22425 lines
2.6 MiB
Plaintext
22425 lines
2.6 MiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "e18a679f",
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"metadata": {},
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"source": [
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"## Import Python libraries"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "4922164f",
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import ydata_profiling\n",
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"#from pandas_profiling import ProfileReport\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "72caaa8b",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Note: you may need to restart the kernel to use updated packages.\n"
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]
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}
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],
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"source": []
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},
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{
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"cell_type": "markdown",
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"id": "dfe3a57a",
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"metadata": {},
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"source": [
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"## Load Data (Breast Cancer Dataset)\n",
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"### Sample code number: Unique identifier for each tissue sample.\n",
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"### Clump Thickness: Assessment of the thickness of tumor cell clusters (1 - 10).\n",
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"Uniformity of Cell Size: Uniformity in the size of tumor cells (1 - 10).\n",
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"Uniformity of Cell Shape: Uniformity in the shape of tumor cells (1 - 10).\n",
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"Marginal Adhesion: Degree of adhesion of tumor cells to surrounding tissue (1 - 10).\n",
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"Single Epithelial Cell Size: Size of individual tumor cells (1 - 10).\n",
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"Bare Nuclei: Presence of nuclei without surrounding cytoplasm (1 - 10).\n",
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"Bland Chromatin: Assessment of chromatin structure in tumor cells (1 - 10).\n",
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"Normal Nucleoli: Presence of normal-looking nucleoli in tumor cells (1 - 10).\n",
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"Mitoses: Frequency of mitotic cell divisions (1 - 10).\n",
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"Class: Classification of tumor type (2 for benign, 4 for malignant)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "bd9a55aa",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"ename": "FileNotFoundError",
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"evalue": "[Errno 2] No such file or directory: './breast-cancer-wisconsin.data'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[5], line 5\u001b[0m\n\u001b[1;32m 1\u001b[0m url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m./breast-cancer-wisconsin.data\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 2\u001b[0m columns \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSample code number\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClump Thickness\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUniformity of Cell Size\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUniformity of Cell Shape\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMarginal Adhesion\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSingle Epithelial Cell Size\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBare Nuclei\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBland Chromatin\u001b[39m\u001b[38;5;124m'\u001b[39m, \n\u001b[1;32m 4\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNormal Nucleoli\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMitoses\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mClass\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m----> 5\u001b[0m df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(url, names\u001b[38;5;241m=\u001b[39mcolumns)\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, 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, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 899\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 900\u001b[0m dialect,\n\u001b[1;32m 901\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 908\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 909\u001b[0m )\n\u001b[1;32m 910\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 912\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:577\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 574\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 576\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 577\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 579\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 580\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
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"File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1407\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1404\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 1406\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-> 1407\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",
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"File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1661\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1659\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 1660\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-> 1661\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 1662\u001b[0m f,\n\u001b[1;32m 1663\u001b[0m mode,\n\u001b[1;32m 1664\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 1665\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 1666\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 1667\u001b[0m is_text\u001b[38;5;241m=\u001b[39mis_text,\n\u001b[1;32m 1668\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 1669\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 1670\u001b[0m )\n\u001b[1;32m 1671\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 1672\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",
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"File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/io/common.py:859\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 854\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 855\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 856\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 857\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 858\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 859\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(\n\u001b[1;32m 860\u001b[0m handle,\n\u001b[1;32m 861\u001b[0m ioargs\u001b[38;5;241m.\u001b[39mmode,\n\u001b[1;32m 862\u001b[0m encoding\u001b[38;5;241m=\u001b[39mioargs\u001b[38;5;241m.\u001b[39mencoding,\n\u001b[1;32m 863\u001b[0m errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[1;32m 864\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 865\u001b[0m )\n\u001b[1;32m 866\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 867\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 868\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n",
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"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './breast-cancer-wisconsin.data'"
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]
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}
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],
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"source": [
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"url = \"./breast-cancer-wisconsin.data\"\n",
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"columns = ['Sample code number', 'Clump Thickness', 'Uniformity of Cell Size', 'Uniformity of Cell Shape',\n",
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" 'Marginal Adhesion', 'Single Epithelial Cell Size', 'Bare Nuclei', 'Bland Chromatin', \n",
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" 'Normal Nucleoli', 'Mitoses', 'Class']\n",
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"df = pd.read_csv(url, names=columns)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3be5a2e3",
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"metadata": {},
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"source": [
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"## Show data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "28791c54",
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"metadata": {
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"tags": []
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Sample code number</th>\n",
|
||
|
|
" <th>Clump Thickness</th>\n",
|
||
|
|
" <th>Uniformity of Cell Size</th>\n",
|
||
|
|
" <th>Uniformity of Cell Shape</th>\n",
|
||
|
|
" <th>Marginal Adhesion</th>\n",
|
||
|
|
" <th>Single Epithelial Cell Size</th>\n",
|
||
|
|
" <th>Bare Nuclei</th>\n",
|
||
|
|
" <th>Bland Chromatin</th>\n",
|
||
|
|
" <th>Normal Nucleoli</th>\n",
|
||
|
|
" <th>Mitoses</th>\n",
|
||
|
|
" <th>Class</th>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </thead>\n",
|
||
|
|
" <tbody>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th>0</th>\n",
|
||
|
|
" <td>1000025</td>\n",
|
||
|
|
" <td>5</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th>1</th>\n",
|
||
|
|
" <td>1002945</td>\n",
|
||
|
|
" <td>5</td>\n",
|
||
|
|
" <td>4</td>\n",
|
||
|
|
" <td>4</td>\n",
|
||
|
|
" <td>5</td>\n",
|
||
|
|
" <td>7</td>\n",
|
||
|
|
" <td>10</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th>2</th>\n",
|
||
|
|
" <td>1015425</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th>3</th>\n",
|
||
|
|
" <td>1016277</td>\n",
|
||
|
|
" <td>6</td>\n",
|
||
|
|
" <td>8</td>\n",
|
||
|
|
" <td>8</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>4</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>7</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" <tr>\n",
|
||
|
|
" <th>4</th>\n",
|
||
|
|
" <td>1017023</td>\n",
|
||
|
|
" <td>4</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>3</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>1</td>\n",
|
||
|
|
" <td>2</td>\n",
|
||
|
|
" </tr>\n",
|
||
|
|
" </tbody>\n",
|
||
|
|
"</table>\n",
|
||
|
|
"</div>"
|
||
|
|
],
|
||
|
|
"text/plain": [
|
||
|
|
" Sample code number Clump Thickness Uniformity of Cell Size \\\n",
|
||
|
|
"0 1000025 5 1 \n",
|
||
|
|
"1 1002945 5 4 \n",
|
||
|
|
"2 1015425 3 1 \n",
|
||
|
|
"3 1016277 6 8 \n",
|
||
|
|
"4 1017023 4 1 \n",
|
||
|
|
"\n",
|
||
|
|
" Uniformity of Cell Shape Marginal Adhesion Single Epithelial Cell Size \\\n",
|
||
|
|
"0 1 1 2 \n",
|
||
|
|
"1 4 5 7 \n",
|
||
|
|
"2 1 1 2 \n",
|
||
|
|
"3 8 1 3 \n",
|
||
|
|
"4 1 3 2 \n",
|
||
|
|
"\n",
|
||
|
|
" Bare Nuclei Bland Chromatin Normal Nucleoli Mitoses Class \n",
|
||
|
|
"0 1 3 1 1 2 \n",
|
||
|
|
"1 10 3 2 1 2 \n",
|
||
|
|
"2 2 3 1 1 2 \n",
|
||
|
|
"3 4 3 7 1 2 \n",
|
||
|
|
"4 1 3 1 1 2 "
|
||
|
|
]
|
||
|
|
},
|
||
|
|
"execution_count": 4,
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "execute_result"
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"df.head()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "markdown",
|
||
|
|
"id": "90314305",
|
||
|
|
"metadata": {},
|
||
|
|
"source": [
|
||
|
|
"## Generate Report with ydata_profiling"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 10,
|
||
|
|
"id": "2053a002",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"Requirement already satisfied: ipywidgets in /home/mahehsma/anaconda3/lib/python3.11/site-packages (8.0.4)\n",
|
||
|
|
"Requirement already satisfied: ipykernel>=4.5.1 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipywidgets) (6.25.0)\n",
|
||
|
|
"Requirement already satisfied: ipython>=6.1.0 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipywidgets) (8.15.0)\n",
