1022 lines
690 KiB
Plaintext
1022 lines
690 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Pandas Plots\n",
|
|
"> Denote the pandas DataFrame by ```df```. \n",
|
|
"> The built-in plot in **pandas** can be called in either format below: \n",
|
|
"> ```python\n",
|
|
"df.plot.type\n",
|
|
"```\n",
|
|
"> ```python\n",
|
|
"df.plot(kind='type')\n",
|
|
"```\n",
|
|
"```\n",
|
|
"> where 'type' can be: line, hist, scatter, area, bar, box, pie, density, kde, etc "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Two Sets of Data\n",
|
|
"> ```df1``` is a time-series. \n",
|
|
"> ```df2``` is a general data set. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "FileNotFoundError",
|
|
"evalue": "[Errno 2] No such file or directory: 'df1'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
|
|
"Cell \u001b[0;32mIn [2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df1 \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdf1\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mindex_col\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m df1\u001b[38;5;241m.\u001b[39mhead()\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/util/_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.<locals>._deprecate_kwarg.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 210\u001b[0m kwargs[new_arg_name] \u001b[38;5;241m=\u001b[39m new_arg_value\n\u001b[0;32m--> 211\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/util/_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 330\u001b[0m )\n\u001b[0;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/io/parsers/readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m 935\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 936\u001b[0m dialect,\n\u001b[1;32m 937\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 946\u001b[0m defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 947\u001b[0m )\n\u001b[1;32m 948\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 950\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/io/parsers/readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 602\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 604\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 605\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 607\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/io/parsers/readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1441\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1442\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/io/parsers/readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1733\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1734\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1735\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1736\u001b[0m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1737\u001b[0m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1738\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1739\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1740\u001b[0m \u001b[43m \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmemory_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1741\u001b[0m \u001b[43m \u001b[49m\u001b[43mis_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1742\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding_errors\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstrict\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1743\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1744\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1745\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1746\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n",
|
|
"File \u001b[0;32m~/.local/share/virtualenvs/Note-Vc8kZtnp/lib64/python3.11/site-packages/pandas/io/common.py:856\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 851\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 852\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 853\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 855\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 856\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 857\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 858\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 859\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 860\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 861\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 862\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 863\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 864\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 865\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n",
|
|
"\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'df1'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"df1 = pd.read_csv('df1',index_col=0)\n",
|
|
"df1.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>a</th>\n",
|
|
" <th>b</th>\n",
|
|
" <th>c</th>\n",
|
|
" <th>d</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.039762</td>\n",
|
|
" <td>0.218517</td>\n",
|
|
" <td>0.103423</td>\n",
|
|
" <td>0.957904</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>0.937288</td>\n",
|
|
" <td>0.041567</td>\n",
|
|
" <td>0.899125</td>\n",
|
|
" <td>0.977680</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>0.780504</td>\n",
|
|
" <td>0.008948</td>\n",
|
|
" <td>0.557808</td>\n",
|
|
" <td>0.797510</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.672717</td>\n",
|
|
" <td>0.247870</td>\n",
|
|
" <td>0.264071</td>\n",
|
|
" <td>0.444358</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>0.053829</td>\n",
|
|
" <td>0.520124</td>\n",
|
|
" <td>0.552264</td>\n",
|
|
" <td>0.190008</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" a b c d\n",
|
|
"0 0.039762 0.218517 0.103423 0.957904\n",
