{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7ce03b1d",
   "metadata": {},
   "source": [
    "# D3 : COGS109 SS1_23 Loading various types of files\n",
    "\n",
    "## Author: C. Alex Simpkins Ph.D.\n",
    "\n",
    "This workbook is designed to give you practice importing various data files and file types with Python and Pandas. We will use both Binary and ASCII files, and show some of the useful functions associated. \n",
    "\n",
    "There will be assert statements but no hidden tests. You will also have the chance to expand your understanding of indexing in Pandas, as well as perform some speed comparisons to see what functions/approaches are faster and by how much. Sometimes it may be slower to actually perform the operation, but it's fast enough and easier to implement if you know how to do it without researching. So you need to always use your judgment. In programming there are always other ways to accomplish a task, and no one perfect way.\n",
    "\n",
    "We will lead you through answering them in discussion section. Also you will not have any hidden tests. These are meant to get you more practice *and* help you in assignment completion. (Occasionally, they'll even use the same dataset.)\n",
    "\n",
    "And, they are meant to be exploratory, so if you look up something or try something that's not *quite* what we asked, leave that code in there. Same goes for code that's not quite right or errors. Feel free to leave that in there and to add notes or comments for yourself (or for us). These are meant to help you get more experience with the technical content. \n",
    "\n",
    "Note, if you're stuck in these workbooks, you can use the Tutorials to look information up, search on the Internet, and talk with your classmates/TA/IA.\n",
    "\n",
    "Workbooks for discussion section will always be broken down into three parts. Sometimes you may not get through everything. That's OK! Answers will be released the following week.\n",
    "\n",
    "In this workbook, you'll get practice with the following:\n",
    "- working in a Jupyter Notebook\n",
    "- loading files into python with Pandas of a variety of types\n",
    "- understanding the shape of the data, what type of data it is\n",
    "- how to access specific parts of the data via various types of indexing and slicing\n",
    "- initial visualization in order to gain some intuition into the data\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15d90d4c",
   "metadata": {},
   "source": [
    "## Part I: Importing multiple data sources\n",
    "\n",
    "We are going to work with some datasets. First, let's import the following modules:\n",
    "\n",
    "**Import the following packages using their common shortened name found in parentheses:**\n",
    "\n",
    "* `numpy` (`np`)\n",
    "* `pandas` (`pd`)\n",
    "* `matplotlib.pyplot` (`plt`)\n",
    "* `seaborn` (`sns`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "22404ea7",
   "metadata": {},
   "outputs": [],
   "source": [
    "### BEGIN SOLUTION\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "### END SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b7570e6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert np\n",
    "assert pd\n",
    "assert plt\n",
    "assert sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc7ffe12",
   "metadata": {},
   "source": [
    "**Run the following cell code to make things throughout the rest of this workbook a little prettier.** (Note: You don't have to edit code here, but are free to and see what changes to be sure you understand each line.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d3228de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure libraries\n",
    "# The seaborn library makes plots look nicer\n",
    "sns.set(context = 'talk', style='white')\n",
    "\n",
    "# Don't display too many rows/cols of DataFrames\n",
    "pd.options.display.max_rows = 7\n",
    "pd.options.display.max_columns = 8\n",
    "\n",
    "# Round decimals when displaying DataFrames\n",
    "pd.set_option('display.precision', 2)\n",
    "\n",
    "# Make plots just slightly bigger for displaying well in notebook\n",
    "# set plotting size parameter\n",
    "plt.rcParams['figure.figsize'] = (10, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0824d108",
   "metadata": {},
   "source": [
    "Now we are ready to read in our first data file. The file is stored in our github repo. Let's take a look at the file location and name:\n",
    "\n",
    "https://raw.githubusercontent.com/drsimpkins-teaching/datasets/main/data.csv\n",
    "\n",
    "OK, so in viewing that file name, we can assume it is a .CSV file (comma separated value). We will load it and confirm this is the correct name.\n",
    "\n",
    "Use the Pandas `read_csv()` function to load the data into a DataFrame variable called `data1` \n",
    "\n",
    "You can find the documentation reference for this function [here](https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6ee2ac84",
   "metadata": {},
   "outputs": [],
   "source": [
    "### BEGIN SOLUTION\n",
    "data1 = pd.read_csv('https://raw.githubusercontent.com/drsimpkins-teaching/datasets/main/data.csv')\n",
    "### END SOLUTION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b6d68c7",
   "metadata": {},
   "source": [
    "OK, now that we have grabbed the file we can start looking at the data. Note the URL has a different one than if you just navigate to the file, which would lead you to:\n",
    "\n",
    "https://github.com/drsimpkins-teaching/datasets/blob/main/data.csv\n",
    "\n",
    "We need the raw data, not the html rendering. If you attempt to load the above, you will get an error and be quite frustrated! If you forget and ever grab the wrong URL, remember you have to get the raw type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4e93bcaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 2)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#let's take a look and be sure we got all the files...\n",
