03_python_data_science.ipynb

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   "source": [
    "# apply Jupyter notebook style\n",
    "from IPython.core.display import HTML\n",
    "\n",
    "from custom.styles import style_string\n",
    "\n",
    "HTML(style_string)"
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   "cell_type": "markdown",
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    "<div style=\"text-align:center;\">\n",
    "  <img src=\"custom/molssi_main_horizontal.png\" style=\"display: block; margin: 0 auto; max-height:200px;\">\n",
    "</div>\n",
    "\n",
    "Python Data Science Libraries - Pandas and Seaborn\n",
    "===================================================\n",
    "\n",
    "<div class=\"overview admonition\"> \n",
    "<p class=\"admonition-title\">Overview</p>\n",
    "\n",
    "Questions:\n",
    "\n",
    "* How can I use pandas to examine data?\n",
    "\n",
    "* How can I use seaborn to visualize relationships?\n",
    "\n",
    "Objectives:\n",
    "\n",
    "* Learn the basics of pandas dataframes\n",
    "\n",
    "* Use seaborn to make plots.\n",
    "\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf44a96a",
   "metadata": {},
   "source": [
    "Pandas is a Python library used for data analysis and manipulation. Within the world of data science, it is a ubiquitous and widely used library. If you are learning how to analyze data in Python, it will be almost impossible to avoid pandas. \n",
    "\n",
    "Pandas is very powerful. In this session, we'll be learning how to access information in pandas dataframes and how to do some basic manipulation and analysis. The first step in using pandas is importing it. Typically when pandas is imported, it is shortened to `pd`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "853340f7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5298ab99",
   "metadata": {},
   "source": [
    "The first data set we are looking at in this workshop is solubility data. \n",
    "This is a data set which gives molecular descriptors along with solubility calculated using the ESOL method. \n",
    "The data was obtained from [moleculenet](https://moleculenet.org/datasets-1).\n",
    "The dataset has been downloaded and placed in your `data` folder.\n",
    "\n",
    "<div class=\"note admonition\"> \n",
    "<p class=\"admonition-title\">The ESOL Dataset</p>\n",
    "\n",
    "For this notebook and the next notebook, we will be working with a data set called ESOL.\n",
    "ESOL is short for \"estimated solubility\". \n",
    "The data set originates [from a paper published in 2004 by John. S. Delaney](https://pubs.acs.org/doi/epdf/10.1021/ci034243x), \n",
    "where he used it to fit a model for estimated solubility of small molecules using a linear model.\n",
    "\n",
    "In this notebook, we will not be analyzin the data too deeply. Instead, we will use it to get accquainted with the pandas data science library.\n",
    "\n",
    "</div>\n",
    "\n",
    "Later in the workshop, we'll be seing how we can fit this model ourselves using Python, but for now we are just going to examine the data using pandas. \n",
    "The data is saved in a csv file. CSV stands for \"comma separated values\". \n",
    "This is a file format where commas separate values. \n",
    "You can also typically read files like this into excel. \n",
    "In fact, initially in this session you may not yet see what advantages pandas offers over Excel. \n",
    "However, functionalites in pandas will be more useful once we start cleaning and fitting data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6f093772",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/delaney-processed.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1443798a",
   "metadata": {},
   "source": [
    "## Examining the data\n",
    "\n",
    "Now that we have used the pandas `read_csv` function, our data is in a variable called `df`. This variable is a **pandas dataframe**. This means it has lots of special functionalities thanks to pandas. For example, you can preview the first 5 rows using the `.head` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23ed7e5d",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound ID</th>\n",
       "      <th>ESOL predicted log solubility in mols per litre</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured log solubility in mols per litre</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.77</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>-2.885</td>\n",
       "      <td>1</td>\n",
       "      <td>201.225</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>42.24</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>-2.579</td>\n",
       "      <td>1</td>\n",
       "      <td>152.237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>17.07</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Picene</td>\n",
       "      <td>-6.618</td>\n",
       "      <td>2</td>\n",
       "      <td>278.354</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-7.87</td>\n",
       "      <td>c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thiophene</td>\n",
       "      <td>-2.232</td>\n",
       "      <td>2</td>\n",
       "      <td>84.143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>c1ccsc1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "  Compound ID  ESOL predicted log solubility in mols per litre  \\\n",
       "0   Amigdalin                                           -0.974   \n",
       "1    Fenfuram                                           -2.885   \n",
       "2      citral                                           -2.579   \n",
       "3      Picene                                           -6.618   \n",
       "4   Thiophene                                           -2.232   \n",
       "\n",
       "   Minimum Degree  Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "0               1           457.432                        7                3   \n",
       "1               1           201.225                        1                2   \n",
       "2               1           152.237                        0                0   \n",
       "3               2           278.354                        0                5   \n",
       "4               2            84.143                        0                1   \n",
       "\n",
       "   Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "0                          7              202.32   \n",
       "1                          2               42.24   \n",
       "2                          4               17.07   \n",
       "3                          0                0.00   \n",
       "4                          0                0.00   \n",
       "\n",
       "   measured log solubility in mols per litre  \\\n",
       "0                                      -0.77   \n",
       "1                                      -3.30   \n",
       "2                                      -2.06   \n",
       "3                                      -7.87   \n",
       "4                                      -1.33   \n",
       "\n",
       "                                              smiles  \n",
       "0  OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...  \n",
       "1                             Cc1occc1C(=O)Nc2ccccc2  \n",
       "2                               CC(C)=CCCC(C)=CC(=O)  \n",
       "3                 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43  \n",
       "4                                            c1ccsc1  "
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   "source": [
    "df.head()"
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  {
   "cell_type": "markdown",
   "id": "6769ca04",
   "metadata": {},
   "source": [
    "The `.info` function will give information about the columns and the data type of those columns. The data type will become very important later as we work with more data."