|
|
"1 0.937288 0.041567 0.899125 0.977680\n",
|
|
"2 0.780504 0.008948 0.557808 0.797510\n",
|
|
"3 0.672717 0.247870 0.264071 0.444358\n",
|
|
"4 0.053829 0.520124 0.552264 0.190008"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2 = pd.read_csv('df2')\n",
|
|
"df2.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Line\n",
|
|
"> Options are in the bracket. \n",
|
|
"> ```figsize``` controls the size of the figure (Width, Height). \n",
|
|
"> ```lw``` controls the width of the line. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba872bfda0>"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df0 = pd.Series(np.random.standard_normal(500),name='y')\n",
|
|
"df0.plot.line()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8459f518>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1.plot.line(y='A')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8565ed68>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x216 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1.plot.line(y='A',figsize=(12,3),color='blue',lw=0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8568be10>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x216 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1.plot.line(y=['A','B'],figsize=(12,3),color=['blue','red'],lw=0.5)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Histogram\n",
|
|
"> ```bins``` defines the number of bins. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x22f04871b00>"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1['A'].plot.hist()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x22f05da9390>"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1['A'].hist(bins=30,color='blue')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8762fd68>"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1['A'].plot(kind='hist',bins=30,color='green')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Plotting Styles\n",
|
|
"> The styles (style: ggplot, bmh, dark_background, etc) can be controlled by \n",
|
|
"```python\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"plt.style.use('style')\n",
|
|
"```\n",
|
|
"> **Reference**: https://matplotlib.org/3.1.0/gallery/style_sheets/style_sheets_reference.html\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba88bf0630>"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 400x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('default')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba879ca208>"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 400x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('ggplot')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba88c8c470>"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 400x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('bmh')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba88cb7dd8>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 