75,2.75,3,EUR,ABBO,spain +2012-01-12,2.74,2.74,2.74,2.75,11,EUR,ABBO,spain +2012-01-16,2.74,2.74,2.74,2.75,20,EUR,ABBO,spain +2012-01-17,2.69,2.69,2.65,2.65,3750,EUR,ABBO,spain +2012-01-18,2.58,2.58,2.58,2.58,2060,EUR,ABBO,spain +2012-01-19,2.55,2.55,2.5,2.5,3950,EUR,ABBO,spain +2012-01-20,2.5,2.5,2.5,2.5,450,EUR,ABBO,spain +2012-01-23,2.55,2.55,2.51,2.51,6009,EUR,ABBO,spain +2012-01-26,2.62,2.62,2.62,2.51,25,EUR,ABBO,spain +2012-01-27,2.65,2.65,2.65,2.65,1910,EUR,ABBO,spain +2012-01-30,2.65,2.65,2.65,2.65,6984,EUR,ABBO,spain +2012-02-06,2.65,2.65,2.65,2.65,400,EUR,ABBO,spain 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mode 100644 index 00000000..dcfde3cb --- /dev/null +++ b/Spanish stocks/spain/prices/ALC.csv @@ -0,0 +1,1558 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2012-01-04,2.69,2.69,2.69,2.69,14870,EUR,ALC,spain +2012-01-12,2.58,2.58,2.58,2.58,250,EUR,ALC,spain +2012-01-16,2.63,2.63,2.63,2.63,200,EUR,ALC,spain +2012-01-17,2.62,2.62,2.58,2.58,800,EUR,ALC,spain +2012-01-18,2.58,2.58,2.58,2.58,1847,EUR,ALC,spain +2012-01-20,2.7,2.7,2.7,2.7,200,EUR,ALC,spain +2012-01-26,2.69,2.69,2.69,2.69,3345,EUR,ALC,spain +2012-02-14,2.69,2.69,2.69,2.69,2604,EUR,ALC,spain +2012-03-12,2.59,2.59,2.59,2.59,1941,EUR,ALC,spain +2012-03-13,2.57,2.57,2.57,2.57,1735,EUR,ALC,spain +2012-03-26,2.67,2.67,2.67,2.57,100,EUR,ALC,spain +2012-04-12,2.57,2.57,2.51,2.51,3949,EUR,ALC,spain +2012-04-25,2.57,2.57,2.51,2.51,100,EUR,ALC,spain +2012-04-30,2.57,2.57,2.57,2.57,200,EUR,ALC,spain +2012-05-22,2.58,2.58,2.58,2.58,3900,EUR,ALC,spain +2012-05-24,2.62,2.62,2.62,2.62,1920,EUR,ALC,spain 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stocks/spain/prices/CASHP.csv new file mode 100644 index 00000000..3e5b61a6 --- /dev/null +++ b/Spanish stocks/spain/prices/CASHP.csv @@ -0,0 +1,994 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2017-03-20,2.097,2.2,2.065,2.2,9725791,EUR,CASHP,spain +2017-03-21,2.23,2.25,2.181,2.19,15039043,EUR,CASHP,spain +2017-03-22,2.21,2.21,2.13,2.155,4428978,EUR,CASHP,spain +2017-03-23,2.195,2.196,2.15,2.151,670531,EUR,CASHP,spain +2017-03-24,2.169,2.169,2.09,2.102,877286,EUR,CASHP,spain +2017-03-27,2.085,2.095,2.05,2.05,947272,EUR,CASHP,spain +2017-03-28,2.06,2.09,2.0,2.09,1206327,EUR,CASHP,spain +2017-03-29,2.1,2.12,2.09,2.105,563767,EUR,CASHP,spain +2017-03-30,2.1,2.15,2.1,2.14,1033859,EUR,CASHP,spain +2017-03-31,2.12,2.149,2.107,2.14,524202,EUR,CASHP,spain +2017-04-03,2.159,2.165,2.1,2.125,475869,EUR,CASHP,spain +2017-04-04,2.11,2.16,2.11,2.13,503285,EUR,CASHP,spain +2017-04-05,2.11,2.15,2.101,2.13,750796,EUR,CASHP,spain +2017-04-06,2.11,2.17,2.101,2.17,4852902,EUR,CASHP,spain 