   ]
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1128 entries, 0 to 1127\n",
      "Data columns (total 10 columns):\n",
      " #   Column                                           Non-Null Count  Dtype  \n",
      "---  ------                                           --------------  -----  \n",
      " 0   Compound ID                                      1128 non-null   object \n",
      " 1   ESOL predicted log solubility in mols per litre  1128 non-null   float64\n",
      " 2   Minimum Degree                                   1128 non-null   int64  \n",
      " 3   Molecular Weight                                 1128 non-null   float64\n",
      " 4   Number of H-Bond Donors                          1128 non-null   int64  \n",
      " 5   Number of Rings                                  1128 non-null   int64  \n",
      " 6   Number of Rotatable Bonds                        1128 non-null   int64  \n",
      " 7   Polar Surface Area                               1128 non-null   float64\n",
      " 8   measured log solubility in mols per litre        1128 non-null   float64\n",
      " 9   smiles                                           1128 non-null   object \n",
      "dtypes: float64(4), int64(4), object(2)\n",
      "memory usage: 88.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c6505d9",
   "metadata": {},
   "source": [
    "Pandas assigns data types to columns, and will do its best to decide the data column for each column based on what is in the column. \n",
    "You will see that this dataframe has `1128` values in each column. \n",
    "\n",
    "We see that the column `Minimum Degree` has the data type of `int64`. Here, `int` means `integer` and `64` means `64 bit`.  The `64 bit` refers to the amount of computer memory the variable can occupy. It won't really be important for us. Similarly, `float64` means `64 bit floating point`. These are decimal numbers.\n",
    "\n",
    "The other column names which read `object` are not numeric. They might be strings or they might be something else. We'll discuss more later.\n",
    "\n",
    "The `describe` function can be used on a dataframe to quickly see statistics about columns with numerical data. If you look at the columns that statistics are computed for and compare to the data type shown from `info`, you will see that we only get statistics for columns which had `int64` or `float64` data types."
   ]
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  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9a80a1f3",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ESOL predicted log solubility in mols per litre</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured log solubility in mols per litre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "      <td>1128.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-2.988192</td>\n",
       "      <td>1.058511</td>\n",
       "      <td>203.937074</td>\n",
       "      <td>0.701241</td>\n",
       "      <td>1.390957</td>\n",
       "      <td>2.177305</td>\n",
       "      <td>34.872881</td>\n",
       "      <td>-3.050102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.683220</td>\n",
       "      <td>0.238560</td>\n",
       "      <td>102.738077</td>\n",
       "      <td>1.089727</td>\n",
       "      <td>1.318286</td>\n",
       "      <td>2.640974</td>\n",
       "      <td>35.383593</td>\n",
       "      <td>2.096441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-9.702000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.043000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-11.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-3.948250</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>121.183000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4.317500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-2.870000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>182.179000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>26.300000</td>\n",
       "      <td>-2.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-1.843750</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>270.372000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>55.440000</td>\n",
       "      <td>-1.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.091000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>780.949000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>268.680000</td>\n",
       "      <td>1.580000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ESOL predicted log solubility in mols per litre  Minimum Degree  \\\n",
       "count                                      1128.000000     1128.000000   \n",
       "mean                                         -2.988192        1.058511   \n",
       "std                                           1.683220        0.238560   \n",
       "min                                          -9.702000        0.000000   \n",
       "25%                                          -3.948250        1.000000   \n",
       "50%                                          -2.870000        1.000000   \n",
       "75%                                          -1.843750        1.000000   \n",
       "max                                           1.091000        2.000000   \n",
       "\n",
       "       Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "count       1128.000000              1128.000000      1128.000000   \n",
       "mean         203.937074                 0.701241         1.390957   \n",
       "std          102.738077                 1.089727         1.318286   \n",
       "min           16.043000                 0.000000         0.000000   \n",
       "25%          121.183000                 0.000000         0.000000   \n",
       "50%          182.179000                 0.000000         1.000000   \n",
       "75%          270.372000                 1.000000         2.000000   \n",
       "max          780.949000                11.000000         8.000000   \n",
       "\n",
       "       Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "count                1128.000000         1128.000000   \n",
       "mean                    2.177305           34.872881   \n",
       "std                     2.640974           35.383593   \n",
       "min                     0.000000            0.000000   \n",
       "25%                     0.000000            0.000000   \n",
       "50%                     1.000000           26.300000   \n",
       "75%                     3.000000           55.440000   \n",
       "max                    23.000000          268.680000   \n",
       "\n",
       "       measured log solubility in mols per litre  \n",
       "count                                1128.000000  \n",
       "mean                                   -3.050102  \n",
       "std                                     2.096441  \n",