|
||
|
|
"Requirement already satisfied: traitlets>=4.3.1 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipywidgets) (5.7.1)\n",
|
||
|
|
"Requirement already satisfied: widgetsnbextension~=4.0 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipywidgets) (4.0.5)\n",
|
||
|
|
"Requirement already satisfied: jupyterlab-widgets~=3.0 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipywidgets) (3.0.5)\n",
|
||
|
|
"Requirement already satisfied: comm>=0.1.1 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (0.1.2)\n",
|
||
|
|
"Requirement already satisfied: debugpy>=1.6.5 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (1.6.7)\n",
|
||
|
|
"Requirement already satisfied: jupyter-client>=6.1.12 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (7.4.9)\n",
|
||
|
|
"Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (5.3.0)\n",
|
||
|
|
"Requirement already satisfied: matplotlib-inline>=0.1 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (0.1.6)\n",
|
||
|
|
"Requirement already satisfied: nest-asyncio in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (1.5.6)\n",
|
||
|
|
"Requirement already satisfied: packaging in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (23.1)\n",
|
||
|
|
"Requirement already satisfied: psutil in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (5.9.0)\n",
|
||
|
|
"Requirement already satisfied: pyzmq>=20 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (23.2.0)\n",
|
||
|
|
"Requirement already satisfied: tornado>=6.1 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.3.2)\n",
|
||
|
|
"Requirement already satisfied: backcall in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (0.2.0)\n",
|
||
|
|
"Requirement already satisfied: decorator in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (5.1.1)\n",
|
||
|
|
"Requirement already satisfied: jedi>=0.16 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (0.18.1)\n",
|
||
|
|
"Requirement already satisfied: pickleshare in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (0.7.5)\n",
|
||
|
|
"Requirement already satisfied: prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (3.0.36)\n",
|
||
|
|
"Requirement already satisfied: pygments>=2.4.0 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (2.15.1)\n",
|
||
|
|
"Requirement already satisfied: stack-data in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (0.2.0)\n",
|
||
|
|
"Requirement already satisfied: pexpect>4.3 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from ipython>=6.1.0->ipywidgets) (4.8.0)\n",
|
||
|
|
"Requirement already satisfied: parso<0.9.0,>=0.8.0 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets) (0.8.3)\n",
|
||
|
|
"Requirement already satisfied: entrypoints in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (0.4)\n",
|
||
|
|
"Requirement already satisfied: python-dateutil>=2.8.2 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (2.8.2)\n",
|
||
|
|
"Requirement already satisfied: platformdirs>=2.5 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel>=4.5.1->ipywidgets) (3.10.0)\n",
|
||
|
|
"Requirement already satisfied: ptyprocess>=0.5 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from pexpect>4.3->ipython>=6.1.0->ipywidgets) (0.7.0)\n",
|
||
|
|
"Requirement already satisfied: wcwidth in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30->ipython>=6.1.0->ipywidgets) (0.2.5)\n",
|
||
|
|
"Requirement already satisfied: executing in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.8.3)\n",
|
||
|
|
"Requirement already satisfied: asttokens in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (2.0.5)\n",
|
||
|
|
"Requirement already satisfied: pure-eval in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=6.1.0->ipywidgets) (0.2.2)\n",
|
||
|
|
"Requirement already satisfied: six>=1.5 in /home/mahehsma/anaconda3/lib/python3.11/site-packages (from python-dateutil>=2.8.2->jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets) (1.16.0)\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"ename": "NameError",
|
||
|
|
"evalue": "name 'df' is not defined",
|
||
|
|
"output_type": "error",
|
||
|
|
"traceback": [
|
||
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
|
|
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
||
|
|
"Cell \u001b[0;32mIn[10], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m get_ipython()\u001b[38;5;241m.\u001b[39msystem(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpip install ipywidgets\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mydata_profiling\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ProfileReport\n\u001b[0;32m----> 4\u001b[0m profile \u001b[38;5;241m=\u001b[39m ProfileReport(df, title\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mProfiling Report\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 6\u001b[0m profile\u001b[38;5;241m.\u001b[39mto_notebook_iframe()\n",
|
||
|
|
"\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"!pip install ipywidgets\n",
|
||
|
|
"from ydata_profiling import ProfileReport\n",
|
||
|
|
"\n",
|
||
|
|
"profile = ProfileReport(df, title=\"Profiling Report\")\n",
|
||
|
|
"\n",
|
||
|
|
"profile.to_notebook_iframe()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 7,
|
||
|
|
"id": "b642b1f3-4720-4028-805f-2a8e88958f41",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"Collecting ucimlrepo\n",
|
||
|
|
" Obtaining dependency information for ucimlrepo from https://files.pythonhosted.org/packages/22/47/9350b2eeeaef8c0fd3ec3505c8a0481b576845b3df0d71c76f989c23d3c6/ucimlrepo-0.0.6-py3-none-any.whl.metadata\n",
|
||
|
|
" Downloading ucimlrepo-0.0.6-py3-none-any.whl.metadata (5.3 kB)\n",
|
||
|
|
"Downloading ucimlrepo-0.0.6-py3-none-any.whl (8.0 kB)\n",
|
||
|
|
"Installing collected packages: ucimlrepo\n",
|
||
|
|
"Successfully installed ucimlrepo-0.0.6\n",
|
||
|
|
"Note: you may need to restart the kernel to use updated packages.\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"pip install ucimlrepo"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 8,
|
||
|
|
"id": "cf67e63c-778b-4bb0-b48b-d50bc5fd2cba",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
|
|
},
|
||
|
|
"outputs": [
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"{'uci_id': 45, 'name': 'Heart Disease', 'repository_url': 'https://archive.ics.uci.edu/dataset/45/heart+disease', 'data_url': 'https://archive.ics.uci.edu/static/public/45/data.csv', 'abstract': '4 databases: Cleveland, Hungary, Switzerland, and the VA Long Beach', 'area': 'Health and Medicine', 'tasks': ['Classification'], 'characteristics': ['Multivariate'], 'num_instances': 303, 'num_features': 13, 'feature_types': ['Categorical', 'Integer', 'Real'], 'demographics': ['Age', 'Sex'], 'target_col': ['num'], 'index_col': None, 'has_missing_values': 'yes', 'missing_values_symbol': 'NaN', 'year_of_dataset_creation': 1989, 'last_updated': 'Fri Nov 03 2023', 'dataset_doi': '10.24432/C52P4X', 'creators': ['Andras Janosi', 'William Steinbrunn', 'Matthias Pfisterer', 'Robert Detrano'], 'intro_paper': {'title': 'International application of a new probability algorithm for the diagnosis of coronary artery disease.', 'authors': 'R. Detrano, A. Jánosi, W. Steinbrunn, M. Pfisterer, J. Schmid, S. Sandhu, K. Guppy, S. Lee, V. Froelicher', 'published_in': 'American Journal of Cardiology', 'year': 1989, 'url': 'https://www.semanticscholar.org/paper/a7d714f8f87bfc41351eb5ae1e5472f0ebbe0574', 'doi': None}, 'additional_info': {'summary': 'This database contains 76 attributes, but all published experiments refer to using a subset of 14 of them. In particular, the Cleveland database is the only one that has been used by ML researchers to date. The \"goal\" field refers to the presence of heart disease in the patient. It is integer valued from 0 (no presence) to 4. Experiments with the Cleveland database have concentrated on simply attempting to distinguish presence (values 1,2,3,4) from absence (value 0). \\n \\nThe names and social security numbers of the patients were recently removed from the database, replaced with dummy values.\\n\\nOne file has been \"processed\", that one containing the Cleveland database. All four unprocessed files also exist in this directory.\\n\\nTo see Test Costs (donated by Peter Turney), please see the folder \"Costs\" ', 'purpose': None, 'funded_by': None, 'instances_represent': None, 'recommended_data_splits': None, 'sensitive_data': None, 'preprocessing_description': None, 'variable_info': 'Only 14 attributes used:\\r\\n 1. #3 (age) \\r\\n 2. #4 (sex) \\r\\n 3. #9 (cp) \\r\\n 4. #10 (trestbps) \\r\\n 5. #12 (chol) \\r\\n 6. #16 (fbs) \\r\\n 7. #19 (restecg) \\r\\n 8. #32 (thalach) \\r\\n 9. #38 (exang) \\r\\n 10. #40 (oldpeak) \\r\\n 11. #41 (slope) \\r\\n 12. #44 (ca) \\r\\n 13. #51 (thal) \\r\\n 14. #58 (num) (the predicted attribute)\\r\\n\\r\\nComplete attribute documentation:\\r\\n 1 id: patient identification number\\r\\n 2 ccf: social security number (I replaced this with a dummy value of 0)\\r\\n 3 age: age in years\\r\\n 4 sex: sex (1 = male; 0 = female)\\r\\n 5 painloc: chest pain location (1 = substernal; 0 = otherwise)\\r\\n 6 painexer (1 = provoked by exertion; 0 = otherwise)\\r\\n 7 relrest (1 = relieved after rest; 0 = otherwise)\\r\\n 8 pncaden (sum of 5, 6, and 7)\\r\\n 9 cp: chest pain type\\r\\n -- Value 1: typical angina\\r\\n -- Value 2: atypical angina\\r\\n -- Value 3: non-anginal pain\\r\\n -- Value 4: asymptomatic\\r\\n 10 trestbps: resting blood pressure (in mm Hg on admission to the hospital)\\r\\n 11 htn\\r\\n 12 chol: serum cholestoral in mg/dl\\r\\n 13 smoke: I believe this is 1 = yes; 0 = no (is or is not a smoker)\\r\\n 14 cigs (cigarettes per day)\\r\\n 15 years (number of years as a smoker)\\r\\n 16 fbs: (fasting blood sugar > 120 mg/dl) (1 = true; 0 = false)\\r\\n 17 dm (1 = history of diabetes; 0 = no such history)\\r\\n 18 famhist: family history of coronary artery disease (1 = yes; 0 = no)\\r\\n 19 restecg: resting electrocardiographic results\\r\\n -- Value 0: normal\\r\\n -- Value 1: having ST-T
|
||
|
|
" name role type demographic \\\n",
|
||
|
|
"0 age Feature Integer Age \n",
|
||
|
|
"1 sex Feature Categorical Sex \n",
|
||
|
|
"2 cp Feature Categorical None \n",
|
||
|
|
"3 trestbps Feature Integer None \n",
|
||
|
|
"4 chol Feature Integer None \n",
|
||
|
|
"5 fbs Feature Categorical None \n",
|
||
|
|
"6 restecg Feature Categorical None \n",
|
||
|
|
"7 thalach Feature Integer None \n",
|
||
|
|
"8 exang Feature Categorical None \n",
|
||
|
|
"9 oldpeak Feature Integer None \n",
|
||
|
|
"10 slope Feature Categorical None \n",
|
||
|
|
"11 ca Feature Integer None \n",
|
||
|
|
"12 thal Feature Categorical None \n",
|
||
|
|
"13 num Target Integer None \n",
|
||
|
|
"\n",
|
||
|
|
" description units missing_values \n",
|
||
|
|
"0 None years no \n",
|
||
|
|
"1 None None no \n",
|
||
|
|
"2 None None no \n",
|
||
|
|
"3 resting blood pressure (on admission to the ho... mm Hg no \n",
|
||
|
|
"4 serum cholestoral mg/dl no \n",
|
||
|
|
"5 fasting blood sugar > 120 mg/dl None no \n",
|
||
|
|
"6 None None no \n",
|
||
|
|
"7 maximum heart rate achieved None no \n",
|
||
|
|
"8 exercise induced angina None no \n",
|
||
|
|
"9 ST depression induced by exercise relative to ... None no \n",
|
||
|
|
"10 None None no \n",
|
||
|
|
"11 number of major vessels (0-3) colored by flour... None yes \n",
|
||
|
|
"12 None None yes \n",
|
||
|
|
"13 diagnosis of heart disease None no \n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"from ucimlrepo import fetch_ucirepo \n",
|
||
|
|
" \n",
|
||
|
|
"# fetch dataset \n",
|
||
|
|
"heart_disease = fetch_ucirepo(id=45) \n",
|
||
|
|
" \n",
|
||
|
|
"# data (as pandas dataframes) \n",
|
||
|
|
"X = heart_disease.data.features \n",
|
||
|
|
"y = heart_disease.data.targets \n",
|
||
|
|
" \n",
|
||
|
|
"# metadata \n",
|
||
|
|
"print(heart_disease.metadata) \n",
|
||
|
|
" \n",
|
||
|
|
"# variable information \n",
|
||
|
|
"print(heart_disease.variables) "
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": 11,
|
||
|
|
"id": "b885f94c-e6b6-41d9-a484-57dc5ba98ac6",
|
||
|
|
"metadata": {
|
||
|
|
"tags": []
|
||
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|
},
|
||
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|
"outputs": [
|
||
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{
|