400x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('Solarize_Light2')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba89d49d30>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAACpCAYAAABZG+p8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAMTQAADE0B0s6tTgAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAeTElEQVR4nO3df1RUdf748SczhkLoCGjxQyhWDz/MDxqz4rZap9Y1W3JZN7PdltASU0vXdFNayo8KtQprjIhkmJalHtjDslJKifhrszaP390KtAVpZTWMRNbAmWCBkR/fP4z5MPJrLs4PYF6PczyHuXPv+/UeHV7ee9/v+365HD9+vA0hhHASKkd3QAgh7EmSnhDCqUjSE0I4FUl6QginIklPCOFUJOkJIZyKJD0hhFORpCeEcCpDHBE0KyuLgoICqqurGTp0KBMmTGDJkiUEBAQAcPHiRXQ6HSUlJXh6ejJv3jyioqJMx7e0tJCZmUlhYSHXrl3j3nvvZcWKFbi5uTni4wghBhCHnOn5+fnx3HPPsWvXLlJTU1GpVCQkJADQ3NxMQkICGo2GzMxMYmNj0el0fPrpp6bjd+/ezdGjR1m7di2pqamUlZWxefNmR3wUIcQA45Ckd//996PVavH19WXcuHE89dRTVFZWUlNTw6lTp6iuriY+Pp6goCAefvhhfvKTn5CXlwdAa2sr7733HgsWLECr1RIWFsby5cs5evQoer3eER9HCDGAOPyeXlNTEwUFBQQEBDBy5EjOnj1LaGgo7u7upn0iIiIoLS0F4NKlS+j1eu6++27T+xMnTgSgrKzMvp0XQgw4DrmnB3Dy5EmSkpJoampizJgxpKSkoFKpqK2tZeTIkWb7jhw5kqtXrwJQW1sLgKenp+l9tVrNiBEjTPsIIUR3HJb0Jk2axM6dO6mpqSEnJ4eXX36Z9PT0Xo9ra1O2KExrayvffvstbm5uuLi49LW7Qoh+qK2tjYaGBry9vVGpLLtwdVjSc3Nzw9/fH39/f0JDQ4mOjubUqVN4enpSUVFhtu/Vq1dNZ39eXl7A9TO+9kvglpYWDAZDpzNEgG+//ZbHHnvMxp9GCOFIOTk5jB492qJ9HZb0btTW1oZarSY0NJScnBwaGhpMU1A+//xzwsLCAPD19UWj0VBUVIS/vz8Ap0+fBiAkJKRTu+1tXLx4kREjRtjjo5h58cUX2bBhg93jSmyJ7QyxDQYDAQEBiqarOSTpbd++nWnTpuHt7U1tbS3Z2dloNBomTJjA0KFDGTVqFCkpKcyfP5/S0lKOHTtGcnIyACqViujoaHbt2oWvry9ubm5s3bqV6dOno9FoOsVqv6QdMWKEQ5Keq6urQ+JKbIntLLEBRbeuHJL0qqurWb9+PXq9Ho1GQ3h4OKmpqXh4eACwceNGdDodixcvxsvLixUrVqDVak3Hz58/n4aGBhITE7l27RrTpk1j5cqVjvgoQogBxiFJ73//9397fD8wMJC0tLRu31er1SxdupSlS5dau2tWN3PmTIktsSV2P+Iy2Gtk1NfXM2vWLPR6vUNPv4UQ1mcwGNBoNOTn53PrrbdadIzDJycLIYQ9SdITQjiVfjNlRYi+amxsxGg0Wr1dV1dXhg0bZvV2hWNJ0hMDWmNjI/7+QdTUVFm9bS8vHyorz0viG2Qk6YkBzWg0fp/wLgLWHKgyUFMTgNFolKQ3yEjSE3Zji8tQg8Hw/U8jsG7SE4OVJD1hF7a8DBVCCUl6wi5sdxlaCYy3YntisJOkJ+zM2pehht53EaIDhyS9vXv3cuLECS5evIi7uzuRkZEsXrzYbGmoBx54oNNxO3bsYNy4cabXWVlZ7Nu3j7q6OrRaLc8//7xp6SkhhOiKQ5LeF198wdy5cwkJCaG+vp709HSSkpLQ6XRm+61bt47w8HDT646rqBw8eJA9e/aQkJCAn58fGRkZJCYmsmXLFrt9DiHEwOOQpNe+TFS7ZcuWsWzZMurq6kwrrQAMHz682zO3vLw85syZw3333QdAfHw8MTExnDt3zuxsUAghOuoXj6Hp9XpcXV07LQSYnJzML3/5S5YvX87JkydN241GI+Xl5WbFgfz8/PDx8aGkpMRu/RZCDDwOH8gwGo3s3r2bmTNnolarTdvj4uKIiIhArVbz8ccf89JLL7Fp0ya0Wi0Gg4HW1laz4kBgXkBICCG64tCk19LSYlpi+plnnjF774knnjD9HBISwuXLl8nNzUWr1SouDiSEEO0clvRaW1tJSUmhoqKCtLS0Xte4Dw4OJj8/H7g+oNFeLrKjjgWEbvTiiy/i6uoKXF/wcCAteiiE+D+HDh3i0KFDAH16wschSa+trY1NmzZRUlJCenq6RYt7lpeX4+PjA1xf/WLs2LEUFRWZlpG/dOkSVVVVjB/f9UTVDRs2yCKiQgwCHU9aDAYDr732mqLjHZL0dDodJ0+eZOPGjQDU1NQA18/g1Go1J0+e5OrVq4SFhaFWq/noo48oLCw0q7Y0e/ZsMjIyCA4OxtfXl23bthEeHi4jt0KIHjkk6bVfpj777LNm27Ozs/Hx8UGtVpObm8s333yDSqUiMDCQxMREpkyZYto3KiqK2tpa0tLSTJOTV61aZdfPIYQYeByS9I4fP97j+5GRkURGRvbaTkxMDDExMdbqlhDCCfSLeXpCCGEvkvSEEE5Fkp4QwqlI0hNCOBVJekIIpyJJTwjhVBQlvdWrV3P48GGampps1R8hhLApRUkvODiYN998k0ceeYTk5GSKiops1S8hhLAJRZOTn376aZ5++mk+++wzDh8+zJo1a/Dw8GDGjBnMmDGDwMBAW/VTCCGsok9PZERERBAREcGKFSvIy8vjrbfeIisri5CQEKKjo5k5cyYuLi7W7qsQQty0PiW9xsZG0yIARUVFTJo0iQcffJArV67w9ttvc+rUKdatW2ftvgohxE1TlPQ+/fRTCgsL+fjjj/Hy8mLmzJnEx8czevRo0z6TJ0/utJDAjSyphnbx4kV0Oh0lJSV4enoyb948oqKiTO+3tLSQmZlJYWEh165d495772XFihW9rssnhHBuigYy1q1bxy233EJycjJ79uzhiSeeMEt4AAEBAfz617/usZ32amjbt2/nlVde4cKFCyQlJZneb25uJiEhAY1GQ2ZmJrGxseh0Oj799FPTPrt37+bo0aOsXbuW1NRUysrK2Lx5s5KPI4RwQorO9P7yl78wdOjQHvcZOnQoCxYs6HGf3qqhnTp1iurqat544w3c3d0JCgqiuLiYvLw8tFotra2tvPfeeyxcuNC0iOjy5ctZvXo1S5cuNSsVKYQQHSk60zt+/Dgffvhhp+0ffvghhYWFfe7EjdXQzp49S2hoKO7u7qZ9IiIiKC0tBa6vkqzX682qoU2cOBGAsrKyPvdDCDH4KUp6e/fu7fIsytPTkz179vSpA11VQ6utre1U66JjpbP22hgdq6Gp1WpGjBgh1dCEED1SdHlbXV3N7bff3mn76NGjqa6uVhy8p2poPelLNTQpDCTE4GDXwkC33XYbX3zxBb6+vmbbz5w5g7e3t6LAPVVD8/T0pKKiwmz/jpXOvLy8gOtnfO2XwC0tLRgMhm6roUlhICEGB7sWBvrFL35Beno63333nekeWlFREe+8845Zndre9FYNLTQ0lJycHBoaGkzJ8PPPPycsLAwAX19fNBoNRUVF+Pv7A3D69Gngeo1cIYTojqKkN3fuXFxdXdm7dy8ZGRkAeHt7s3DhQqKjoy1up7dqaJGRkYwaNYqUlBTmz59PaWkpx44dM436qlQqoqOj2bVrF76+vri5ubF161amT58uI7dCiB65HD9+XPkNMqCurg4ADw8Pxcc+8MADXW5vr4YGUFFRYZqc7OXlRWxsLA8//LBp3xsnJ0+bNo2VK1d2mpxcX1/PrFmz0Ov1cnnrQAaD4fv/kPSANf8dvgYCbNCuAdDI96afa/9e5efnc+utt1p0TJ+T3kAhSa9/kKQnbKEvSU/R5e2VK1d4/fXXKS4uNk0b6ejo0aNKmhNCCLtTlPQ2bNhAfX09ixcvNo2gCiHEQKIo6ZWWlvL6669z55132qg7QghhW4qeyLjjjjswGAy26osQQticojO9efPm8dprrxEbG0tQUBBDhpgf3tXTGkII0Z8oSnpr1qwBYO3atWYrI7e1teHi4iIDGWLQscWVjaurK8OGDbN6u8IyipJeXxcVEGLgaQRcCQgIsHrLXl4+VFael8TnIIqSXvsjX0IMfsbv/1zE2vP/amoCMBqNkvQcRHGNjI8++oj8/HyqqqrYtGkTt912GwcOHMDHx4fJkyfboo9CONAIrJv0hKMpGr3dv38/Op2Ou+66i8uXL9Pc3AzAkCFDyM7OtkkHhRDCmhSd6eXm5hIfH88999zDn/70J9P20NBQMjMzLW7nxIkTvPvuu3z55ZfU19dz5MgR0wKi0PWzuTt27GDcuHGm11lZWezbt4+6ujq0Wi3PP/+8TJgWQvRKUdK7fPkyQUFBnbar1WpFi/k1NTURERGBVqtl586dXe6zbt06wsPDTa87rp5y8OBB9uzZQ0JCAn5+fmRkZJCYmMiWLVsUfBohhDNSlPTuvPNOiouLTSuhtDt27JjZWVhvZsyYAVxfi687w4cP7/bMLS8vjzlz5nDfffcBEB8fT0xMDOfOnVPUDyGE81GU9OLi4khKSqKiooLW1lYOHTrE119/zccff0xKSopVO5acnExzczMBAQE8/vjj3HPPPcD15aHLy8tZvHixaV8/Pz98fHwoKSmRpCeE6JGigYzIyEgyMjK4cuUKgYGBHDt2jJaWFrZs2cKkSZOs1qm4uDgSExNJTk5m4sSJvPTSS6aatwaDgdbWVrOiQGBeOEgIIbqjeMrKnXfeSUJCgi36YtJx6fmQkBAuX75Mbm4uWq22T0WBhBCineKBjJ7Y6tnb4OBg8vPzgesDGiqVqtN6fh0LB3VFqqEJMTjYtRra448/bvbM7Y1s9exteXm5afDE1dWVsWPHUlRUhFarBa4X/66qqmL8+PHdtiHV0IQYHOxaDe3GZ29bWlooLy8nKyuLJ5980uJ2DAYD1dXVVFZWAnDu3DnUajX+/v4UFRVx9epVwsLCUKvVfPTRRxQWFprq4wLMnj2bjIwMgoOD8fX1Zdu2bYSHh8sghhCiVzf97G1gYCAjR47kjTfeYOrUqRa188knn5iN9i5ZsgSAzZs3o1aryc3N5ZtvvkGlUhEYGEhiYiJTpkwx7R8VFUVtbS1paWmmycmrVq1S8lGEEE5K8UBGVzw9Pblw4YLF+z/00EM89NBD3b4fGRnZaxsxMTHExMRYHFMIIUBh0isuLjZ73dbWRk1NDbm5uaZC3EII0Z8pSnorV67stG348OFMnDiRZ5991mqdEo7V2NjYp1GxnkiZAdFfKEp6hw8fNnvt4uKCSqVofrPo5xobG/H3D6KmpsrRXRHCJhQlvY4roYjByWg0fp/wrL14ZiXQ/ZQiIexFUdJ79dVXLd5XRlMHOmsvnimXt6J/UJT0/vvf/3Lq1Cnc3NxMc+LKy8tpaGgwm1IihBD9laKkd/vttzN9+nSee+4506VuS0sL6enpDBs