       "min                                   -11.600000  \n",
       "25%                                    -4.317500  \n",
       "50%                                    -2.860000  \n",
       "75%                                    -1.600000  \n",
       "max                                     1.580000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13c61a11",
   "metadata": {},
   "source": [
    "## Accessing Data\n",
    "\n",
    "One great thing about pandas dataframes is how easy it is to access information. Pandas allows you to access information in a dataframe using both data indexes and names.\n",
    "\n",
    "Pandas dataframes have rows and columns, you can see how many rows and columns using `.shape`. This will return the shape as `(num_rows, num_columns)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "80d9c4df",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1128, 10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e206eb98",
   "metadata": {},
   "source": [
    "### Accessing with rows and column numbers \n",
    "\n",
    "#### The `.iloc` function\n",
    "Access on a particular row and column using `.iloc` followed by square brackets and the row and column numbers you want to access. If you only put one number, it will be assumed to be the row number you want.\n",
    "\n",
    "The following gets row number 35."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b7cff7eb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compound ID                                        Valeraldehyde\n",
       "ESOL predicted log solubility in mols per litre           -1.103\n",
       "Minimum Degree                                                 1\n",
       "Molecular Weight                                          86.134\n",
       "Number of H-Bond Donors                                        0\n",
       "Number of Rings                                                0\n",
       "Number of Rotatable Bonds                                      3\n",
       "Polar Surface Area                                         17.07\n",
       "measured log solubility in mols per litre                  -0.85\n",
       "smiles                                                   CCCCC=O\n",
       "Name: 35, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[35]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a6149b5",
   "metadata": {},
   "source": [
    "We can also specify a number of columns by adding a second number to the slicing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c6f9c28c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compound ID                                        Valeraldehyde\n",
       "ESOL predicted log solubility in mols per litre           -1.103\n",
       "Minimum Degree                                                 1\n",
       "Name: 35, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[35, :3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0f2c40e",
   "metadata": {},
   "source": [
    "### Accessing with names\n",
    "\n",
    "Each dataframe has an index (rows) and columns. The rows and columns have names. For the columns, these are indicated in `.head` by the bold row at the top of the dataframe. The row names are similarly listed in bold in the left of the dataframe. The index can be named, but by default it is usually just numbered. \n",
    "\n",
    "You can see information about the index or the columns using `df.index` or `df.columns`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fe8421c4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=1128, step=1)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fea32803",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Compound ID', 'ESOL predicted log solubility in mols per litre',\n",
       "       'Minimum Degree', 'Molecular Weight', 'Number of H-Bond Donors',\n",
       "       'Number of Rings', 'Number of Rotatable Bonds', 'Polar Surface Area',\n",
       "       'measured log solubility in mols per litre', 'smiles'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba64a576",
   "metadata": {},
   "source": [
    "Some of these column names are very long, and we might not want to type them \n",
    "when we want to reference data. \n",
    "We will rename some of these columns to make accessing the data more convenient."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34d56e51",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df.rename( columns = {\n",
    "    \"ESOL predicted log solubility in mols per litre\": \"ESOL solubility (mol/L)\",\n",
    "    \"measured log solubility in mols per litre\" : \"measured solubility (mol/L)\"\n",
    "}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dccc85a",
   "metadata": {},
   "source": [
    "To access part of a dataframe using the index or column names, would use the `loc` function.\n",
    "\n",
    "Because our index names are just numbers, this doesn't look that different than `iloc` when we are accessing rows.\n",
    "\n",
    "#### The `.loc` function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0d700d98",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compound ID                    Valeraldehyde\n",
       "ESOL solubility (mol/L)               -1.103\n",
       "Minimum Degree                             1\n",
       "Molecular Weight                      86.134\n",
       "Number of H-Bond Donors                    0\n",
       "Number of Rings                            0\n",
       "Number of Rotatable Bonds                  3\n",
       "Polar Surface Area                     17.07\n",
       "measured solubility (mol/L)            -0.85\n",
       "smiles                               CCCCC=O\n",
       "Name: 35, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[35]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62e0e533",
   "metadata": {},
   "source": [
    "However, we can now use column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "da288a9b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'CCCCC=O'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[35, \"smiles\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54950b86",
   "metadata": {},
   "source": [
    "#### Using column names\n",
    "\n",
    "You can pull a column of several columns of information using the syntax\n",
    "\n",
    "```python\n",
    "df[column_name]\n",
    "```\n",
    "\n",
    "To pull several columns, do\n",
    "\n",
    "```python\n",
    "df[[colname1, colname2]]\n",
    "```\n",
    "\n",
    "For example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a867a5a7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            Amigdalin\n",
       "1             Fenfuram\n",
       "2               citral\n",
       "3               Picene\n",
       "4            Thiophene\n",