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"data": {
|
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"application/vnd.jupyter.widget-view+json": {
|
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"model_id": "e3de4992aeec499aa299d79cde4a73ec",
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"version_major": 2,
|
||
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"version_minor": 0
|
||
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},
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||
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"text/plain": [
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||
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"Summarize dataset: 0%| | 0/5 [00:00<?, ?it/s]"
|
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|
]
|
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},
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"metadata": {},
|
||
|
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"output_type": "display_data"
|
||
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},
|
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{
|
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"data": {
|
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"application/vnd.jupyter.widget-view+json": {
|
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"model_id": "2b172b11347f4084bd1b70d629041842",
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"version_major": 2,
|
||
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|
"version_minor": 0
|
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},
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"text/plain": [
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"Generate report structure: 0%| | 0/1 [00:00<?, ?it/s]"
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]
|
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
|
||
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"data": {
|
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"application/vnd.jupyter.widget-view+json": {
|
||
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|
"model_id": "9065c3c322c04279b659843825c83b7c",
|
||
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|
"version_major": 2,
|
||
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"version_minor": 0
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},
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"text/plain": [
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"Render HTML: 0%| | 0/1 [00:00<?, ?it/s]"
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||
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]
|
||
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},
|
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"metadata": {},
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||
|
|
"output_type": "display_data"
|
||
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|
},
|
||
|
|
{
|
||
|
|
"data": {
|
||
|
|
"text/html": [
|
||
|
|
"<iframe width=\"100%\" height=\"800px\" srcdoc=\"<!doctype html><html lang=en><head><meta charset=utf-8><meta name=viewport content="width=device-width, initial-scale=1, shrink-to-fit=no"><meta name=description content="Profile report generated by YData! Visit us at https://ydata.ai"><meta name=author content="YData and the open source community."><meta name=generator content="Pandas Profiling vv4.7.0"><meta name=url content=https://github.com/ydataai/ydata-profiling><meta name=date content="2024-04-10 07:58:34.085294"><title>heart disease data report</title><style>\n",
|
||
|
|
"/*!\n",
|
||
|
|
" * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
|
||
|
|
" * Copyright 2011-2016 Twitter, Inc.\n",
|
||
|
|
" * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n",
|
||
|
|
" *//*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */html{font-family:sans-serif;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:700}dfn{font-style:italic}h1{margin:.67em 0;font-size:2em}mark{color:#000;background:#ff0}small{font-size:80%}sub,sup{position:relative;font-size:75%;line-height:0;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{height:0;-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{margin:0;font:inherit;color:inherit}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{padding:0;border:0}input{line-height:normal}input[type=checkbox],input[type=radio]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]{-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;-webkit-appearance:textfield}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}fieldset{padding:.35em .625em .75em;margin:0 2px;border:1px solid silver}legend{padding:0;border:0}textarea{overflow:auto}optgroup{font-weight:700}table{border-spacing:0;border-collapse:collapse}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,:after,:before{color:#000!important;text-shadow:none!important;background:0 0!important;-webkit-box-shadow:none!important;box-shadow:none!important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href) ")"}abbr[title]:after{content:" (" attr(title) ")"}a[href^="javascript:"]:after,a[href^="#"]:after{content:""}blockquote,pre{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}img,tr{page-break-inside:avoid}img{max-width:100%!important}h2,h3,p{orphans:3;widows:3}h2,h3{page-break-after:avoid}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000!important}.label{border:1px solid #000}.table{border-collapse:collapse!important}.table td,.table th{background-color:#fff!important}.table-bordered td,.table-bordered th{border:1px solid #ddd!important}}@font-face{font-family:'Glyphicons Halflings';src:url(../fonts/glyphicons-halflings-regular.eot);src:url(../fonts/glyphicons-halflings-regular.eot?#iefix) format('embedded-opentype'),url(../fonts/glyphicons-halflings-regular.woff2) format('woff2'),url(../fonts/glyphicons-halflings-regular.woff) format('woff'),url(../fonts/glyphicons-halflings-regular.ttf) format('truetype'),url(../fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular) format('svg')}.glyphicon{position:relative;top:1px;display:inline-block;font-family:'Glyphicons Halflings';font-style:normal;font-weight:400;line-height:1;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.glyphicon-asterisk:before{content:"\\002a"}.glyphicon-plus:before{content:"\\002b"}.glyphicon-eur:before,.glyphicon-euro:before{content:"\\20ac"}.glyphicon-minus:before{content:"\\2212"}.glyphicon-cloud:before{
|
||
|
|
"/*# sourceMappingURL=bootstrap.min.css.map *//*!\n",
|
||
|
|
" * Bootstrap v3.3.7 (http://getbootstrap.com)\n",
|
||
|
|
" * Copyright 2011-2016 Twitter, Inc.\n",
|
||
|
|
" * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)\n",
|
||
|
|
" */.btn-danger,.btn-default,.btn-info,.btn-primary,.btn-success,.btn-warning{text-shadow:0 -1px 0 rgba(0,0,0,.2);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 1px rgba(0,0,0,.075);box-shadow:inset 0 1px 0 rgba(255,255,255,.15),0 1px 1px rgba(0,0,0,.075)}.btn-danger.active,.btn-danger:active,.btn-default.active,.btn-default:active,.btn-info.active,.btn-info:active,.btn-primary.active,.btn-primary:active,.btn-success.active,.btn-success:active,.btn-warning.active,.btn-warning:active{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,.125);box-shadow:inset 0 3px 5px rgba(0,0,0,.125)}.btn-danger.disabled,.btn-danger[disabled],.btn-default.disabled,.btn-default[disabled],.btn-info.disabled,.btn-info[disabled],.btn-primary.disabled,.btn-primary[disabled],.btn-success.disabled,.btn-success[disabled],.btn-warning.disabled,.btn-warning[disabled],fieldset[disabled] .btn-danger,fieldset[disabled] .btn-default,fieldset[disabled] .btn-info,fieldset[disabled] .btn-primary,fieldset[disabled] .btn-success,fieldset[disabled] .btn-warning{-webkit-box-shadow:none;box-shadow:none}.btn-danger .badge,.btn-default .badge,.btn-info .badge,.btn-primary .badge,.btn-success .badge,.btn-warning .badge{text-shadow:none}.btn.active,.btn:active{background-image:none}.btn-default{text-shadow:0 1px 0 #fff;background-image:-webkit-linear-gradient(top,#fff 0,#e0e0e0 100%);background-image:-o-linear-gradient(top,#fff 0,#e0e0e0 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fff),to(#e0e0e0));background-image:linear-gradient(to bottom,#fff 0,#e0e0e0 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ffffffff', endColorstr='#ffe0e0e0', GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#dbdbdb;border-color:#ccc}.btn-default:focus,.btn-default:hover{background-color:#e0e0e0;background-position:0 -15px}.btn-default.active,.btn-default:active{background-color:#e0e0e0;border-color:#dbdbdb}.btn-default.disabled,.btn-default.disabled.active,.btn-default.disabled.focus,.btn-default.disabled:active,.btn-default.disabled:focus,.btn-default.disabled:hover,.btn-default[disabled],.btn-default[disabled].active,.btn-default[disabled].focus,.btn-default[disabled]:active,.btn-default[disabled]:focus,.btn-default[disabled]:hover,fieldset[disabled] .btn-default,fieldset[disabled] .btn-default.active,fieldset[disabled] .btn-default.focus,fieldset[disabled] .btn-default:active,fieldset[disabled] .btn-default:focus,fieldset[disabled] .btn-default:hover{background-color:#e0e0e0;background-image:none}.btn-primary{background-image:-webkit-linear-gradient(top,#337ab7 0,#265a88 100%);background-image:-o-linear-gradient(top,#337ab7 0,#265a88 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#265a88));background-image:linear-gradient(to bottom,#337ab7 0,#265a88 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#ff337ab7', endColorstr='#ff265a88', GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-color:#245580}.btn-primary:focus,.btn-primary:hover{background-color:#265a88;background-position:0 -15px}.btn-primary.active,.btn-primary:active{background-color:#265a88;border-color:#245580}.btn-primary.disabled,.btn-primary.disabled.active,.btn-primary.disabled.focus,.btn-primary.disabled:active,.btn-primary.disabled:focus,.btn-primary.disabled:hover,.btn-primary[disabled],.btn-primary[disabled].active,.btn-primary[disabled].focus,.btn-primary[disabled]:active,.btn-primary[disabled]:focus,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary,fieldset[disabled] .btn-primary.active,fieldset[disabled] .btn-primary.focus,fieldset[disabled] .btn-primary:active,fieldset[disabled] .btn-primary:focus,fieldset[disabled] .btn-primary:hover{background-color:#265a88;background-image:none}.btn-success{background-image:-webkit-linear-gradient(top,#5cb85c 0,#419641 100%);background-image:-o-linear-gradient(to
|
||
|
|
"/*# sourceMappingURL=bootstrap-theme.min.css.map */ </style><style>body {\n",
|
||
|
|
" padding-top: 80px;\n",
|
||
|
|
"}\n",
|
||
|
|
".content .container-fluid{\n",
|
||
|
|
" margin-left: 20px !important;\n",
|
||
|
|
" margin-right: 20px !important;\n",
|
||
|
|
" margin-bottom: 20px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".page-header{\n",
|
||
|
|
" border:0 !important;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".row.variable, .section-items > .row {\n",
|
||
|
|
" border: 1px solid #e1e1e8;\n",
|
||
|
|
" border-top: hidden;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".row.spacing {\n",
|
||
|
|
" padding: 2em 1em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".row.header {\n",
|
||
|
|
" border-bottom: 1px solid #e1e1e8;\n",
|
||
|
|
" /*background-color: #f5f5f5;*/\n",
|
||
|
|
" padding-left: 2em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"\n",
|
||
|
|
".dl-horizontal dt {\n",
|
||
|
|
" text-align: left;\n",
|
||
|
|
" padding-right: 1em;\n",
|
||
|
|
" white-space: normal;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".dl-horizontal dd {\n",
|
||
|
|
" margin-left: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".col-md-12 {\n",
|
||
|
|
" padding-left: 2em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".indent {\n",
|
||
|
|
" margin-left: 1em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".center-img {\n",
|
||
|
|
" margin-left: auto !important;\n",
|
||
|
|
" margin-right: auto !important;\n",
|
||
|
|
" display: block;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* Table example_values */\n",
|
||
|
|
"table.example_values {\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".example_values th {\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
" padding: 0;\n",
|