2jGeeecYmnRRCCGtRNArx/vvvM3fuXLN7e2q1mkcffZQPPvjA6p0TQghrU5T0hgwZwpkzZzptP3PmTKfC30II0R8pylS/+c1v2Lx5M0VFRabJyGfPnuX48eMsWrTIJh0UQghrUpT0Hn30UYKCgti/fz8HDhygra2NgIAANm7caFrxxBK9FQa6ePEiOp2OkpISPD09mTdvHlFRUab3W1payMzMpLCwkGvXrnHvvfeyYsUK3NzclHwcIYQTUnxNqtVqFSW4rvRUGKi5uZmEhATGjRtHZmYmJSUl6HQ6br/9dlPc3bt3c/ToUdauXYu7uzspKSls3ryZF1988ab6JYQY/BQnvf/85z8cOXKEqqoqFixYgEaj4fTp03h7e3e5CktXeioMdOrUKaqrq3njjTdwd3cnKCiI4uJi8vLy0Gq1tLa28t5777Fw4UJTEly+fDmrV69m6dKlZlXThBDiRooGMk6fPs38+fP5+9//zsGDB6mvrweuD2Ts2LHDKh06e/YsoaGhuLu7m7ZFRERQWloKXF8wVK/Xc/fdd5venzhxIgBlZWVW6YMQYvBSlPQyMzOJi4tDp9OZjdb+8Ic/5J///KdVOlRbW9tp2feORX/al4nvWBhIrVYzYsQIKQwkhOiVoqR3/vz5LhcKHT58OHq93mqd6okUBhJC3AxF9/S8vLyorKzsVOz7zJkz+Pr6WqVDnp6eVFRUmG3rWPSnvQB4bW2t6RK4paUFg8EghYGEcAJ2LQw0e/ZstmzZwm9/+1vg+tSSf/zjH7z55pvExcUpDt6V0NBQcnJyaGhoME1B+fzzz03zAn19fdFoNBQVFZkGTk6fPg1cLxfZHSkMJMTgYNfCQHPnzmXYsGGkpqbS2NhIQkICI0eOJDY2lujoaIvb6akwUGRkJKNGjSIlJYX58+dTWlrKsWPHSE5OBkClUhEdHc2uXbvw9fXFzc2NrVu3Mn36dBm5FUL0SlHSq6+vJyoqip///OfU19fT0NDAqFGjFAftqTDQpEmT2LhxIzqdjsWLF+Pl5cWKFSvM5gbOnz+fhoYGEhMTuXbtGtOmTetyVWchhLiRy/Hjxy0aGWhpaWHmzJm89dZbBAYG2rpfVlNfX8+sWbPQ6/VyeWsBg8Hw/RmzHuuup/c1ECDtYgA08n20kvbva35+PrfeeqtFx1g8eqtWqxkzZgx1dXV97qAQQjiaoikrS5cuZfv27ZSUlFi9cIwQQtiDont6L7zwAgDLli3DxcWl0/tHjx61Tq+EGORsUR3O1dWVYcOGWb3dwUZR0tu0aZOt+iGEk2gEXAkICLB6y15ePlRWnpfE1wuLkt6yZctITk42jaAePXqUH//4x7KUkxCKGb//Y+1qcwZqagIwGo2S9HphUdIrKSnh2rVrptc6nY6wsDBJekL0mbWrzQlL9alStzz/KoQYqPqU9IQQYqCyeCAjOzvbdK+gubmZ3NxcPDw8zPZZsGCBdXsnhBBWZlHSCw8P51//+pfp9V133cX58+fN9ulqCosQQvQ3FiW9tLQ0W/dDCCHsol8Wq3377bd55513zLZNnTqVV155Bei9WpoQQnSnXyY9uL6u3h/+8AfT6/YFQC2pliaEEN3pt0lvyJAhplWSO+qtWpoQQvSk305ZKS8v55FHHiE2Npa0tDS+++47oPdqaUII0ZN+eaY3fvx4EhIS8Pf3p6qqih07drBmzRrS0tJ6rZYmhBA96ZdJLzIy0vTzD37wA+644w6eeOIJvvzyyz63KYWBhBgc7FoYyFH8/f3x8PDg0qVLvVZL644UBhJicLjZwkD99p5eR5cvX6aurg4fHx9CQ0MpKyujoaHB9H7HamlCCNGTfnmml5mZydSpUxk9ejSXLl0iMzOTu+66i+DgYFpaWnqsliaEED3pl0nv8uXLrF+/HoPBgLe3N5MnTyYuLg6VSoVKpeq1WpoQQnSnXya9devW9fh+YGCgPBonhOiTfpn0hGUaGxutXqDJFrUbhOhPJOkNUI2Njfj7B1FTU+XorggxoEjSG6CMRuP3Cc/atRYqgfFWbE+I/kWS3oBn7VoLcnkrBrcBMU9PCCGsRZKeEMKpSNITQjgVSXpCCKciSU8I4VRk9NYOZBKxsBdbfC9cXV1N5V8HgwGd9LKysti3bx91dXVotVqef/75LpeYdySZRCzsoxFwJSAgwOote3n5UFl5ftAkvgGb9A4ePMiePXtISEjAz8+PjIwMEhMT2bJli6O7ZkYmEQv7MH7/x9rfMwM1NQEYjcZBk/QG7D29vLw85syZw3333ce4ceOIj4/n9OnTnDt3ztFdM3PkyJHvfxph5T/DLYh+yFofow8ktmNY+3tmWQJtX8l4IBiQZ3pGo5Hy8nIWL15s2ubn54ePjw8lJSWMGzfOgb0zd+zYMQdGPwQ4all8iT2Y9Hav8MCBA9xzzz2K2nTUvcIBmfQMBgOtra14enqabb/ZAkG2GHBoamqyantC2Jfl9wqVLtvuqHuFAzLptbW1Kd63t/+pGhsbCQ39H2prq2+qb92rxLrPtV6yoN3vgK9t0K4lboxtrXZv1FW7ffnclrRrid5i2/PvwVrtGoH/B3j0sF8K8IKCduuoqYnkypUrN1W7pv33WklOGJBJT6PRoFKpqK2tNdveVYGg9loathjVUsZWgw69tbvTRu1aoqvY9vp76Ovn7q1dS1gS21Hfh76K7H0X3lHcqrV+LxsaGvDw6Ckp/58BmfRcXV0ZO3YsRUVFpmXiL126RFVVFePHm/+je3t7k5OTg5ubGy4uLo7orhDCRtra2mhoaMDb29viYwZk0gOYPXs2GRkZBAcH4+vry7Zt2wgPD+80iKFSqRg9erSDeimEsDVLz/DaDdikFxUVRW1tLWlpaabJyatWrXJ0t4