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a/Spanish stocks/spain/prices/CMM.csv b/Spanish stocks/spain/prices/CMM.csv new file mode 100644 index 00000000..42612886 --- /dev/null +++ b/Spanish stocks/spain/prices/CMM.csv @@ -0,0 +1,156 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2014-09-30,1.97,1.97,1.93,1.93,2500,EUR,CMM,spain +2014-10-03,1.97,1.97,1.97,1.97,1001,EUR,CMM,spain +2014-10-06,1.92,1.92,1.92,1.92,1034,EUR,CMM,spain +2014-10-08,1.88,1.88,1.88,1.88,1500,EUR,CMM,spain +2014-10-16,1.84,1.84,1.82,1.82,3000,EUR,CMM,spain +2014-10-30,1.78,1.78,1.78,1.78,1500,EUR,CMM,spain +2014-10-31,1.74,1.74,1.74,1.74,559,EUR,CMM,spain +2014-11-06,1.75,1.75,1.75,1.75,700,EUR,CMM,spain +2014-11-12,1.71,1.71,1.71,1.71,1000,EUR,CMM,spain +2014-11-13,1.68,1.68,1.68,1.68,253,EUR,CMM,spain +2014-11-14,1.67,1.67,1.67,1.67,1700,EUR,CMM,spain +2014-11-26,1.64,1.64,1.64,1.64,1600,EUR,CMM,spain +2014-11-28,1.64,1.64,1.64,1.64,101081,EUR,CMM,spain +2014-12-05,1.61,1.61,1.61,1.61,700,EUR,CMM,spain 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stocks/spain/prices/LLN.csv new file mode 100644 index 00000000..fccb6ca4 --- /dev/null +++ b/Spanish stocks/spain/prices/LLN.csv @@ -0,0 +1,832 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2015-10-12,1.17,1.18,1.17,1.18,30616,EUR,LLN,spain +2015-10-13,1.17,1.17,1.14,1.14,40261,EUR,LLN,spain +2015-10-14,1.17,1.17,1.14,1.14,10146,EUR,LLN,spain +2015-10-15,1.14,1.17,1.14,1.17,8758,EUR,LLN,spain +2015-10-16,1.15,1.15,1.15,1.15,1792,EUR,LLN,spain +2015-10-20,1.14,1.14,1.14,1.14,2500,EUR,LLN,spain +2015-10-21,1.14,1.14,1.1,1.1,10567,EUR,LLN,spain +2015-10-22,1.1,1.1,1.07,1.07,8000,EUR,LLN,spain +2015-10-23,1.04,1.04,1.01,1.01,19718,EUR,LLN,spain +2015-10-26,1.04,1.04,1.04,1.04,13400,EUR,LLN,spain +2015-10-27,1.05,1.05,1.05,1.05,3000,EUR,LLN,spain +2015-10-28,1.05,1.05,1.05,1.05,1000,EUR,LLN,spain +2015-10-29,1.03,1.03,1.03,1.03,7000,EUR,LLN,spain +2015-10-30,1.04,1.04,1.04,1.04,1000,EUR,LLN,spain +2015-11-02,1.08,1.09,1.08,1.09,1000,EUR,LLN,spain 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00000000..7e380116 --- /dev/null +++ b/Spanish stocks/spain/prices/NEA.csv @@ -0,0 +1,2629 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2010-09-13,1.41,1.45,1.41,1.45,1663,EUR,NEA,spain +2010-09-14,1.4,1.45,1.4,1.45,11713,EUR,NEA,spain +2010-09-15,1.44,1.44,1.44,1.45,6,EUR,NEA,spain +2010-09-16,1.45,1.45,1.45,1.45,137,EUR,NEA,spain +2010-09-17,1.45,1.45,1.45,1.45,0,EUR,NEA,spain +2010-09-20,1.44,1.44,1.44,1.45,122,EUR,NEA,spain +2010-09-21,1.41,1.44,1.4,1.41,1151,EUR,NEA,spain +2010-09-22,1.4,1.44,1.4,1.44,2251,EUR,NEA,spain +2010-09-23,1.39,1.39,1.39,1.44,380,EUR,NEA,spain +2010-09-24,1.44,1.44,1.35,1.44,8,EUR,NEA,spain +2010-09-27,1.34,1.44,1.34,1.42,2247,EUR,NEA,spain +2010-09-28,1.35,1.41,1.35,1.39,8135,EUR,NEA,spain +2010-09-29,1.37,1.41,1.34,1.41,118712,EUR,NEA,spain +2010-09-30,1.34,1.39,1.34,1.39,31562,EUR,NEA,spain +2010-10-01,1.33,1.39,1.33,1.39,3203,EUR,NEA,spain +2010-10-04,1.39,1.39,1.35,1.39,353,EUR,NEA,spain 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+++ b/Spanish stocks/spain/prices/NHH.csv @@ -0,0 +1,2627 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2010-11-02,3.66,3.74,3.62,3.74,359606,EUR,NHH,spain +2010-11-03,3.73,3.77,3.7,3.71,511472,EUR,NHH,spain +2010-11-04,3.73,3.75,3.64,3.67,441571,EUR,NHH,spain +2010-11-05,3.68,3.69,3.54,3.58,337500,EUR,NHH,spain +2010-11-08,3.53,3.56,3.46,3.55,1490451,EUR,NHH,spain +2010-11-09,3.51,3.67,3.5,3.67,563875,EUR,NHH,spain +2010-11-10,3.61,3.65,3.53,3.56,396294,EUR,NHH,spain +2010-11-11,3.52,3.64,3.42,3.48,745790,EUR,NHH,spain +2010-11-12,3.45,3.52,3.34,3.45,309640,EUR,NHH,spain +2010-11-15,3.46,3.59,3.44,3.58,623146,EUR,NHH,spain +2010-11-16,3.54,3.58,3.4,3.41,339932,EUR,NHH,spain +2010-11-17,3.4,3.48,3.37,3.42,360247,EUR,NHH,spain +2010-11-18,3.42,3.54,3.42,3.48,416005,EUR,NHH,spain +2010-11-19,3.48,3.51,3.4,3.46,234766,EUR,NHH,spain +2010-11-22,3.48,3.53,3.41,3.42,348097,EUR,NHH,spain +2010-11-23,3.41,3.42,3.26,3.26,642061,EUR,NHH,spain 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mode 100644 index 00000000..7b600303 --- /dev/null +++ b/Spanish stocks/spain/prices/RBT.csv @@ -0,0 +1,465 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2018-02-28,5.65,5.65,5.65,5.65,16951,EUR,RBT,spain +2018-03-01,5.75,5.75,5.5,5.5,3247,EUR,RBT,spain +2018-03-02,5.4,5.4,5.4,5.4,2760,EUR,RBT,spain +2018-03-05,5.4,5.4,5.4,5.4,1840,EUR,RBT,spain +2018-03-08,5.5,5.5,5.5,5.5,2486,EUR,RBT,spain +2018-03-09,5.7,5.7,5.7,5.5,18,EUR,RBT,spain +2018-03-12,5.7,5.95,5.7,5.95,18210,EUR,RBT,spain +2018-03-13,6.2,6.5,6.2,6.5,14921,EUR,RBT,spain +2018-03-14,6.8,6.95,6.8,6.95,18934,EUR,RBT,spain +2018-03-15,7.0,7.0,7.0,7.0,5489,EUR,RBT,spain +2018-03-16,7.0,7.1,7.0,7.1,4286,EUR,RBT,spain +2018-03-19,6.9,6.9,6.6,6.6,2254,EUR,RBT,spain +2018-03-20,6.3,6.3,6.2,6.2,5020,EUR,RBT,spain +2018-03-21,6.2,6.35,6.2,6.35,1400,EUR,RBT,spain +2018-03-22,6.45,6.45,6.45,6.45,300,EUR,RBT,spain +2018-03-23,6.35,6.35,6.35,6.35,500,EUR,RBT,spain +2018-03-26,6.6,6.6,6.6,6.6,1715,EUR,RBT,spain 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stocks/spain/prices/USIM5.csv b/Spanish stocks/spain/prices/USIM5.csv new file mode 100644 index 00000000..39a1887e --- /dev/null +++ b/Spanish stocks/spain/prices/USIM5.csv @@ -0,0 +1,1608 