||
|
|
" color: #555;\n",
|
||
|
|
" font-weight: 600;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".example_values tr, .example_values td {\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
" padding: 0;\n",
|
||
|
|
" color: #555;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"table.correlation-table {\n",
|
||
|
|
" width: 98% /* To avoid an unnecessary overflow. */\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* STATS */\n",
|
||
|
|
"table.stats, table.sample, table.duplicate, table.correlation-table{\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".stats tr, .sample tr, .duplicate tr, .correlation-table tr {\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".stats th, .stats td{\n",
|
||
|
|
" color: #555;\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".stats th {\n",
|
||
|
|
" padding: 0 2em 0 0;\n",
|
||
|
|
" font-weight: 600;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".stats td {\n",
|
||
|
|
" padding: 1px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"\n",
|
||
|
|
"/* Sample table */\n",
|
||
|
|
"table.sample, table.duplicate, table.correlation-table {\n",
|
||
|
|
" margin-bottom: 2em;\n",
|
||
|
|
" margin-left: 1em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".sample td, .sample th, .duplicate td, .duplicate th, .correlation-table td, .correlation-table th {\n",
|
||
|
|
" padding: 0.5em;\n",
|
||
|
|
" white-space: nowrap;\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".sample thead, .duplicate thead, .correlation-table thead {\n",
|
||
|
|
" border-top: 0;\n",
|
||
|
|
" border-bottom: 2px solid #ddd;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".sample td, .duplicate td {\n",
|
||
|
|
" width: 100%;\n",
|
||
|
|
"} \n",
|
||
|
|
"\n",
|
||
|
|
"/* There is no good solution available to make the divs equal height and then center ... */\n",
|
||
|
|
".histogram {\n",
|
||
|
|
" margin-top: 3em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* Freq table */\n",
|
||
|
|
"table.freq {\n",
|
||
|
|
" margin-bottom: 2em;\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"table.freq th, table.freq tr, table.freq td {\n",
|
||
|
|
" border: 0;\n",
|
||
|
|
" padding: 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".freq thead {\n",
|
||
|
|
" font-weight: 600;\n",
|
||
|
|
" white-space: nowrap;\n",
|
||
|
|
" overflow: hidden;\n",
|
||
|
|
" text-overflow: ellipsis;\n",
|
||
|
|
"\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* Freq mini */\n",
|
||
|
|
".freq.mini td {\n",
|
||
|
|
" width: 50%;\n",
|
||
|
|
" padding: 1px;\n",
|
||
|
|
" font-size: 12px;\n",
|
||
|
|
"\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"table.freq.mini {\n",
|
||
|
|
" width: 100%;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".freq.mini th {\n",
|
||
|
|
" overflow: hidden;\n",
|
||
|
|
" text-overflow: ellipsis;\n",
|
||
|
|
" white-space: nowrap;\n",
|
||
|
|
" max-width: 5em;\n",
|
||
|
|
" font-weight: 400;\n",
|
||
|
|
" text-align: right;\n",
|
||
|
|
" padding-right: 0.5em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* Message classes */\n",
|
||
|
|
".missing {\n",
|
||
|
|
" color: #a94442;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".alert, .alert > th, .alert > td {\n",
|
||
|
|
" color: #a94442;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".ignore {\n",
|
||
|
|
" opacity: 0.4;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* Bars in tables */\n",
|
||
|
|
".freq.table{\n",
|
||
|
|
" table-layout: fixed;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
|
||
|
|
" width: auto;\n",
|
||
|
|
" max-width: none;\n",
|
||
|
|
"\n",
|
||
|
|
" white-space: nowrap;\n",
|
||
|
|
" overflow: hidden;\n",
|
||
|
|
" text-overflow: ellipsis;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n",
|
||
|
|
" width: 100px;\n",
|
||
|
|
" text-align: right;\n",
|
||
|
|
"}\n",
|
||
|
|
".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
|
||
|
|
" width:200px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".freq .bar {\n",
|
||
|
|
" float: left;\n",
|
||
|
|
" width: 0;\n",
|
||
|
|
" height: 100%;\n",
|
||
|
|
" line-height: 20px;\n",
|
||
|
|
" color: #fff;\n",
|
||
|
|
" text-align: center;\n",
|
||
|
|
" border-radius: 3px;\n",
|
||
|
|
" margin-right: 4px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".other .bar {\n",
|
||
|
|
" background-color: #999;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".missing .bar {\n",
|
||
|
|
" background-color: #a94442;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".tooltip-inner {\n",
|
||
|
|
" width: 100%;\n",
|
||
|
|
" white-space: nowrap;\n",
|
||
|
|
" text-align: left;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".extrapadding {\n",
|
||
|
|
" padding: 2em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".variable .h4 {\n",
|
||
|
|
" text-overflow: ellipsis;\n",
|
||
|
|
" display:inline-block;\n",
|
||
|
|
" width: calc(90%); /* The trick is here! */\n",
|
||
|
|
" overflow:hidden;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".variable.ignore .h4{\n",
|
||
|
|
" text-decoration: line-through;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".table-responsive{\n",
|
||
|
|
" overflow: scroll;\n",
|
||
|
|
" width: 100%;\n",
|
||
|
|
" overflow-y: hidden;\n",
|
||
|
|
"}\n",
|
||
|
|
".img-responsive{\n",
|
||
|
|
" max-width: 99%;\n",
|
||
|
|
" min-width: 99%;\n",
|
||
|
|
"}\n",
|
||
|
|
".footer-text{\n",
|
||
|
|
" padding:20px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"table.list-warnings td{\n",
|
||
|
|
" padding-right:10px;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"a.anchor-pos {\n",
|
||
|
|
" display: block;\n",
|
||
|
|
" position: relative;\n",
|
||
|
|
" top: -70px;\n",
|
||
|
|
" visibility: hidden;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"a.anchor-pos-variable{\n",
|
||
|
|
" /*top: -70px;*/\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"#sample-container, #duplicate-container {\n",
|
||
|
|
" overflow: auto;\n",
|
||
|
|
" width: 100%;\n",
|
||
|
|
" overflow-y: hidden;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"#correlation-table-container {\n",
|
||
|
|
" max-height: 400px;\n",
|
||
|
|
" overflow: auto;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"#overview-content td, #overview-content th{\n",
|
||
|
|
" border-top: 0;\n",
|
||
|
|
" line-height: 1;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".variable-description{\n",
|
||
|
|
" color: #777;\n",
|
||
|
|
" font-size: 10pt;\n",
|
||
|
|
" margin-top: 10px;\n",
|
||
|
|
" font-style: italic;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"select.multiple{\n",
|
||
|
|
" width: 180px;\n",
|
||
|
|
" height: 500px;\n",
|
||
|
|
" margin: 10px 0;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".named-list-item{\n",
|
||
|
|
" padding: 1em;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
"/* not printing tabs */\n",
|
||
|
|
"@media print {\n",
|
||
|
|
" .tab-content > .tab-pane, .collapse {\n",
|
||
|
|
" display: block !important;\n",
|
||
|
|
" opacity: 1 !important;\n",
|
||
|
|
" visibility: visible !important;\n",
|
||
|
|
" /*page-break-after: always;*/\n",
|
||
|
|
" page-break-after: right;\n",
|
||
|
|
" page-break-before: avoid;\n",
|
||
|
|
" }\n",
|
||
|
|
"\n",
|
||
|
|
" .nav-pills, .nav-tabs, button[data-toggle="collapse"], .mini, .col-sm-3 img {\n",
|
||
|
|
" display:none !important;\n",
|
||
|
|
" }\n",
|
||
|
|
"\n",
|
||
|
|
" a[download="config.yml"]:after {\n",
|
||
|
|
" content: none !important;\n",
|
||
|
|
" }\n",
|
||
|
|
"\n",
|
||
|
|
" .row {\n",
|
||
|
|
" border: 0 !important;\n",
|
||
|
|
" }\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
".text-placeholder {\n",
|
||
|
|
" display: inline-block;\n",
|
||
|
|
" background-color: #444;\n",
|
||
|
|
" height: 12px;\n",
|
||
|
|
" border-radius: 100px;\n",
|
||
|
|
" margin: 5px 0;\n",
|
||
|
|
" min-width: 200px;\n",
|
||
|
|
" opacity: .1;\n",
|
||
|
|
"}\n",
|
||
|
|
"\n",
|
||
|
|
" .freq.table-0 .bar {\n",
|
||
|
|
" background-color: #377eb8;\n",
|
||
|
|
" }\n",
|
||
|
|
" .freq.table-1 .bar {\n",
|
||
|
|
" background-color: #e41a1c;\n",
|
||
|
|
" }\n",
|
||
|
|
"</style></head><body><a class=anchor-pos id=top></a><nav class="navbar navbar-default navbar-fixed-top"><div class=container-fluid><div class=navbar-header><button type=button class="navbar-toggle collapsed" data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar><span class=sr-only>Toggle navigation</span><span class=icon-bar></span><span class=icon-bar></span><span class=icon-bar></span></button><a class="navbar-brand anchor" href=#top>heart disease data report</a></div><div id=navbar class="navbar-collapse collapse"><ul class="nav navbar-nav navbar-right"><li><a href=#overview>Overview</a></li><li><a href=#variables-dropdown>Variables</a></li><li><a href=#interactions>Interactions</a></li><li><a href=#correlations_tab>Correlations</a></li><li><a href=#missing>Missing values</a></li><li><a href=#sample>Sample</a></li></ul></div></div></nav><div class=content><div class=container><div class="row header"><a class=anchor-pos id=overview></a><h1 class=page-header>Overview</h1></div><div class=section-items><div class="row spacing"><ul class="nav nav-pills" role=tablist><li role=presentation class=active><a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab>Overview</a></li><li role=presentation><a href=#overview-alerts aria-controls=overview-alerts role=tab data-toggle=tab>Alerts <span class=badge>2</span></a></li><li role=presentation><a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab>Reproduction</a></li></ul><div class=tab-content style="padding-top: 10px;"><div role=tabpanel class="tab-pane col-sm-12 active" id=overview-dataset_overview><div class=col-sm-6><p class=h4>Dataset statistics</p><table class="table table-condensed stats"><tbody><tr><th>Number of variables</th><td style="white-space:pre white-space:nowrap">13</td></tr><tr><th>Number of observations</th><td style="white-space:pre white-space:nowrap">303</td></tr><tr><th>Missing cells</th><td style="white-space:pre white-space:nowrap">6</td></tr><tr><th>Missing cells (%)</th><td style="white-space:pre white-space:nowrap">0.2%</td></tr><tr><th>Duplicate rows</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Duplicate rows (%)</th><td style="white-space:pre white-space:nowrap">0.0%</td></tr><tr><th>Total size in memory</th><td style="white-space:pre white-space:nowrap">30.9 KiB</td></tr><tr><th>Average record size in memory</th><td style="white-space:pre white-space:nowrap">104.4 B</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Variable types</p><table class="table table-condensed stats"><tbody><tr><th>Numeric</th><td style="white-space:pre white-space:nowrap">5</td></tr><tr><th>Categorical</th><td style="white-space:pre white-space:nowrap">8</td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=overview-alerts><div class=co
|
||
|
|
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|
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|
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|
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|
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|
"" style="fill: #ffffff"/></g><g id=axes_1><g id=patch_2><path d="M 10.8 128.353916 \n",
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||
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|
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|
||
|
|
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|
||
|
|
"z\n",
|
||
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|
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|
|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
||
|
|
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|
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|
|
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|
||
|
|
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|
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|