    "data1.shape\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "68097480",
   "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>0</th>\n",
       "      <th>-3.851459844522894</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.03</td>\n",
       "      <td>-1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.06</td>\n",
       "      <td>6.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.09</td>\n",
       "      <td>12.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.13</td>\n",
       "      <td>11.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.16</td>\n",
       "      <td>27.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      0  -3.851459844522894\n",
       "0  0.03               -1.94\n",
       "1  0.06                6.50\n",
       "2  0.09               12.93\n",
       "3  0.13               11.44\n",
       "4  0.16               27.56"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#now let's check out the start of it...\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ab0f564",
   "metadata": {},
   "source": [
    "Note that the first line appears in bold as if it is a heading. We do not have a heading in our data - just raw data, but Pandas assumed we had one. Let's get the data again and make sure we tell pandas we have only raw data in there, comma separated..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34db4f88",
   "metadata": {},
   "outputs": [],
   "source": [
    "### BEGIN SOLUTION\n",
    "data1 = pd.read_csv('https://raw.githubusercontent.com/drsimpkins-teaching/datasets/main/data.csv', header=None)\n",
    "### END SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac6eea3a",
   "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>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.03</td>\n",
       "      <td>-1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.06</td>\n",
       "      <td>6.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.09</td>\n",
       "      <td>12.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.13</td>\n",
       "      <td>11.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      0      1\n",
       "0  0.00  -3.85\n",
       "1  0.03  -1.94\n",
       "2  0.06   6.50\n",
       "3  0.09  12.93\n",
       "4  0.13  11.44"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#now let's look again...\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1262c6ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(data1)==1001\n",
    "assert len(data1.loc[1])==2\n",
    "assert data1.shape == (1001,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8412de45",
   "metadata": {},
   "source": [
    "Great! This looks right. Note that default column labels were created and default index labels as well.\n",
    "\n",
    "Second thing to notice is when we saw the raw data in the header that wasn't supposed to be a header, look at the second number and note how many decimal places it has. Remember way up above when we did this:\n",
    "\n",
    "`# Round decimals when displaying DataFrames`\n",
    "`pd.set_option('display.precision', 2)`\n",
    "\n",
    "That's what it does - though numerically we have all that precision, we are only looking at the first few decimal places. Take note of this for the future and for your use!\n",
    "\n",
    "Now create a simple plot using Seaborn to take a look at it. First let's change the column labels to something with text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "00bdea3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1.columns=[\"time\",\"volts\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "41bcc205",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='time', ylabel='volts'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### BEGIN SOLUTION\n",
    "sns.lineplot(data=data1, x=\"time\", y=\"volts\")\n",
    "### END SOLUTION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbf73d07",
   "metadata": {},
   "source": [
    "OK interesting. Before we do any operations on this data, let's just take a look at a scatterplot version in Seaborn. Regenerate the plot above as a scatterplot with Seaborn. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "22ad66ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='time', ylabel='volts'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### BEGIN SOLUTION\n",
    "sns.scatterplot(data=data1, x=\"time\", y=\"volts\")\n",
    "### END SOLUTION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56271480",
   "metadata": {},
   "source": [
    "A few things to note:\n",
    "\n",
    "- I think if I was only going to have this data in the figure, I might just use a lineplot. But if we are going to do some regression it could be an interesting view. It's a bit too many datapoints and there's a great deal of overlap so we do not see much of the subtlety of the data here.\n",
    "- Wasn't that easy? We just changed one little thing, the call and a whole different plot type was rendered."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77c597ac",
   "metadata": {},
   "source": [
    "## Part II: Importing a binary file\n",
    "\n",
    "OK, so now we have imported a CSV file, which is pretty standard. We learned how to get a raw file from github and avoid downloading the html formatted version. Great!\n",
    "\n",
    "Now let's import a binary file. We are going to take in an excel sheet. Read the documentation [here](https://pandas.pydata.org/docs/user_guide/io.html#io-excel-reader) for accessing and reading an excel file.\n",
    "\n",
    "The location to read from is also from our data repo:\n",