       "             ...      \n",
       "1123         halothane\n",
       "1124            Oxamyl\n",
       "1125         Thiometon\n",
       "1126    2-Methylbutane\n",
       "1127          Stirofos\n",
       "Name: Compound ID, Length: 1128, dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Compound ID\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "15a99ad9",
   "metadata": {
    "tags": []
   },
   "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>Compound ID</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Picene</td>\n",
       "      <td>c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thiophene</td>\n",
       "      <td>c1ccsc1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>halothane</td>\n",
       "      <td>FC(F)(F)C(Cl)Br</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>Oxamyl</td>\n",
       "      <td>CNC(=O)ON=C(SC)C(=O)N(C)C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>Thiometon</td>\n",
       "      <td>CCSCCSP(=S)(OC)OC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>2-Methylbutane</td>\n",
       "      <td>CCC(C)C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>Stirofos</td>\n",
       "      <td>COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1128 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Compound ID                                             smiles\n",
       "0          Amigdalin  OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...\n",
       "1           Fenfuram                             Cc1occc1C(=O)Nc2ccccc2\n",
       "2             citral                               CC(C)=CCCC(C)=CC(=O)\n",
       "3             Picene                 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43\n",
       "4          Thiophene                                            c1ccsc1\n",
       "...              ...                                                ...\n",
       "1123       halothane                                   FC(F)(F)C(Cl)Br \n",
       "1124          Oxamyl                          CNC(=O)ON=C(SC)C(=O)N(C)C\n",
       "1125       Thiometon                                  CCSCCSP(=S)(OC)OC\n",
       "1126  2-Methylbutane                                            CCC(C)C\n",
       "1127        Stirofos              COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl\n",
       "\n",
       "[1128 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"Compound ID\", \"smiles\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "185e0dd7",
   "metadata": {},
   "source": [
    "## Filtering Data\n",
    "\n",
    "There are two ways filtering in dataframes are typically done. Both are shown here for completeness, and because you will see both when looking at code others have written.\n",
    "\n",
    "In the first method, the strategy is that you first establish where something is true within a dataframe, then use that to filter the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "67e8ba10",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        True\n",
       "1        True\n",
       "2        True\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "1123    False\n",
       "1124     True\n",
       "1125     True\n",
       "1126    False\n",
       "1127     True\n",
       "Name: Polar Surface Area, Length: 1128, dtype: bool"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Polar Surface Area\"] >17"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c6a280d",
   "metadata": {},
   "source": [
    "This gives us a list of values with either `True` or `False` that can be used to index into the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7bd812f1",
   "metadata": {
    "tags": []
   },
   "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>Compound ID</th>\n",
       "      <th>ESOL solubility (mol/L)</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured solubility (mol/L)</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.770</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>-2.885</td>\n",
       "      <td>1</td>\n",
       "      <td>201.225</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>42.24</td>\n",
       "      <td>-3.300</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>-2.579</td>\n",
       "      <td>1</td>\n",
       "      <td>152.237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>17.07</td>\n",
       "      <td>-2.060</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Estradiol</td>\n",
       "      <td>-4.138</td>\n",
       "      <td>1</td>\n",
       "      <td>272.388</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>40.46</td>\n",
       "      <td>-5.030</td>\n",
       "      <td>CC12CCC3C(CCc4cc(O)ccc34)C2CCC1O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Rotenone</td>\n",
       "      <td>-5.246</td>\n",
       "      <td>1</td>\n",
       "      <td>394.423</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>63.22</td>\n",
       "      <td>-4.420</td>\n",
       "      <td>COc5cc4OCC3Oc2c1CC(Oc1ccc2C(=O)C3c4cc5OC)C(C)=C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>Phthalonitrile</td>\n",
       "      <td>-1.717</td>\n",
       "      <td>1</td>\n",
       "      <td>128.134</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>47.58</td>\n",
       "      <td>-2.380</td>\n",
       "      <td>N#Cc1ccccc1C#N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>m-Nitrotoluene</td>\n",
       "      <td>-2.640</td>\n",
       "      <td>1</td>\n",
       "      <td>137.138</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>43.14</td>\n",
       "      <td>-2.440</td>\n",
       "      <td>Cc1cccc(c1)N(=O)=O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>Oxamyl</td>\n",
       "      <td>-0.908</td>\n",
       "      <td>1</td>\n",
       "      <td>219.266</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>71.00</td>\n",
       "      <td>0.106</td>\n",
       "      <td>CNC(=O)ON=C(SC)C(=O)N(C)C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>Thiometon</td>\n",
       "      <td>-3.323</td>\n",
       "      <td>1</td>\n",
       "      <td>246.359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>18.46</td>\n",
       "      <td>-3.091</td>\n",
       "      <td>CCSCCSP(=S)(OC)OC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>Stirofos</td>\n",
       "      <td>-4.320</td>\n",
       "      <td>1</td>\n",
       "      <td>365.964</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>44.76</td>\n",
       "      <td>-4.522</td>\n",
       "      <td>COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>758 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Compound ID  ESOL solubility (mol/L)  Minimum Degree  \\\n",
       "0          Amigdalin                   -0.974               1   \n",
       "1           Fenfuram                   -2.885               1   \n",