QQ/ZzL8ePHLb8DKIQQA9yAPdO7WVu3bmXfvn2sWrWKhx9+2ObxCgoK+POf/8ylS5dQqVQEBwezaNEiQkNDbR47Pz+fgoICLly4wJAhQwgPD2fJkiX4+fnZPHZxcTHZ2dmcPXsWvV7P3r178ff3t1k8Rz2aeOLECd59912+/PJL6uvrOXLkCGq12uZx9+7dy4kTJ7h48SLu7u5ERkayePHiTgN6tpCVlUVBQQHV1dUMHTqUCRMmsGTJEocMGq5Zs4a//e1vvPrqq72Wgx2wT2TcjM8++4yioiJFNz9vlpeXFwsXLmTHjh289tprjBkzhvj4eOrr620eu7i4mAcffJAtW7aQmpqK0Wjk97//Pc3NzTaP3djYSHBwMAsXLrR5rPZHE5cvX05GRgb19fUkJibaPC5cn48ZERHB448/bpd47b744gvmzp3L9u3beeWVV7hw4QJJSUl2ie3n58dzzz3Hrl27SE1NRaVSkZCQYJfYHR08eFDRfFinO9Orq6sjNTWVdevWsXbtWrvFjYw0H/JfsmQJBw4c4Kuvvuo04mxtL730ktnr1atX8+ijj/LVV18xduxYm8aeMmUKU6ZMoarK9gsudHw0ESA+Pp6YmBjOnTtn86d0ZsyYAUBRUZFN49woOTnZ7PWyZctYtmwZdXV1im/wK3X//febvX7qqaeIi4ujpqbGbgt/VFVV8fbbb5ORkcFjjz1m0TFOd6aXnp7OT3/6U4KDgx3Wh+bmZvLz8xkxYgSBgYF2j6/X6wFualJof9P+aOLdd99t2tbx0URnodfrcXV1xc3Nza5xm5qaKCgoICAgwC6X1gCtra0kJyfz5JNPKpqh4VRneidOnOD8+fPEx8c7JP6///1vli5ditFoxNPTkz/+8Y82/9/4Rm1tbbz55ptMnjx5UE3lsdWjiQOJ0Whk9+7dzJw50y73EwFOnjxJUlISTU1NjBkzhpSUFFQq+5xL5ebm4ubmxs9+9jNFxw2KpKfT6Thw4EC370+cOJH169ezdetWkpOTGTLEeh/bkthpaWnA9dnnO3fuxGAw8P7775OUlMTrr7/e5zMuJbHbbdu2jfPnz7N169Y+xbyZ2Lak5DGkwailpYUNGzYA8Mwzz9gt7qRJk9i5cyc1NTXk5OTw8ssvk56ebtXfsa589dVX5OTkkJmZqfjYQZH0Fi1aRGxsbLfv33LLLVy4cIErV66waNEi0/bW1lZ0Oh0FBQV9TgKWxO74s7+/P/7+/oSFhREbG8vhw4eZM2eOzWMD7Nixg7/+9a+kp6ff9CCO0ti2puTRxMGmtbWVlJQUKioqSEtLs+ulrZubm+k7HRoaSnR0NKdOnWLq1Kk2jVtaWkpNTQ2/+tWvzLbHx8fzwAMPsGbNmm6PHRRJz8PDo9fLxJCQEN566y2zbfHx8cyaNct0E9pWsbvT2tp6U5chSmK/8847fPDBB6SlpeHr69vnmH2JbQ9KHk0cTNra2ti0aRMlJSWkp6c7/D5tW1ubXS6tp02bRkhIiNm2BQsW8Lvf/a7ToOGNBkXSs4SbmxtBQUFm29RqNaNGjbLLfLXdu3cTHh6Oj48PdXV17N+/H71ez49+9CObx87KyiI7O5ukpCSGDx9OTU0NAMOHD7f5GVlDQwOVlZVcuXIFuH5Z0tDQwG233Wb1X1BLH020BYPBQHV1NZWVlQCcO3cOtVqNv7+/Tc+8dDodJ0+eZOPGjQCmf1uNRmPz5LN9+3amTZuGt7c3tbW1ZGdno9FomDBhgk3jQvf/6fr4+PR6r9ppkp6jfffdd6SkpPDtt9/i4eFBSEgIqamp+Pj42Dz2/v37aWpq4oUXzJf+2bx5M5MmTbJp7LKyMlauXGl63T595oUXXuChhx6yaixHPpr4ySefkJKSYnq9ZMkSwPZ/x/n5+QA8++yzZtuzs7Nt/t2qrq5m/fr16PV6NBoN4eHhpKam9qsrgK7IY2hCCKfidPP0hBDOTZKeEMKpSNITQjgVSXpCCKciSU8I4VQk6QkhnIokPSGEU5GkJ4RwKpL0hBBORZKeEMKp/H8tglK94bo0sQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 320x160 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('classic')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba89db8438>"
|
|
]
|
|
},
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 400x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('fast')\n",
|
|
"df1['A'].plot.hist(figsize=(4,2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Area Plot \n",
|
|
"> Let's convert back to ggplot style. \n",
|
|
"> ```alpha``` controls the degree of transparency. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"plt.rcdefaults() \n",
|
|
"plt.style.use('ggplot')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba89e22748>"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.plot.area(alpha=0.4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Bar Plots\n",