    "\n",
    "https://github.com/drsimpkins-teaching/datasets/raw/main/data.xlsx\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5dff452f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Returns a DataFrame\n",
    "data2 = pd.read_excel(\"https://github.com/drsimpkins-teaching/datasets/raw/main/data.xlsx\", sheet_name=\"Sheet 1\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f7c35f6",
   "metadata": {},
   "source": [
    "Note we can access particular sheets by including their name. There are as always several options.\n",
    "\n",
    "Add the same labels for columns as earlier using the `columns` method below as we did before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9ca1170b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#let's give the same column names \n",
    "data2.columns=[\"time\",\"volts\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10d33c7e",
   "metadata": {},
   "source": [
    "Let's take a look at it as before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "058d285a",
   "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>time</th>\n",
       "      <th>volts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.03</td>\n",
       "      <td>-1.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.06</td>\n",
       "      <td>6.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.09</td>\n",
       "      <td>12.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.13</td>\n",
       "      <td>11.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   time  volts\n",
       "0  0.00  -3.85\n",
       "1  0.03  -1.94\n",
       "2  0.06   6.50\n",
       "3  0.09  12.93\n",
       "4  0.13  11.44"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d37feac6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1001, 2)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bce96963",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(data2)==1001\n",
    "assert len(data2.loc[1])==2\n",
    "assert data2.shape == (1001,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "47433b23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='time', ylabel='volts'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=data1,x='time',y='volts')\n",
    "\n",
    "\n",
    "sns.lineplot(data=data2,x='time',y='volts')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e4c3f1d",
   "metadata": {},
   "source": [
    "But we cannot see the two plots, they appear to be right on top of each other. Another way we might look is to subtract one vs. the other then compute the max difference..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e4b4310a",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = data1['volts'].values - data2['volts'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2e72aadb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "dd426999",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5a1c30fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert max(test) ==0.0\n",
    "assert min(test) ==0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "39bd55b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "368f9b9d",
   "metadata": {},
   "source": [
    "So they appear to be the same. Great, since they are the same data!\n",
    "\n",
    "Let's take a look at both at the same time. How can we do this? With subplots. As usual, fairly straightforward.\n",
    "\n",
    "Use the plt.subplots() method to create 2 rows by 1 column of subplots, then plot each data set into the two respective subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "14780927",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,1)\n",
    "fig.suptitle('Comparing two data imports')\n",
    "\n",
    "sns.lineplot(ax=ax[0], x=data1['time'], y=data1['volts'])\n",
    "ax[0].set_title('Data 1 plot')\n",
    "\n",
    "sns.lineplot(ax=ax[1], x=data2['time'], y=data2['volts'])\n",
    "ax[1].set_title('Data 2 plot')\n",
    "\n",
    "\n",
    "#we need to space them out so we can see the subfigure titles, or they will overlap\n",
    "fig.tight_layout(pad=.2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6110371d",
   "metadata": {},
   "source": [
    "OK, great, I am convinced these are both importing correctly. But what if we only want to look at a piece of the data, zoom in on a specific section? We can plot a 'slice' using Pandas slicing. Plot only the first 100 or so points.\n",
    "\n",
    "So we can use the `loc` method to grab the early portion of the data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9636042c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='time', ylabel='volts'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_SL = data1.loc[1:100]\n",
    "\n",
    "sns.lineplot(data=d_SL, x='time',y='volts')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d1df5a1",
   "metadata": {},
   "source": [
    "Now we see a much more 'zoomed in' version of the plot. But what if we want a middle portion?\n",
    "\n",
    "We can do that too! Simply use the same notation, but instead of starting at 1, start where you want and then end where you want. Let's plot `time=[150:200]`\n",
    "\n",
    "Create a new DataFrame object called `d_SL` by assigning this new slice of data1 to it, then perform the same plot again, with the new variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2c5c7f34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='time', ylabel='volts'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d_SL = data1.loc[150:200]\n",
    "\n",
    "sns.lineplot(data=d_SL, x='time',y='volts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "33371330",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert len(d_SL)==51"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64bb0b58",
   "metadata": {},
   "source": [