       "2             citral                   -2.579               1   \n",
       "7          Estradiol                   -4.138               1   \n",
       "9           Rotenone                   -5.246               1   \n",
       "...              ...                      ...             ...   \n",
       "1121  Phthalonitrile                   -1.717               1   \n",
       "1122  m-Nitrotoluene                   -2.640               1   \n",
       "1124          Oxamyl                   -0.908               1   \n",
       "1125       Thiometon                   -3.323               1   \n",
       "1127        Stirofos                   -4.320               1   \n",
       "\n",
       "      Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "0              457.432                        7                3   \n",
       "1              201.225                        1                2   \n",
       "2              152.237                        0                0   \n",
       "7              272.388                        2                4   \n",
       "9              394.423                        0                5   \n",
       "...                ...                      ...              ...   \n",
       "1121           128.134                        0                1   \n",
       "1122           137.138                        0                1   \n",
       "1124           219.266                        1                0   \n",
       "1125           246.359                        0                0   \n",
       "1127           365.964                        0                1   \n",
       "\n",
       "      Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "0                             7              202.32   \n",
       "1                             2               42.24   \n",
       "2                             4               17.07   \n",
       "7                             0               40.46   \n",
       "9                             3               63.22   \n",
       "...                         ...                 ...   \n",
       "1121                          0               47.58   \n",
       "1122                          1               43.14   \n",
       "1124                          1               71.00   \n",
       "1125                          7               18.46   \n",
       "1127                          5               44.76   \n",
       "\n",
       "      measured solubility (mol/L)  \\\n",
       "0                          -0.770   \n",
       "1                          -3.300   \n",
       "2                          -2.060   \n",
       "7                          -5.030   \n",
       "9                          -4.420   \n",
       "...                           ...   \n",
       "1121                       -2.380   \n",
       "1122                       -2.440   \n",
       "1124                        0.106   \n",
       "1125                       -3.091   \n",
       "1127                       -4.522   \n",
       "\n",
       "                                                 smiles  \n",
       "0     OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...  \n",
       "1                                Cc1occc1C(=O)Nc2ccccc2  \n",
       "2                                  CC(C)=CCCC(C)=CC(=O)  \n",
       "7                      CC12CCC3C(CCc4cc(O)ccc34)C2CCC1O  \n",
       "9      COc5cc4OCC3Oc2c1CC(Oc1ccc2C(=O)C3c4cc5OC)C(C)=C   \n",
       "...                                                 ...  \n",
       "1121                                     N#Cc1ccccc1C#N  \n",
       "1122                                 Cc1cccc(c1)N(=O)=O  \n",
       "1124                          CNC(=O)ON=C(SC)C(=O)N(C)C  \n",
       "1125                                  CCSCCSP(=S)(OC)OC  \n",
       "1127              COP(=O)(OC)OC(=CCl)c1cc(Cl)c(Cl)cc1Cl  \n",
       "\n",
       "[758 rows x 10 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df[\"Polar Surface Area\"] > 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9b3e0a1-3198-4909-a6a8-78492440f4d9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e643231-beb2-43a2-99ef-47c6332d83b4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62e309f8-bb0d-4ce7-88c4-ad4aaefb49d1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1208209c",
   "metadata": {},
   "source": [
    "## Sorting Data\n",
    "\n",
    "Pandas allows you to easily sort data using the `sort_values` method. Inside of the function call you list the column you would like to sort by. By default, the values will be sorted from lowest to highest (or `ascending`). This method will `return` a sorted dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a559acad",
   "metadata": {
    "tags": []
   },
   "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>Compound ID</th>\n",
       "      <th>ESOL solubility (mol/L)</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured solubility (mol/L)</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>Clomazone</td>\n",
       "      <td>-3.077</td>\n",
       "      <td>1</td>\n",
       "      <td>239.702</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29.54</td>\n",
       "      <td>-2.338</td>\n",
       "      <td>CC1(C)CON(Cc2ccccc2Cl)C1=O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>1,5-Dimethlnapthalene</td>\n",
       "      <td>-4.147</td>\n",
       "      <td>1</td>\n",
       "      <td>156.228</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-4.679</td>\n",
       "      <td>Cc1cccc2c(C)cccc12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>Acenapthylene</td>\n",
       "      <td>-3.682</td>\n",
       "      <td>2</td>\n",
       "      <td>152.196</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.960</td>\n",
       "      <td>C1=Cc2cccc3cccc1c23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>Ethyl butyrate</td>\n",
       "      <td>-2.254</td>\n",
       "      <td>1</td>\n",
       "      <td>144.214</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>26.30</td>\n",
       "      <td>-1.280</td>\n",
       "      <td>CCCCCOC(=O)CC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Benzo(a)pyrene</td>\n",
       "      <td>-6.007</td>\n",
       "      <td>2</td>\n",
       "      <td>252.316</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-8.699</td>\n",
       "      <td>c1ccc2c(c1)cc3ccc4cccc5ccc2c3c45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Sorbitol</td>\n",
       "      <td>0.647</td>\n",
       "      <td>1</td>\n",
       "      <td>182.172</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>121.38</td>\n",
       "      <td>1.090</td>\n",
       "      <td>OCC(O)C(O)C(O)C(O)CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.770</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>Sucrose</td>\n",