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2011-10-06,4.21,4.36,4.21,4.36,8769,EUR,USIM5,spain +2011-10-07,4.4,4.44,4.4,4.42,8754,EUR,USIM5,spain +2011-10-10,4.3,4.44,4.3,4.48,5843,EUR,USIM5,spain +2011-10-11,4.51,4.55,4.13,4.56,39187,EUR,USIM5,spain +2011-10-12,4.2,4.2,4.2,4.42,169,EUR,USIM5,spain +2011-10-13,4.41,4.51,4.33,4.45,8821,EUR,USIM5,spain +2011-10-14,4.46,4.54,4.46,4.52,8442,EUR,USIM5,spain +2011-10-17,4.55,4.55,4.52,4.53,8477,EUR,USIM5,spain +2011-10-18,4.35,4.38,4.33,4.33,8625,EUR,USIM5,spain +2011-10-19,4.49,4.49,4.44,4.43,8566,EUR,USIM5,spain +2011-10-20,4.32,4.32,4.26,4.26,8907,EUR,USIM5,spain +2011-10-21,4.32,4.47,4.32,4.47,9457,EUR,USIM5,spain +2011-10-24,4.5,4.73,4.5,4.73,8426,EUR,USIM5,spain +2011-10-25,4.71,4.77,4.71,4.71,9603,EUR,USIM5,spain 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b/Spanish stocks/spain/prices/YCPS.csv @@ -0,0 +1,52 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2018-07-26,6.28,6.28,6.28,6.28,790,EUR,YCPS,spain +2018-11-19,6.33,6.38,6.33,6.38,1000,EUR,YCPS,spain +2018-11-20,6.3,6.3,6.3,6.3,800,EUR,YCPS,spain +2018-11-22,6.35,6.35,6.35,6.35,300,EUR,YCPS,spain +2018-12-05,6.4,6.4,6.4,6.4,300,EUR,YCPS,spain +2019-01-04,6.45,6.45,6.45,6.45,450,EUR,YCPS,spain +2019-01-07,6.5,6.5,6.5,6.5,400,EUR,YCPS,spain +2019-01-28,6.55,6.55,6.55,6.55,450,EUR,YCPS,spain +2019-05-24,6.5,6.5,6.5,6.5,550,EUR,YCPS,spain +2019-06-03,6.45,6.45,6.45,6.45,3334,EUR,YCPS,spain +2019-06-04,6.5,6.5,6.5,6.5,450,EUR,YCPS,spain +2019-08-01,6.55,6.55,6.55,6.55,300,EUR,YCPS,spain +2019-08-21,6.6,6.6,6.6,6.6,350,EUR,YCPS,spain +2019-08-22,6.65,6.7,6.65,6.7,1055,EUR,YCPS,spain +2019-08-27,6.75,6.8,6.75,6.8,440,EUR,YCPS,spain +2019-09-23,6.75,6.75,6.75,6.75,800,EUR,YCPS,spain +2019-09-30,6.8,6.8,6.8,6.8,300,EUR,YCPS,spain 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/dev/null +++ b/Spanish stocks/spain/prices/YMRE.csv @@ -0,0 +1,61 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2018-01-02,1.06,1.1,1.06,1.1,10000,EUR,YMRE,spain +2018-01-03,1.15,1.15,1.15,1.15,6500,EUR,YMRE,spain +2018-01-04,1.17,1.17,1.17,1.17,4760,EUR,YMRE,spain +2018-01-08,1.17,1.17,1.17,1.17,400,EUR,YMRE,spain +2018-01-11,1.17,1.17,1.17,1.17,256,EUR,YMRE,spain +2018-01-18,1.17,1.17,1.17,1.17,3000,EUR,YMRE,spain +2018-01-19,1.15,1.15,1.15,1.15,5000,EUR,YMRE,spain +2018-01-22,1.13,1.13,1.13,1.13,1260,EUR,YMRE,spain +2018-03-23,1.11,1.11,1.11,1.11,900,EUR,YMRE,spain +2018-05-07,1.11,1.11,1.11,1.11,4505,EUR,YMRE,spain +2018-05-11,1.09,1.09,1.09,1.09,3495,EUR,YMRE,spain +2019-03-12,1.09,1.09,1.09,1.09,3000,EUR,YMRE,spain +2019-03-14,1.08,1.08,1.08,1.08,3000,EUR,YMRE,spain +2019-03-18,1.09,1.09,1.09,1.09,1800,EUR,YMRE,spain +2019-03-21,1.07,1.07,1.07,1.07,3000,EUR,YMRE,spain +2019-03-25,1.07,1.07,1.07,1.07,3000,EUR,YMRE,spain 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stocks/spain/prices/ZOT.csv b/Spanish stocks/spain/prices/ZOT.csv new file mode 100644 index 00000000..d4ec23ec --- /dev/null +++ b/Spanish stocks/spain/prices/ZOT.csv @@ -0,0 +1,2621 @@ +Date,Open,High,Low,Close,Volume,Currency,Symbol,Country +2010-11-10,11.01,11.01,10.83,10.89,227928,EUR,ZOT,spain +2010-11-11,10.86,10.96,10.69,10.69,177703,EUR,ZOT,spain +2010-11-12,10.62,10.78,10.13,10.46,299846,EUR,ZOT,spain +2010-11-15,10.43,11.05,10.4,11.01,291424,EUR,ZOT,spain +2010-11-16,10.88,10.98,10.53,10.56,264987,EUR,ZOT,spain +2010-11-17,10.56,10.76,10.51,10.73,133939,EUR,ZOT,spain +2010-11-18,10.77,10.83,10.56,10.73,156853,EUR,ZOT,spain +2010-11-19,10.63,10.68,10.52,10.68,160896,EUR,ZOT,spain +2010-11-22,10.77,10.81,10.43,10.46,145055,EUR,ZOT,spain +2010-11-23,10.43,10.48,10.22,10.28,180451,EUR,ZOT,spain +2010-11-24,10.18,10.65,10.18,10.59,201798,EUR,ZOT,spain +2010-11-25,10.68,10.68,10.38,10.46,77465,EUR,ZOT,spain +2010-11-26,10.4,10.53,10.25,10.43,209038,EUR,ZOT,spain 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b/Spanish stocks/spain/stocks_list.csv new file mode 100644 index 00000000..0c2dcce7 --- /dev/null +++ b/Spanish stocks/spain/stocks_list.csv @@ -0,0 +1,235 @@ +,country,name,full_name,isin,currency,symbol +0,spain,ACS,ACS Actividades de Construccion y Servicios SA,ES0167050915,EUR,ACS +1,spain,Abengoa,Abengoa,ES0105200416,EUR,ABG +2,spain,Atresmedia,Atresmedia,ES0109427734,EUR,A3M +3,spain,Acerinox,Acerinox,ES0132105018,EUR,ACX +4,spain,BBVA,BBVA,ES0113211835,EUR,BBVA +5,spain,Bankinter,Bankinter,ES0113679I37,EUR,BKT +6,spain,BME,Bolsas y Mercados Espanoles,ES0115056139,EUR,BME +7,spain,Acciona,Acciona,ES0125220311,EUR,ANA +8,spain,Caixabank,Caixabank SA,ES0140609019,EUR,CABK +9,spain,Enagas,Enagas,ES0130960018,EUR,ENAG +10,spain,FCC,FCC,ES0122060314,EUR,FCC +11,spain,Naturgy Energy,Naturgy Energy Group SA,ES0116870314,EUR,NTGY +12,spain,Gamesa,Siemens Gamesa Renewable Energy SA,ES0143416115,EUR,SGREN +13,spain,Grifols,Grifols SA,ES0171996087,EUR,GRLS 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Sabadell,B. Sabadell,ES0113860A34,EUR,SABE +25,spain,Santander,Banco Santander,ES0113900J37,EUR,SAN +26,spain,Inmobiliaria Colonial,Inmobiliaria Colonial SA,ES0139140174,EUR,COL +27,spain,Tecnicas Reunidas,Tecnicas Reunidas,ES0178165017,EUR,TRE +28,spain,OHL,Obrascon Huarte Lain SA,ES0142090317,EUR,OHL +29,spain,IAG,International Consolidated Airlines Group SA,ES0177542018,EUR,ICAG +30,spain,Ebro Foods,Ebro Foods,ES0112501012,EUR,EBRO +31,spain,Endesa,Endesa SA,ES0130670112,EUR,ELE +32,spain,Amadeus,Amadeus IT,ES0109067019,EUR,AMA +33,spain,Bankia,Bankia SA,ES0113307062,EUR,BKIA +34,spain,DIA,Distribuidora Internacional de Alimentacion SA,ES0126775032,EUR,DIDA +35,spain,Vertice 360 Grados,Vertice Trescientos Sesenta Grados,ES0183304312,EUR,VTSG +36,spain,Laborat.Rovi,Laboratorios Farmaceuticos ROVI,ES0157261019,EUR,ROVI +37,spain,General Alquiler Maquinaria,General de Alquiler de Maquinaria SA,ES0141571192,EUR,GALQ +38,spain,Solaria,Solaria,ES0165386014,EUR,SLRS +39,spain,Airtificial 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SA,ES0182280018,EUR,UBS +53,spain,Inmobiliaria del Sur,Inmobiliaria del Sur SA,ES0154653911,EUR,ISUR +54,spain,Quabit,Quabit Inmobiliaria,ES0110944172,EUR,QBT +55,spain,Lingotes,Lingotes,ES0158480311,EUR,LGT +56,spain,Iberpapel Gestion,Iberpapel Gestion SA,ES0147561015,EUR,IBG +57,spain,Bodegas Riojanas,Bodegas Riojanas,ES0115002018,EUR,BRIO +58,spain,Adolfo Dominguez,Adolfo Dominguez SA,ES0106000013,EUR,ADZ +59,spain,Realia,Realia,ES0173908015,EUR,RLIA +60,spain,Nyesa Valores,Nyesa Valores Corporacion SA,ES0150480111,EUR,IBES +61,spain,Clinica Baviera,Clinica Baviera,ES0119037010,EUR,CBAV +62,spain,Reno De Medici,Reno De Medici MC,IT0001178299,EUR,RDM +63,spain,Nicolas Correa,Nicolas Correa SA,ES0166300212,EUR,NEA +64,spain,Cie Automotive,Cie Automotive,ES0105630315,EUR,CIEA +65,spain,Renta 4 Banco,Renta 4 Banco SA,ES0173358039,EUR,RTA4 +66,spain,Laboratorio Reig Jofre,Laboratorio Reig Jofre SA,ES0165359029,EUR,RJFE +67,spain,Grupo Ezentis SA,Grupo Ezentis SA,ES0172708234,EUR,EZEN 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SA,ES0105062022,EUR,NBIB +149,spain,Naturhouse Health SA,Naturhouse Health SA,ES0105043006,EUR,NTH +150,spain,Cellnex Telecom,Cellnex Telecom SA,ES0105066007,EUR,CLNX +151,spain,Talgo,Talgo SA,ES0105065009,EUR,TLGO +152,spain,Euskaltel SA,Euskaltel SA,ES0105075008,EUR,EKTL +153,spain,Fidere Patrimonio SOCIMI SA,Fidere Patrimonio SOCIMI SA,ES0105071007,EUR,YFID +154,spain,Grenergy Renovables SA,Grenergy Renovables SA,ES0105079000,EUR,GREG +155,spain,Inclam CO2 SA,Inclam CO2 SA,ES0105083002,EUR,INC +156,spain,Trajano Iberia Socimi SA,Trajano Iberia Socimi SA,ES0105077004,EUR,YTRA +157,spain,Lleidanetworks Serveis Telematics,Lleidanetworks Serveis Telematics SA,ES0105089009,EUR,LLN +158,spain,Autonomy Spain Real Estate Socimi S,Autonomy Spain Real Estate Socimi SA,ES0105090007,EUR,YARE +159,spain,Obsido Socimi SA,Obsido Socimi SA,ES0105074001,EUR,YOSO +160,spain,Pharma Mar,Pharma Mar SAU,ES0169501030,EUR,PHMR +161,spain,Gigas Hosting SA,Gigas Hosting SA,ES0105093001,EUR,GIGAH 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