    "Why is the length of that variable what it is? Consider what is included in a Pandas slice (read if you need to - is the first point included and last point, or if not which are included)? Write your answer below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f9e5809",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e8f0b3b2",
   "metadata": {},
   "source": [
    "Consider"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "54b99516",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/numpy/core/fromnumeric.py:1970: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  result = asarray(a).shape\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([  1.,   2.,   3.,   4.,   5.,   6.,   7.,   8.,   9.,  10.,  11.,\n",
       "         12.,  13.,  14.,  15.,  16.,  17.,  18.,  19.,  20.,  21.,  22.,\n",
       "         23.,  24.,  25.,  26.,  27.,  28.,  29.,  30.,  31.,  32.,  33.,\n",
       "         34.,  35.,  36.,  37.,  38.,  39.,  40.,  41.,  42.,  43.,  44.,\n",
       "         45.,  46.,  47.,  48.,  49.,  50.,  51.,  52.,  53.,  54.,  55.,\n",
       "         56.,  57.,  58.,  59.,  60.,  61.,  62.,  63.,  64.,  65.,  66.,\n",
       "         67.,  68.,  69.,  70.,  71.,  72.,  73.,  74.,  75.,  76.,  77.,\n",
       "         78.,  79.,  80.,  81.,  82.,  83.,  84.,  85.,  86.,  87.,  88.,\n",
       "         89.,  90.,  91.,  92.,  93.,  94.,  95.,  96.,  97.,  98.,  99.,\n",
       "        100.]),\n",
       " array([105.        , 106.0106383 , 107.0212766 , 108.03191489,\n",
       "        109.04255319, 110.05319149, 111.06382979, 112.07446809,\n",
       "        113.08510638, 114.09574468, 115.10638298, 116.11702128,\n",
       "        117.12765957, 118.13829787, 119.14893617, 120.15957447,\n",
       "        121.17021277, 122.18085106, 123.19148936, 124.20212766,\n",
       "        125.21276596, 126.22340426, 127.23404255, 128.24468085,\n",
       "        129.25531915, 130.26595745, 131.27659574, 132.28723404,\n",
       "        133.29787234, 134.30851064, 135.31914894, 136.32978723,\n",
       "        137.34042553, 138.35106383, 139.36170213, 140.37234043,\n",
       "        141.38297872, 142.39361702, 143.40425532, 144.41489362,\n",
       "        145.42553191, 146.43617021, 147.44680851, 148.45744681,\n",
       "        149.46808511, 150.4787234 , 151.4893617 , 152.5       ,\n",
       "        153.5106383 , 154.5212766 , 155.53191489, 156.54255319,\n",
       "        157.55319149, 158.56382979, 159.57446809, 160.58510638,\n",
       "        161.59574468, 162.60638298, 163.61702128, 164.62765957,\n",
       "        165.63829787, 166.64893617, 167.65957447, 168.67021277,\n",
       "        169.68085106, 170.69148936, 171.70212766, 172.71276596,\n",
       "        173.72340426, 174.73404255, 175.74468085, 176.75531915,\n",
       "        177.76595745, 178.77659574, 179.78723404, 180.79787234,\n",
       "        181.80851064, 182.81914894, 183.82978723, 184.84042553,\n",
       "        185.85106383, 186.86170213, 187.87234043, 188.88297872,\n",
       "        189.89361702, 190.90425532, 191.91489362, 192.92553191,\n",
       "        193.93617021, 194.94680851, 195.95744681, 196.96808511,\n",
       "        197.9787234 , 198.9893617 , 200.        ])]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=[np.transpose(np.linspace(1,100,num=100)), np.transpose(np.linspace(105,200,num=95))]\n",
    "\n",
    "np.shape(x)\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b05e9e26",
   "metadata": {},
   "source": [
    "## Part III : Pandas functions\n",
    "\n",
    "We will be using Pandas for a variety of tasks throughout the summer session. Be sure you are comfortable with each of the following:\n",
    "\n",
    "Pandas \n",
    "- Series\n",
    "- DataFrame\n",
    "\n",
    "Basic operations\n",
    "- changing index and column labels\n",
    "- reordering columns\n",
    "- concatenation\n",
    "- slicing using loc, iloc, at, iat\n",
    "- removing NaNs and nulls\n",
    "- removing duplicate values\n",
    "- creating dataframes\n",
    "- when to use series vs. dataframe\n",
    "- accessing the raw values in a column\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1850d9d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function locals()>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "97a0bbcb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ax\t d_SL\t data1\t data2\t fig\t np\t pd\t plt\t sns\t \n",
      "test\t x\t \n"
     ]
    }
   ],
   "source": [
    "who"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "669f4a87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variable   Type         Data/Info\n",
      "---------------------------------\n",
      "ax         ndarray      2: 2 elems, type `object`, 16 bytes\n",
      "d_SL       DataFrame         time   volts\\n150  4<...>\\n\\n[51 rows x 2 columns]\n",
      "data1      DataFrame           time  volts\\n0    <...>\\n[1001 rows x 2 columns]\n",
      "data2      DataFrame           time  volts\\n0    <...>\\n[1001 rows x 2 columns]\n",
      "fig        Figure       Figure(1000x500)\n",
      "np         module       <module 'numpy' from '/op<...>kages/numpy/__init__.py'>\n",
      "pd         module       <module 'pandas' from '/o<...>ages/pandas/__init__.py'>\n",
      "plt        module       <module 'matplotlib.pyplo<...>es/matplotlib/pyplot.py'>\n",
      "sns        module       <module 'seaborn' from '/<...>ges/seaborn/__init__.py'>\n",
      "test       ndarray      1001: 1001 elems, type `float64`, 8008 bytes\n",
      "x          list         n=2\n"
     ]
    }
   ],
   "source": [
    "whos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5f1c410",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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