       "      <td>0.310</td>\n",
       "      <td>1</td>\n",
       "      <td>342.297</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>189.53</td>\n",
       "      <td>0.790</td>\n",
       "      <td>OCC2OC(OC1(CO)OC(CO)C(O)C1O)C(O)C(O)C2O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>Lactose</td>\n",
       "      <td>1.071</td>\n",
       "      <td>1</td>\n",
       "      <td>342.297</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>189.53</td>\n",
       "      <td>-0.244</td>\n",
       "      <td>OCC1OC(OC2C(O)C(O)C(O)OC2CO)C(O)C(O)C1O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Raffinose</td>\n",
       "      <td>0.496</td>\n",
       "      <td>1</td>\n",
       "      <td>504.438</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>268.68</td>\n",
       "      <td>-0.410</td>\n",
       "      <td>OCC1OC(CO)(OC2OC(COC3OC(CO)C(O)C(O)C3O)C(O)C(O...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1128 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Compound ID  ESOL solubility (mol/L)  Minimum Degree  \\\n",
       "652               Clomazone                   -3.077               1   \n",
       "632   1,5-Dimethlnapthalene                   -4.147               1   \n",
       "634           Acenapthylene                   -3.682               2   \n",
       "635          Ethyl butyrate                   -2.254               1   \n",
       "637          Benzo(a)pyrene                   -6.007               2   \n",
       "...                     ...                      ...             ...   \n",
       "276                Sorbitol                    0.647               1   \n",
       "0                 Amigdalin                   -0.974               1   \n",
       "1025                Sucrose                    0.310               1   \n",
       "441                 Lactose                    1.071               1   \n",
       "298               Raffinose                    0.496               1   \n",
       "\n",
       "      Molecular Weight  Number of H-Bond Donors  Number of Rings  \\\n",
       "652            239.702                        0                2   \n",
       "632            156.228                        0                2   \n",
       "634            152.196                        0                3   \n",
       "635            144.214                        0                0   \n",
       "637            252.316                        0                5   \n",
       "...                ...                      ...              ...   \n",
       "276            182.172                        6                0   \n",
       "0              457.432                        7                3   \n",
       "1025           342.297                        8                2   \n",
       "441            342.297                        8                2   \n",
       "298            504.438                       11                3   \n",
       "\n",
       "      Number of Rotatable Bonds  Polar Surface Area  \\\n",
       "652                           2               29.54   \n",
       "632                           0                0.00   \n",
       "634                           0                0.00   \n",
       "635                           5               26.30   \n",
       "637                           0                0.00   \n",
       "...                         ...                 ...   \n",
       "276                           5              121.38   \n",
       "0                             7              202.32   \n",
       "1025                          5              189.53   \n",
       "441                           4              189.53   \n",
       "298                           8              268.68   \n",
       "\n",
       "      measured solubility (mol/L)  \\\n",
       "652                        -2.338   \n",
       "632                        -4.679   \n",
       "634                        -3.960   \n",
       "635                        -1.280   \n",
       "637                        -8.699   \n",
       "...                           ...   \n",
       "276                         1.090   \n",
       "0                          -0.770   \n",
       "1025                        0.790   \n",
       "441                        -0.244   \n",
       "298                        -0.410   \n",
       "\n",
       "                                                 smiles  \n",
       "652                          CC1(C)CON(Cc2ccccc2Cl)C1=O  \n",
       "632                                  Cc1cccc2c(C)cccc12  \n",
       "634                                 C1=Cc2cccc3cccc1c23  \n",
       "635                                       CCCCCOC(=O)CC  \n",
       "637                    c1ccc2c(c1)cc3ccc4cccc5ccc2c3c45  \n",
       "...                                                 ...  \n",
       "276                                OCC(O)C(O)C(O)C(O)CO  \n",
       "0     OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...  \n",
       "1025           OCC2OC(OC1(CO)OC(CO)C(O)C1O)C(O)C(O)C2O   \n",
       "441             OCC1OC(OC2C(O)C(O)C(O)OC2CO)C(O)C(O)C1O  \n",
       "298   OCC1OC(CO)(OC2OC(COC3OC(CO)C(O)C(O)C3O)C(O)C(O...  \n",
       "\n",
       "[1128 rows x 10 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(\"Number of H-Bond Donors\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36c8401e",
   "metadata": {},
   "source": [
    "If you include more than one column name, the dataframe will be sorted by multiple columns. First, it will be sorted by the first column indicated, then that sort will be sorted by the second. Consider the following examples. We first sort by `Number of H-Bond Donors`. Within that sort, we sort by `Molecular Weight`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d22687d5",
   "metadata": {
    "tags": []
   },
   "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",
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       "\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>Compound ID</th>\n",
       "      <th>ESOL solubility (mol/L)</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured solubility (mol/L)</th>\n",
       "      <th>smiles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>Methane</td>\n",
       "      <td>-0.636</td>\n",
       "      <td>0</td>\n",
       "      <td>16.043</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>Ethyne</td>\n",
       "      <td>-0.252</td>\n",
       "      <td>1</td>\n",
       "      <td>26.038</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>C#C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Ethylene</td>\n",
       "      <td>-0.815</td>\n",
       "      <td>1</td>\n",