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"" style="fill: none"/></g></g></g><defs><clippath id=p8fa06432f0><rect x=10.8 y=10.8 width=194.4 height=117.553916 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-8799322212550195134, #minifreqtable8799322212550195134" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-8799322212550195134 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8799322212550195134bottom-8799322212550195134statistics aria-controls=8799322212550195134bottom-8799322212550195134statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#8799322212550195134bottom-8799322212550195134histogram aria-controls=8799322212550195134bottom-8799322212550195134histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#8799322212550195134bottom-8799322212550195134common_values aria-controls=8799322212550195134bottom-8799322212550195134common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#8799322212550195134bottom-8799322212550195134extreme_values aria-controls=8799322212550195134bottom-8799322212550195134extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8799322212550195134bottom-8799322212550195134statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">29</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">40</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">48</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">56</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">61</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">68</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">77</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">48</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">13</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">9.0386624</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.16603302</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">-0.52338275</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">54.438944</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">6</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">-0.20906047</t
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"" style="fill: none"/></g></g></g><defs><clippath id=pe393aed101><rect x=48.88 y=10.8 width=444.32 height=167.735539 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=41) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=8799322212550195134bottom-8799322212550195134common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=58> 58 </td><td>19</td><td><div class=bar style=width:11.4%> &nbsp; </div> 6.3% </td></tr><tr class><td title=57> 57 </td><td>17</td><td><div class=bar style=width:10.2%> &nbsp; </div> 5.6% </td></tr><tr class><td title=54> 54 </td><td>16</td><td><div class=bar style=width:9.6%> &nbsp; </div> 5.3% </td></tr><tr class><td title=59> 59 </td><td>14</td><td><div class=bar style=width:8.4%> &nbsp; </div> 4.6% </td></tr><tr class><td title=52> 52 </td><td>13</td><td><div class=bar style=width:7.8%> &nbsp; </div> 4.3% </td></tr><tr class><td title=60> 60 </td><td>12</td><td><div class=bar style=width:7.2%> &nbsp; </div> 4.0% </td></tr><tr class><td title=51> 51 </td><td>12</td><td><div class=bar style=width:7.2%> &nbsp; </div> 4.0% </td></tr><tr class><td title=56> 56 </td><td>11</td><td><div class=bar style=width:6.6%> &nbsp; </div> 3.6% </td></tr><tr class><td title=62> 62 </td><td>11</td><td><div class=bar style=width:6.6%> &nbsp; </div> 3.6% </td></tr><tr class><td title=44> 44 </td><td>11</td><td><div class=bar style=width:6.6%> &nbsp; </div> 3.6% </td></tr><tr class=other><td title="Other values (31)"> Other values (31) </td><td>167</td><td><div class=bar style=width:100.0%> 55.1% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=8799322212550195134bottom-8799322212550195134extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8799322212550195134extreme_values-8799322212550195134firstn aria-controls=8799322212550195134extreme_values-8799322212550195134firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#8799322212550195134extreme_values-8799322212550195134lastn aria-controls=8799322212550195134extreme_values-8799322212550195134lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8799322212550195134extreme_values-8799322212550195134firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=29> 29 </td><td>1</td><td><div class=bar style=width:10.0%> &nbsp; </div> 0.3% </td></tr><tr class><td title=34> 34 </td><td>2</td><td><div class=bar style=w
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""/></defs><use xlink:href=#DejaVuSans-30 /></g></g></g></g></g><defs><clippath id=pc60226779e><rect x=7.2 y=7.2 width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=1036392424254242542bottom-1036392424254242542word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>206</td><td><div class=bar style=width:100.0%> 68.0% </div></td></tr><tr class><td title=0> 0 </td><td>97</td><td><div class=bar style=width:47.1%> 32.0% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=1036392424254242542bottom-1036392424254242542characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#1036392424254242542unicode-1036392424254242542characters aria-controls=1036392424254242542unicode-1036392424254242542characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#1036392424254242542unicode-1036392424254242542categories aria-controls=1036392424254242542unicode-1036392424254242542categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#1036392424254242542unicode-1036392424254242542scripts aria-controls=1036392424254242542unicode-1036392424254242542scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#1036392424254242542unicode-1036392424254242542blocks aria-controls=1036392424254242542unicode-1036392424254242542blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=1036392424254242542unicode-1036392424254242542characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>206</td><td><div class=bar style=width:100.0%> 68.0% </div></td></tr><tr class><td title=0> 0 </td><td>97</td><td><div class=bar style=width:47.1%> 32.0% </div></td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=1036392424254242542unicode-1036392424254242542categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=(unknown)> (unknown) </td><td>303</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row named-list-item"><h4>Most frequent character per category</h4><div class=row><div class=col-sm-12><h5><em>(unknown)</em></h5><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td><
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"" style="fill: none"/></g></g></g><defs><clippath id=p51d1d3cfcb><rect x=10.8 y=10.8 width=194.02232 height=113.926458 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--3517177011128169134, #minifreqtable-3517177011128169134" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--3517177011128169134 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-3517177011128169134bottom--3517177011128169134statistics aria-controls=-3517177011128169134bottom--3517177011128169134statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#-3517177011128169134bottom--3517177011128169134histogram aria-controls=-3517177011128169134bottom--3517177011128169134histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#-3517177011128169134bottom--3517177011128169134common_values aria-controls=-3517177011128169134bottom--3517177011128169134common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#-3517177011128169134bottom--3517177011128169134extreme_values aria-controls=-3517177011128169134bottom--3517177011128169134extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-3517177011128169134bottom--3517177011128169134statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">94</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">108</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">120</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">130</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">140</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">160</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">200</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">106</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">20</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">17.599748</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.13364552</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">0.88007387</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">131.68977</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">10</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:n
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"" style="fill: none"/></g></g></g><defs><clippath id=p64a30da821><rect x=48.88 y=10.8 width=444.32 height=163.217127 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-3517177011128169134bottom--3517177011128169134common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=120> 120 </td><td>37</td><td><div class=bar style=width:34.6%> &nbsp; </div> 12.2% </td></tr><tr class><td title=130> 130 </td><td>36</td><td><div class=bar style=width:33.6%> &nbsp; </div> 11.9% </td></tr><tr class><td title=140> 140 </td><td>32</td><td><div class=bar style=width:29.9%> &nbsp; </div> 10.6% </td></tr><tr class><td title=110> 110 </td><td>19</td><td><div class=bar style=width:17.8%> &nbsp; </div> 6.3% </td></tr><tr class><td title=150> 150 </td><td>17</td><td><div class=bar style=width:15.9%> &nbsp; </div> 5.6% </td></tr><tr class><td title=138> 138 </td><td>12</td><td><div class=bar style=width:11.2%> &nbsp; </div> 4.0% </td></tr><tr class><td title=128> 128 </td><td>12</td><td><div class=bar style=width:11.2%> &nbsp; </div> 4.0% </td></tr><tr class><td title=160> 160 </td><td>11</td><td><div class=bar style=width:10.3%> &nbsp; </div> 3.6% </td></tr><tr class><td title=125> 125 </td><td>11</td><td><div class=bar style=width:10.3%> &nbsp; </div> 3.6% </td></tr><tr class><td title=112> 112 </td><td>9</td><td><div class=bar style=width:8.4%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (40)"> Other values (40) </td><td>107</td><td><div class=bar style=width:100.0%> 35.3% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-3517177011128169134bottom--3517177011128169134extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-3517177011128169134extreme_values--3517177011128169134firstn aria-controls=-3517177011128169134extreme_values--3517177011128169134firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-3517177011128169134extreme_values--3517177011128169134lastn aria-controls=-3517177011128169134extreme_values--3517177011128169134lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-3517177011128169134extreme_values--3517177011128169134firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=94> 94 </td><td>2</td><td><div class=bar style=width:10.5%> &nbsp; </div> 0.7% </td></tr><tr class><td title=100> 100 </td><td>4&
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"" style="fill: none"/></g></g></g><defs><clippath id=p852aec2e24><rect x=10.8 y=10.8 width=194.4 height=113.926458 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-8892603239556212943, #minifreqtable8892603239556212943" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-8892603239556212943 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8892603239556212943bottom-8892603239556212943statistics aria-controls=8892603239556212943bottom-8892603239556212943statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#8892603239556212943bottom-8892603239556212943histogram aria-controls=8892603239556212943bottom-8892603239556212943histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#8892603239556212943bottom-8892603239556212943common_values aria-controls=8892603239556212943bottom-8892603239556212943common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#8892603239556212943bottom-8892603239556212943extreme_values aria-controls=8892603239556212943bottom-8892603239556212943extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8892603239556212943bottom-8892603239556212943statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">126</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">175.1</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">211</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">241</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">275</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">326.9</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">564</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">438</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">64</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">51.776918</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.20988396</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">4.4917243</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">246.69307</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">32</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">1.1355