|
|
"> ```stacked=True``` generates single bar for each x value. \n",
|
|
"> ```stacked=False``` generates a figure with multiple bars for each x value. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba89fe4160>"
|
|
]
|
|
},
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.plot.bar()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8a0d7a20>"
|
|
]
|
|
},
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.plot.bar(stacked=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Scatterplots\n",
|
|
"> (x,y) defines your x and y variables. \n",
|
|
"> ```c``` generates dependency between values and **color**. \n",
|
|
"> ```cmap``` controls the color. \n",
|
|
"> ```s``` generates dependency between values and **size**. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8b901d30>"
|
|
]
|
|
},
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 300x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.plot.scatter(x='a',y='b',figsize=(3,3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8b7dbd30>"
|
|
]
|
|
},
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1.plot.scatter(x='A',y='B',c='C',cmap='coolwarm')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8b894dd8>"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df1.plot.scatter(x='A',y='B', s=df1['C']*200)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Box Plot "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8ba79a20>"
|
|
]
|
|
},
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2.plot.box() # Can also pass a by= argument for groupby"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Hexagon"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8b96fe80>"
|
|
]
|
|
},
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df = pd.DataFrame(np.random.randn(1000, 2), columns=['a', 'b'])\n",
|
|
"df.plot.hexbin(x='a',y='b',gridsize=25,cmap='Oranges')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Density Plots"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0 0.957904\n",
|
|
"1 0.977680\n",
|
|
"2 0.797510\n",
|
|
"3 0.444358\n",
|
|
"4 0.190008\n",
|
|
"5 0.637898\n",
|
|
"6 0.497701\n",
|
|
"7 0.850519\n",
|
|
"8 0.530390\n",
|
|
"9 0.432007\n",
|
|
"Name: d, dtype: float64"
|
|
]
|
|
},
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2['d']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.axes._subplots.AxesSubplot at 0x1ba8ba424e0>"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df2['d'].plot.kde()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Activity 1\n",
|
|
"> Generate 10000 numbers that are N(0,1). \n",
|
|
"> Create a histogram with 25 bins, red in color. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Activity 2\n",
|
|
"> Set ```y=2*x+u``` where ```u``` is also N(0,1). \n",
|
|
"> Create a scatterplot with y on y-axis and x on x-axis. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|