       "      <td>28.054</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>C=C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Ethane</td>\n",
       "      <td>-1.132</td>\n",
       "      <td>1</td>\n",
       "      <td>30.070</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.36</td>\n",
       "      <td>CC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Propyne</td>\n",
       "      <td>-0.672</td>\n",
       "      <td>1</td>\n",
       "      <td>40.065</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>CC#C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Compound ID  ESOL solubility (mol/L)  Minimum Degree  Molecular Weight  \\\n",
       "934     Methane                   -0.636               0            16.043   \n",
       "953      Ethyne                   -0.252               1            26.038   \n",
       "689    Ethylene                   -0.815               1            28.054   \n",
       "600      Ethane                   -1.132               1            30.070   \n",
       "202     Propyne                   -0.672               1            40.065   \n",
       "\n",
       "     Number of H-Bond Donors  Number of Rings  Number of Rotatable Bonds  \\\n",
       "934                        0                0                          0   \n",
       "953                        0                0                          0   \n",
       "689                        0                0                          0   \n",
       "600                        0                0                          0   \n",
       "202                        0                0                          0   \n",
       "\n",
       "     Polar Surface Area  measured solubility (mol/L) smiles  \n",
       "934                 0.0                        -0.90      C  \n",
       "953                 0.0                         0.29    C#C  \n",
       "689                 0.0                        -0.40    C=C  \n",
       "600                 0.0                        -1.36     CC  \n",
       "202                 0.0                        -0.41   CC#C  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted = df.sort_values([\"Number of H-Bond Donors\", \"Molecular Weight\"])\n",
    "df_sorted.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f93be496-c20d-4cec-ba5b-1fb37528551f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "87f5ec90-0408-41d6-81ba-e87e73a7f6ab",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "43905fb9",
   "metadata": {},
   "source": [
    "Note the bolded indices to the left of the dataframe. After we perform our sort, these are no longer in order. In the sorted dataframe, `loc` and `iloc` do not return the same values using the same number."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4d8ca81f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compound ID                    Methane\n",
       "ESOL solubility (mol/L)         -0.636\n",
       "Minimum Degree                       0\n",
       "Molecular Weight                16.043\n",
       "Number of H-Bond Donors              0\n",
       "Number of Rings                      0\n",
       "Number of Rotatable Bonds            0\n",
       "Polar Surface Area                 0.0\n",
       "measured solubility (mol/L)       -0.9\n",
       "smiles                               C\n",
       "Name: 934, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted.loc[934]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8fbc2664",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Compound ID                                                   Bensulide\n",
       "ESOL solubility (mol/L)                                           -4.99\n",
       "Minimum Degree                                                        1\n",
       "Molecular Weight                                                397.524\n",
       "Number of H-Bond Donors                                               1\n",
       "Number of Rings                                                       1\n",
       "Number of Rotatable Bonds                                            10\n",
       "Polar Surface Area                                                64.63\n",
       "measured solubility (mol/L)                                        -4.2\n",
       "smiles                         CC(C)OP(=S)(OC(C)C)SCCNS(=O)(=O)c1ccccc1\n",
       "Name: 330, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sorted.iloc[934]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37f40ab9",
   "metadata": {},
   "source": [
    "## Performing Operations on Multiple Cells\n",
    "\n",
    "### Broadcasting\n",
    "\n",
    "Pandas dataframes have the convenient feature that they use something called `broadcasting`. This means that if you are doing something like subtracting a number, multiplying, etc to a column or dataframe of information, it can be done all at once instead of with a `for` loop. Consider if we wanted to express the molecular surface area in $nm^2$ instead of Å$^2$. To do this, we would need to divide each value by 100.\n",
    "\n",
    "Instead of writing a `for` loop that does this, we can just write the following code. This will return a pandas Series (one dimensional dataframe). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c0c69c15",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2.0232\n",
       "1       0.4224\n",
       "2       0.1707\n",
       "3       0.0000\n",
       "4       0.0000\n",
       "         ...  \n",
       "1123    0.0000\n",
       "1124    0.7100\n",
       "1125    0.1846\n",
       "1126    0.0000\n",
       "1127    0.4476\n",
       "Name: Polar Surface Area, Length: 1128, dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Polar Surface Area\"] / 100"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51f6f9a8",
   "metadata": {},
   "source": [
    "To save it as a new column, we need to capture the output in a column. You can create a new column in a dataframe using the following syntax."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "85b81987",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df[\"Polar Surface Area (nm^2)\"] = df[\"Polar Surface Area\"] / 100"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4086f42a",
   "metadata": {},
   "source": [
    "You can also add, subtract, or multiply two columns with one another. For example, we might want to calculate the difference between the predicted and observed values for this solubility model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c3e6d45b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      -0.204\n",
       "1       0.415\n",
       "2      -0.519\n",
       "3       1.252\n",
       "4      -0.902\n",
       "        ...  \n",
       "1123   -0.898\n",
       "1124   -1.014\n",
       "1125   -0.232\n",
       "1126    0.935\n",
       "1127    0.202\n",