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"" style="fill: none"/></g></g></g><defs><clippath id=pfbe9175c02><rect x=48.88 y=13.44 width=444.32 height=160.577127 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=8892603239556212943bottom-8892603239556212943common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=204> 204 </td><td>6</td><td><div class=bar style=width:2.4%> &nbsp; </div> 2.0% </td></tr><tr class><td title=197> 197 </td><td>6</td><td><div class=bar style=width:2.4%> &nbsp; </div> 2.0% </td></tr><tr class><td title=234> 234 </td><td>6</td><td><div class=bar style=width:2.4%> &nbsp; </div> 2.0% </td></tr><tr class><td title=269> 269 </td><td>5</td><td><div class=bar style=width:2.0%> &nbsp; </div> 1.7% </td></tr><tr class><td title=212> 212 </td><td>5</td><td><div class=bar style=width:2.0%> &nbsp; </div> 1.7% </td></tr><tr class><td title=254> 254 </td><td>5</td><td><div class=bar style=width:2.0%> &nbsp; </div> 1.7% </td></tr><tr class><td title=233> 233 </td><td>4</td><td><div class=bar style=width:1.6%> &nbsp; </div> 1.3% </td></tr><tr class><td title=239> 239 </td><td>4</td><td><div class=bar style=width:1.6%> &nbsp; </div> 1.3% </td></tr><tr class><td title=282> 282 </td><td>4</td><td><div class=bar style=width:1.6%> &nbsp; </div> 1.3% </td></tr><tr class><td title=240> 240 </td><td>4</td><td><div class=bar style=width:1.6%> &nbsp; </div> 1.3% </td></tr><tr class=other><td title="Other values (142)"> Other values (142) </td><td>254</td><td><div class=bar style=width:100.0%> 83.8% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=8892603239556212943bottom-8892603239556212943extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#8892603239556212943extreme_values-8892603239556212943firstn aria-controls=8892603239556212943extreme_values-8892603239556212943firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#8892603239556212943extreme_values-8892603239556212943lastn aria-controls=8892603239556212943extreme_values-8892603239556212943lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=8892603239556212943extreme_values-8892603239556212943firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=126> 126 </td><td>1</td><td><div class=bar style=width:50.0%> 0.3% </div></td></tr><tr class><td title=131> 131 </td><td>1</td><td><div class=bar styl
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"" style="fill: none"/></g></g></g><defs><clippath id=p7d09aa725c><rect x=10.8 y=10.8 width=194.4 height=113.926458 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom-4592837826220067076, #minifreqtable4592837826220067076" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom-4592837826220067076 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4592837826220067076bottom-4592837826220067076statistics aria-controls=4592837826220067076bottom-4592837826220067076statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#4592837826220067076bottom-4592837826220067076histogram aria-controls=4592837826220067076bottom-4592837826220067076histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#4592837826220067076bottom-4592837826220067076common_values aria-controls=4592837826220067076bottom-4592837826220067076common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#4592837826220067076bottom-4592837826220067076extreme_values aria-controls=4592837826220067076bottom-4592837826220067076extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4592837826220067076bottom-4592837826220067076statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">71</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">108.1</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">133.5</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">153</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">166</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">181.9</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">202</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">131</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">32.5</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">22.875003</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">0.15290036</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">-0.053540959</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">149.60726</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">15</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">
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"" style="fill: none"/></g></g></g><defs><clippath id=p772d5b2255><rect x=48.88 y=10.8 width=444.32 height=163.217127 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=50) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=4592837826220067076bottom-4592837826220067076common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=162> 162 </td><td>11</td><td><div class=bar style=width:4.9%> &nbsp; </div> 3.6% </td></tr><tr class><td title=160> 160 </td><td>9</td><td><div class=bar style=width:4.0%> &nbsp; </div> 3.0% </td></tr><tr class><td title=163> 163 </td><td>9</td><td><div class=bar style=width:4.0%> &nbsp; </div> 3.0% </td></tr><tr class><td title=152> 152 </td><td>8</td><td><div class=bar style=width:3.6%> &nbsp; </div> 2.6% </td></tr><tr class><td title=150> 150 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class><td title=173> 173 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class><td title=125> 125 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class><td title=143> 143 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class><td title=144> 144 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class><td title=132> 132 </td><td>7</td><td><div class=bar style=width:3.1%> &nbsp; </div> 2.3% </td></tr><tr class=other><td title="Other values (81)"> Other values (81) </td><td>224</td><td><div class=bar style=width:100.0%> 73.9% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=4592837826220067076bottom-4592837826220067076extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#4592837826220067076extreme_values-4592837826220067076firstn aria-controls=4592837826220067076extreme_values-4592837826220067076firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#4592837826220067076extreme_values-4592837826220067076lastn aria-controls=4592837826220067076extreme_values-4592837826220067076lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=4592837826220067076extreme_values-4592837826220067076firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=71> 71 </td><td>1</td><td><div class=bar style=width:33.3%> &nbsp; </div> 0.3% </td></tr><tr class><td title=88> 88 </td><td>1</td><td><div class=ba
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"" style="fill: none"/></g></g></g><defs><clippath id=p57d4ec74bb><rect x=10.8 y=10.8 width=194.4 height=121.181373 /></clippath></defs></svg></div><div class="col-sm-12 text-right"><button class="btn btn-default btn-sm" data-toggle=collapse data-target="#bottom--777320605083531598, #minifreqtable-777320605083531598" aria-expanded=true aria-controls=collapseExample> More details </button></div><div id=bottom--777320605083531598 class=collapse><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-777320605083531598bottom--777320605083531598statistics aria-controls=-777320605083531598bottom--777320605083531598statistics role=tab data-toggle=tab>Statistics</a></li><li role=presentation><a href=#-777320605083531598bottom--777320605083531598histogram aria-controls=-777320605083531598bottom--777320605083531598histogram role=tab data-toggle=tab>Histogram</a></li><li role=presentation><a href=#-777320605083531598bottom--777320605083531598common_values aria-controls=-777320605083531598bottom--777320605083531598common_values role=tab data-toggle=tab>Common values</a></li><li role=presentation><a href=#-777320605083531598bottom--777320605083531598extreme_values aria-controls=-777320605083531598bottom--777320605083531598extreme_values role=tab data-toggle=tab>Extreme values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-777320605083531598bottom--777320605083531598statistics><div class=col-sm-6><p class=h4>Quantile statistics</p><table class="table table-condensed stats"><tbody><tr><th>Minimum</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>5-th percentile</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>Q1</th><td style="white-space:pre white-space:nowrap">0</td></tr><tr><th>median</th><td style="white-space:pre white-space:nowrap">0.8</td></tr><tr><th>Q3</th><td style="white-space:pre white-space:nowrap">1.6</td></tr><tr><th>95-th percentile</th><td style="white-space:pre white-space:nowrap">3.4</td></tr><tr><th>Maximum</th><td style="white-space:pre white-space:nowrap">6.2</td></tr><tr><th>Range</th><td style="white-space:pre white-space:nowrap">6.2</td></tr><tr><th>Interquartile range (IQR)</th><td style="white-space:pre white-space:nowrap">1.6</td></tr></tbody></table></div><div class=col-sm-6><p class=h4>Descriptive statistics</p><table class="table table-condensed stats"><tbody><tr><th>Standard deviation</th><td style="white-space:pre white-space:nowrap">1.161075</td></tr><tr><th>Coefficient of variation (CV)</th><td style="white-space:pre white-space:nowrap">1.1168436</td></tr><tr><th>Kurtosis</th><td style="white-space:pre white-space:nowrap">1.5758131</td></tr><tr><th>Mean</th><td style="white-space:pre white-space:nowrap">1.039604</td></tr><tr><th>Median Absolute Deviation (MAD)</th><td style="white-space:pre white-space:nowrap">0.8</td></tr><tr><th>Skewness</th><td style="white-space:pre white-space:nowrap">1.2697199</td&
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"" style="fill: none"/></g></g></g><defs><clippath id=pc093b0cdb3><rect x=55.27 y=10.8 width=437.93 height=172.253951 /></clippath></defs></svg><div class="caption text-center text-muted"><strong>Histogram with fixed size bins</strong> (bins=40) </div></div><div role=tabpanel class="tab-pane col-sm-12" id=-777320605083531598bottom--777320605083531598common_values><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>99</td><td><div class=bar style=width:100.0%> 32.7% </div></td></tr><tr class><td title=1.2> 1.2 </td><td>17</td><td><div class=bar style=width:17.2%> &nbsp; </div> 5.6% </td></tr><tr class><td title=0.6> 0.6 </td><td>14</td><td><div class=bar style=width:14.1%> &nbsp; </div> 4.6% </td></tr><tr class><td title=1> 1 </td><td>14</td><td><div class=bar style=width:14.1%> &nbsp; </div> 4.6% </td></tr><tr class><td title=1.4> 1.4 </td><td>13</td><td><div class=bar style=width:13.1%> &nbsp; </div> 4.3% </td></tr><tr class><td title=0.8> 0.8 </td><td>13</td><td><div class=bar style=width:13.1%> &nbsp; </div> 4.3% </td></tr><tr class><td title=0.2> 0.2 </td><td>12</td><td><div class=bar style=width:12.1%> &nbsp; </div> 4.0% </td></tr><tr class><td title=1.6> 1.6 </td><td>11</td><td><div class=bar style=width:11.1%> &nbsp; </div> 3.6% </td></tr><tr class><td title=1.8> 1.8 </td><td>10</td><td><div class=bar style=width:10.1%> &nbsp; </div> 3.3% </td></tr><tr class><td title=2> 2 </td><td>9</td><td><div class=bar style=width:9.1%> &nbsp; </div> 3.0% </td></tr><tr class=other><td title="Other values (30)"> Other values (30) </td><td>91</td><td><div class=bar style=width:91.9%> 30.0% </div></td></tr></tbody></table></div><div role=tabpanel class="tab-pane col-sm-12" id=-777320605083531598bottom--777320605083531598extreme_values><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-777320605083531598extreme_values--777320605083531598firstn aria-controls=-777320605083531598extreme_values--777320605083531598firstn role=tab data-toggle=tab>Minimum 10 values</a></li><li role=presentation><a href=#-777320605083531598extreme_values--777320605083531598lastn aria-controls=-777320605083531598extreme_values--777320605083531598lastn role=tab data-toggle=tab>Maximum 10 values</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-777320605083531598extreme_values--777320605083531598firstn><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>99</td><td><div class=bar style=width:100.0%> 32.7% </div></td></tr><tr class><td title=0.1> 0.1 </td><td>7</td><td><div class=bar style=width:7.
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"L 1294 2753 \n",
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""/></defs><use xlink:href=#DejaVuSans-33 /></g></g></g></g></g><defs><clippath id=pbe40770cb5><rect x=7.2 y=7.2 width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-2382934461102649323bottom--2382934461102649323word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>142</td><td><div class=bar style=width:100.0%> 46.9% </div></td></tr><tr class><td title=2> 2 </td><td>140</td><td><div class=bar style=width:98.6%> 46.2% </div></td></tr><tr class><td title=3> 3 </td><td>21</td><td><div class=bar style=width:14.8%> &nbsp; </div> 6.9% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-2382934461102649323bottom--2382934461102649323characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-2382934461102649323unicode--2382934461102649323characters aria-controls=-2382934461102649323unicode--2382934461102649323characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-2382934461102649323unicode--2382934461102649323categories aria-controls=-2382934461102649323unicode--2382934461102649323categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-2382934461102649323unicode--2382934461102649323scripts aria-controls=-2382934461102649323unicode--2382934461102649323scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-2382934461102649323unicode--2382934461102649323blocks aria-controls=-2382934461102649323unicode--2382934461102649323blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-2382934461102649323unicode--2382934461102649323characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=1> 1 </td><td>142</td><td><div class=bar style=width:100.0%> 46.9% </div></td></tr><tr class><td title=2> 2 </td><td>140</td><td><div class=bar style=width:98.6%> 46.2% </div></td></tr><tr class><td title=3> 3 </td><td>21</td><td><div class=bar style=width:14.8%> &nbsp; </div> 6.9% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-2382934461102649323unicode--2382934461102649323categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=(unknown)> (unknown) </td><td>303</td><td><div class=bar style=width:100.0%> 100.0% </div></td></tr></tbody></table></div><div class="row
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""/></defs><use xlink:href=#DejaVuSans-33 /><use xlink:href=#DejaVuSans-2e x=63.623047 /><use xlink:href=#DejaVuSans-30 x=95.410156 /></g></g></g></g></g><defs><clippath id=paadc15bd82><rect x=7.2 y=7.2 width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7231692698450103768bottom--7231692698450103768word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0.0> 0.0 </td><td>176</td><td><div class=bar style=width:100.0%> 58.9% </div></td></tr><tr class><td title=1.0> 1.0 </td><td>65</td><td><div class=bar style=width:36.9%> &nbsp; </div> 21.7% </td></tr><tr class><td title=2.0> 2.0 </td><td>38</td><td><div class=bar style=width:21.6%> &nbsp; </div> 12.7% </td></tr><tr class><td title=3.0> 3.0 </td><td>20</td><td><div class=bar style=width:11.4%> &nbsp; </div> 6.7% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=-7231692698450103768bottom--7231692698450103768characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#-7231692698450103768unicode--7231692698450103768characters aria-controls=-7231692698450103768unicode--7231692698450103768characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#-7231692698450103768unicode--7231692698450103768categories aria-controls=-7231692698450103768unicode--7231692698450103768categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#-7231692698450103768unicode--7231692698450103768scripts aria-controls=-7231692698450103768unicode--7231692698450103768scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#-7231692698450103768unicode--7231692698450103768blocks aria-controls=-7231692698450103768unicode--7231692698450103768blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=-7231692698450103768unicode--7231692698450103768characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=0> 0 </td><td>475</td><td><div class=bar style=width:100.0%> 53.0% </div></td></tr><tr class><td title=.> . </td><td>299</td><td><div class=bar style=width:62.9%> 33.3% </div></td></tr><tr class><td title=1> 1 </td><td>65</td><td><div class=bar style=width:13.7%> &nbsp; </div> 7.2% </td></tr><tr class><td title=2> 2 </td><td>38</td><td><div class=bar style=width:8.0%> &nbsp; </div> 4.2% </td></tr><tr class><td title=3> 3 </td><td>20</td><td><div class=bar style=width:4.2%> &nbsp; </div> 2.2% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane
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""/></defs><use xlink:href=#DejaVuSans-36 /><use xlink:href=#DejaVuSans-2e x=63.623047 /><use xlink:href=#DejaVuSans-30 x=95.410156 /></g></g></g></g></g><defs><clippath id=p5048e4c190><rect x=7.2 y=7.2 width=390.6 height=110.88 /></clippath></defs></svg></div></div></div><div role=tabpanel class="tab-pane col-sm-12" id=7351801896245894301bottom-7351801896245894301word><div class=col-sm-12><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=3.0> 3.0 </td><td>166</td><td><div class=bar style=width:100.0%> 55.1% </div></td></tr><tr class><td title=7.0> 7.0 </td><td>117</td><td><div class=bar style=width:70.5%> 38.9% </div></td></tr><tr class><td title=6.0> 6.0 </td><td>18</td><td><div class=bar style=width:10.8%> &nbsp; </div> 6.0% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=7351801896245894301bottom-7351801896245894301characters><div class=col-sm-12><div class="row spacing"><ul class="nav nav-tabs" role=tablist><li role=presentation class=active><a href=#7351801896245894301unicode-7351801896245894301characters aria-controls=7351801896245894301unicode-7351801896245894301characters role=tab data-toggle=tab>Characters</a></li><li role=presentation><a href=#7351801896245894301unicode-7351801896245894301categories aria-controls=7351801896245894301unicode-7351801896245894301categories role=tab data-toggle=tab>Categories</a></li><li role=presentation><a href=#7351801896245894301unicode-7351801896245894301scripts aria-controls=7351801896245894301unicode-7351801896245894301scripts role=tab data-toggle=tab>Scripts</a></li><li role=presentation><a href=#7351801896245894301unicode-7351801896245894301blocks aria-controls=7351801896245894301unicode-7351801896245894301blocks role=tab data-toggle=tab>Blocks</a></li></ul><div class=tab-content><div role=tabpanel class="tab-pane col-sm-12 active" id=7351801896245894301unicode-7351801896245894301characters><div class="row named-list-item"><h4>Most occurring characters</h4><table class="freq table table-hover table-striped table-0"><thead><tr><td>Value</td><td>Count</td><td>Frequency (%)</td></tr></thead><tbody><tr class><td title=.> . </td><td>301</td><td><div class=bar style=width:100.0%> 33.3% </div></td></tr><tr class><td title=0> 0 </td><td>301</td><td><div class=bar style=width:100.0%> 33.3% </div></td></tr><tr class><td title=3> 3 </td><td>166</td><td><div class=bar style=width:55.1%> 18.4% </div></td></tr><tr class><td title=7> 7 </td><td>117</td><td><div class=bar style=width:38.9%> &nbsp; </div> 13.0% </td></tr><tr class><td title=6> 6 </td><td>18</td><td><div class=bar style=width:6.0%> &nbsp; </div> 2.0% </td></tr></tbody></table></div></div><div role=tabpanel class="tab-pane col-sm-12" id=7351801896245894301unicode-7351801896245894301categories><div class="row named-list-item"><h4>Most occurring categories</h4><table class="freq table table-ho
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""/></defs><use xlink:href=#DejaVuSans-32 /><use xlink:href=#DejaVuSans-39 x=63.623047 /><use xlink:href=#DejaVuSans-39 x=127.246094 /></g></g></g><g id=xtick_26><g id=text_32><g style="fill: #262626" transform="translate(632.830933 59.588271) rotate(-45) scale(0.13 -0.13)"><use xlink:href=#DejaVuSans-33 /><use xlink:href=#DejaVuSans-30 x=63.623047 /><use xlink:href=#DejaVuSans-31 x=127.246094 /></g></g></g></g></g></g><defs><clippath id=pbb5b6b65a4><rect x=72 y=72 width=576 height=180 /></clippath></defs></svg><div class="caption text-center text-muted"> A simple visualization of nullity by column. </div></div><div role=tabpanel class="tab-pane col-sm-12" id=missing-matrix><?xml version="1.0" encoding="utf-8" standalone="no"?><!DOCTYPE svg class="img-responsive center-img"PUBLIC "-//W3C//DTD SVG 1.1//EN"\n",
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"if("undefined"==typeof jQuery)throw new Error("Bootstrap's JavaScript requires jQuery");+function(a){"use strict";var b=a.fn.jquery.split(" ")[0].split(".");if(b[0]<2&&b[1]<9||1==b[0]&&9==b[1]&&b[2]<1||b[0]>3)throw new Error("Bootstrap's JavaScript requires jQuery version 1.9.1 or higher, but lower than version 4")}(jQuery),+function(a){"use strict";function b(){var a=document.createElement("bootstrap"),b={WebkitTransition:"webkitTransitionEnd",MozTransition:"transitionend",OTransition:"oTransitionEnd otransitionend",transition:"transitionend"};for(var c in b)if(void 0!==a.style[c])return{end:b[c]};return!1}a.fn.emulateTransitionEnd=function(b){var c=!1,d=this;a(this).one("bsTransitionEnd",function(){c=!0});var e=function(){c||a(d).trigger(a.support.transition.end)};return setTimeout(e,b),this},a(function(){a.support.transition=b(),a.support.transition&&(a.event.special.bsTransitionEnd={bindType:a.support.transition.end,delegateType:a.support.transition.end,handle:function(b){if(a(b.target).is(this))return b.handleObj.handler.apply(this,arguments)}})})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var c=a(this),e=c.data("bs.alert");e||c.data("bs.alert",e=new d(this)),"string"==typeof b&&e[b].call(c)})}var c='[data-dismiss="alert"]',d=function(b){a(b).on("click",c,this.close)};d.VERSION="3.3.7",d.TRANSITION_DURATION=150,d.prototype.close=function(b){function c(){g.detach().trigger("closed.bs.alert").remove()}var e=a(this),f=e.attr("data-target");f||(f=e.attr("href"),f=f&&f.replace(/.*(?=#[^\\s]*$)/,""));var g=a("#"===f?[]:f);b&&b.preventDefault(),g.length||(g=e.closest(".alert")),g.trigger(b=a.Event("close.bs.alert")),b.isDefaultPrevented()||(g.removeClass("in"),a.support.transition&&g.hasClass("fade")?g.one("bsTransitionEnd",c).emulateTransitionEnd(d.TRANSITION_DURATION):c())};var e=a.fn.alert;a.fn.alert=b,a.fn.alert.Constructor=d,a.fn.alert.noConflict=function(){return a.fn.alert=e,this},a(document).on("click.bs.alert.data-api",c,d.prototype.close)}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.button"),f="object"==typeof b&&b;e||d.data("bs.button",e=new c(this,f)),"toggle"==b?e.toggle():b&&e.setState(b)})}var c=function(b,d){this.$element=a(b),this.options=a.extend({},c.DEFAULTS,d),this.isLoading=!1};c.VERSION="3.3.7",c.DEFAULTS={loadingText:"loading..."},c.prototype.setState=function(b){var c="disabled",d=this.$element,e=d.is("input")?"val":"html",f=d.data();b+="Text",null==f.resetText&&d.data("resetText",d[e]()),setTimeout(a.proxy(function(){d[e](null==f[b]?this.options[b]:f[b]),"loadingText"==b?(this.isLoading=!0,d.addClass(c).attr(c,c).prop(c,!0)):this.isLoading&&(this.isLoading=!1,d.removeClass(c).removeAttr(c).prop(c,!1))},this),0)},c.prototype.toggle=function(){var a=!0,b=this.$element.closest('[data-toggle="buttons"]');if(b.length){var c=this.$element.find("input");"radio"==c.prop("type")?(c.prop("checked")&&(a=!1),b.find(".active").removeClass("active"),this.$element.addClass("active")):"checkbox"==c.prop("type")&&(c.prop("checked")!==this.$element.hasClass("active")&&(a=!1),this.$element.toggleClass("active")),c.prop("checked",this.$element.hasClass("active")),a&&c.trigger("change")}else this.$element.attr("aria-pressed",!this.$element.has
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"this.activeTarget=b,this.clear();var c=this.selector+'[data-target="'+b+'"],'+this.selector+'[href="'+b+'"]',d=a(c).parents("li").addClass("active");d.parent(".dropdown-menu").length&&(d=d.closest("li.dropdown").addClass("active")),d.trigger("activate.bs.scrollspy")},b.prototype.clear=function(){a(this.selector).parentsUntil(this.options.target,".active").removeClass("active")};var d=a.fn.scrollspy;a.fn.scrollspy=c,a.fn.scrollspy.Constructor=b,a.fn.scrollspy.noConflict=function(){return a.fn.scrollspy=d,this},a(window).on("load.bs.scrollspy.data-api",function(){a('[data-spy="scroll"]').each(function(){var b=a(this);c.call(b,b.data())})})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.tab");e||d.data("bs.tab",e=new c(this)),"string"==typeof b&&e[b]()})}var c=function(b){this.element=a(b)};c.VERSION="3.3.7",c.TRANSITION_DURATION=150,c.prototype.show=function(){var b=this.element,c=b.closest("ul:not(.dropdown-menu)"),d=b.data("target");if(d||(d=b.attr("href"),d=d&&d.replace(/.*(?=#[^\\s]*$)/,"")),!b.parent("li").hasClass("active")){var e=c.find(".active:last a"),f=a.Event("hide.bs.tab",{relatedTarget:b[0]}),g=a.Event("show.bs.tab",{relatedTarget:e[0]});if(e.trigger(f),b.trigger(g),!g.isDefaultPrevented()&&!f.isDefaultPrevented()){var h=a(d);this.activate(b.closest("li"),c),this.activate(h,h.parent(),function(){e.trigger({type:"hidden.bs.tab",relatedTarget:b[0]}),b.trigger({type:"shown.bs.tab",relatedTarget:e[0]})})}}},c.prototype.activate=function(b,d,e){function f(){g.removeClass("active").find("> .dropdown-menu > .active").removeClass("active").end().find('[data-toggle="tab"]').attr("aria-expanded",!1),b.addClass("active").find('[data-toggle="tab"]').attr("aria-expanded",!0),h?(b[0].offsetWidth,b.addClass("in")):b.removeClass("fade"),b.parent(".dropdown-menu").length&&b.closest("li.dropdown").addClass("active").end().find('[data-toggle="tab"]').attr("aria-expanded",!0),e&&e()}var g=d.find("> .active"),h=e&&a.support.transition&&(g.length&&g.hasClass("fade")||!!d.find("> .fade").length);g.length&&h?g.one("bsTransitionEnd",f).emulateTransitionEnd(c.TRANSITION_DURATION):f(),g.removeClass("in")};var d=a.fn.tab;a.fn.tab=b,a.fn.tab.Constructor=c,a.fn.tab.noConflict=function(){return a.fn.tab=d,this};var e=function(c){c.preventDefault(),b.call(a(this),"show")};a(document).on("click.bs.tab.data-api",'[data-toggle="tab"]',e).on("click.bs.tab.data-api",'[data-toggle="pill"]',e)}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.affix"),f="object"==typeof b&&b;e||d.data("bs.affix",e=new c(this,f)),"string"==typeof b&&e[b]()})}var c=function(b,d){this.options=a.extend({},c.DEFAULTS,d),this.$target=a(this.options.target).on("scroll.bs.affix.data-api",a.proxy(this.checkPosition,this)).on("click.bs.affix.data-api",a.proxy(this.checkPositionWithEventLoop,this)),this.$element=a(b),this.affixed=null,this.unpin=null,this.pinnedOffset=null,this.checkPosition()};c.VERSION="3.3.7",c.RESET="affix affix-top affix-bottom",c.DEFAULTS={offset:0,target:window},c.prototype.getState=function(a,b,c,d){var e=this.$target.scrollTop(),f=this.$element.offset(),g=this.$target.height();if(null!=c&&"top"
|
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|
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"$(function () {\n",
|
||
|
|
" $('[data-toggle="tooltip"]').tooltip();\n",
|
||
|
|
"});\n",
|
||
|
|
"\n",
|
||
|
|
"$("a").not("[href^='#']").attr('target', '_blank');\n",
|
||
|
|
"\n",
|
||
|
|
"$("a[href^='#']").not("[role='tab']").on('click', function (e) {\n",
|
||
|
|
"\n",
|
||
|
|
" // prevent default anchor click behavior\n",
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" e.preventDefault();\n",
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"\n",
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" // store hash\n",
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" var hash = this.hash;\n",
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||
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|
"\n",
|
||
|
|
" // animate\n",
|
||
|
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" $('html, body').animate({\n",
|
||
|
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" scrollTop: $(hash).offset().top\n",
|
||
|
|
" }, 300, function () {\n",
|
||
|
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"\n",
|
||
|
|
" // when done, add hash to url\n",
|
||
|
|
" // (default click behaviour)\n",
|
||
|
|
" window.location.hash = hash;\n",
|
||
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|
" });\n",
|
||
|
|
"\n",
|
||
|
|
"});\n",
|
||
|
|
"\n",
|
||
|
|
"$("select#variables-dropdown").on("change", function (e) {\n",
|
||
|
|
" var searchText = $("select#variables-dropdown").val().toLowerCase();\n",
|
||
|
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" var variables = $(".variable");\n",
|
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|
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" variables.each(function (index) {\n",
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||
|
|
" var isMatch = $(this.firstChild.firstChild).attr("title").toLowerCase() == (searchText);\n",
|
||
|
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" if(searchText == ""){isMatch = true};\n",
|
||
|
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" $(this).parent().toggle(isMatch);\n",
|
||
|
|
" });\n",
|
||
|
|
"}); </script></body></html>\" frameborder=\"0\" allowfullscreen></iframe>"
|
||
|
|
],
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||
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"text/plain": [
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"<IPython.core.display.HTML object>"
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|
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"profile = ProfileReport(X, title=\"heart disease data report\")\n",
|
||
|
|
"\n",
|
||
|
|
"profile.to_notebook_iframe()"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
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|
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"cell_type": "code",
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"execution_count": null,
|
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"id": "a7b29ede-9e6e-4a0b-8803-827a579c2715",
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"metadata": {},
|
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"outputs": [],
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"source": []
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}
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],
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||
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|
"metadata": {
|
||
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"kernelspec": {
|
||
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"display_name": "Python 3 (ipykernel)",
|
||
|
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"language": "python",
|
||
|
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"name": "python3"
|
||
|
|
},
|
||
|
|
"language_info": {
|
||
|
|
"codemirror_mode": {
|
||
|
|
"name": "ipython",
|
||
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"version": 3
|
||
|
|
},
|
||
|
|
"file_extension": ".py",
|
||
|
|
"mimetype": "text/x-python",
|
||
|
|
"name": "python",
|
||
|
|
"nbconvert_exporter": "python",
|
||
|
|
"pygments_lexer": "ipython3",
|
||
|
|
"version": "3.11.5"
|
||
|
|
}
|
||
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|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 5
|
||
|
|
}
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