       "Length: 1128, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ESOL solubility (mol/L)\"] - df[\"measured solubility (mol/L)\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e046192",
   "metadata": {},
   "source": [
    "\n",
    "<div class=\"exercise admonition\">\n",
    "<p class=\"admonition-title\">Check Your Understanding</p>\n",
    "<p>  Save the difference between the predicted and measured solubility in a column named \"difference\". </p>\n",
    "</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "001723ed-8fd8-472e-9a3b-3af65a90eb1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"difference\"] = df[\"ESOL solubility (mol/L)\"] - df[\"measured solubility (mol/L)\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0b22d51-8dfa-4384-aae9-319c6d60a76e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6783e024-7760-47a5-b632-f70292e880e8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "0a02b745",
   "metadata": {},
   "source": [
    "### The `.apply` method - for rows and columns\n",
    "\n",
    "The apply method is used to apply a function to either the rows or columns of a dataframe.  If you use this on a single column, the function will be applied to every value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4d98ca22",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        9\n",
       "1        8\n",
       "2        6\n",
       "3        6\n",
       "4        9\n",
       "        ..\n",
       "1123     9\n",
       "1124     6\n",
       "1125     9\n",
       "1126    14\n",
       "1127     8\n",
       "Name: Compound ID, Length: 1128, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Compound ID\"].apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "92aaee4c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "smiles         1128\n",
       "Compound ID    1128\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"smiles\", \"Compound ID\"]].apply(len)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13b48f35-0f4c-4741-b618-2ddddb03f574",
   "metadata": {
    "tags": []
   },
   "source": [
    "\n",
    "<div class=\"exercise admonition\">\n",
    "<p class=\"admonition-title\">Check Your Understanding</p>\n",
    "<p>Some libraries from RDKit are imported below. PandasTools for RDKit will be fully explained in the next lesson. Use the apply function to apply Chem.MolFromSmiles to the smiles column of your dataframe. This will create a list of RDKit molecule objects. Save this in a new column called \"molecule\"</p>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1463cc75-b1d5-454e-9e5c-2737c058e59f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from rdkit import Chem\n",
    "\n",
    "from rdkit.Chem import PandasTools\n",
    "\n",
    "PandasTools.RenderImagesInAllDataFrames(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "bc53dd31-bc3e-4658-bba3-082a32f26b55",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Your code here\n",
    "df[\"molecule\"] = df[\"smiles\"].apply(Chem.MolFromSmiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d5c3d022-8f06-4daa-b0c6-329873b5b5a3",
   "metadata": {
    "tags": []
   },
   "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>Compound ID</th>\n",
       "      <th>ESOL solubility (mol/L)</th>\n",
       "      <th>Minimum Degree</th>\n",
       "      <th>Molecular Weight</th>\n",
       "      <th>Number of H-Bond Donors</th>\n",
       "      <th>Number of Rings</th>\n",
       "      <th>Number of Rotatable Bonds</th>\n",
       "      <th>Polar Surface Area</th>\n",
       "      <th>measured solubility (mol/L)</th>\n",
       "      <th>smiles</th>\n",
       "      <th>Polar Surface Area (nm^2)</th>\n",
       "      <th>difference</th>\n",
       "      <th>molecule</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Amigdalin</td>\n",
       "      <td>-0.974</td>\n",
       "      <td>1</td>\n",
       "      <td>457.432</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>202.32</td>\n",
       "      <td>-0.77</td>\n",
       "      <td>OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...</td>\n",
       "      <td>2.0232</td>\n",
       "      <td>-0.204</td>\n",
       "      <td style=\"text-align: center;\"><div style=\"width: 200px; height: 200px\" data-content=\"rdkit/molecule\"><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fenfuram</td>\n",
       "      <td>-2.885</td>\n",
       "      <td>1</td>\n",
       "      <td>201.225</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>42.24</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>Cc1occc1C(=O)Nc2ccccc2</td>\n",
       "      <td>0.4224</td>\n",
       "      <td>0.415</td>\n",
       "      <td style=\"text-align: center;\"><div style=\"width: 200px; height: 200px\" data-content=\"rdkit/molecule\"><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>citral</td>\n",
       "      <td>-2.579</td>\n",
       "      <td>1</td>\n",
       "      <td>152.237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>17.07</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>CC(C)=CCCC(C)=CC(=O)</td>\n",
       "      <td>0.1707</td>\n",
       "      <td>-0.519</td>\n",
       "      <td style=\"text-align: center;\"><div style=\"width: 200px; height: 200px\" data-content=\"rdkit/molecule\"><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Picene</td>\n",
       "      <td>-6.618</td>\n",
       "      <td>2</td>\n",
       "      <td>278.354</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-7.87</td>\n",
       "      <td>c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.252</td>\n",
       "      <td style=\"text-align: center;\"><div style=\"width: 200px; height: 200px\" data-content=\"rdkit/molecule\"><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></div></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thiophene</td>\n",
       "      <td>-2.232</td>\n",
       "      <td>2</td>\n",
       "      <td>84.143</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>c1ccsc1</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.902</td>\n",
       "      <td style=\"text-align: center;\"><div style=\"width: 200px; height: 200px\" data-content=\"rdkit/molecule\"><img src=\"data:image/png;base64,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\" alt=\"Mol\"/></div></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Compound ID  ESOL solubility (mol/L)  Minimum Degree  Molecular Weight  \\\n",
       "0   Amigdalin                   -0.974               1           457.432   \n",
       "1    Fenfuram                   -2.885               1           201.225   \n",
       "2      citral                   -2.579               1           152.237   \n",
       "3      Picene                   -6.618               2           278.354   \n",
       "4   Thiophene                   -2.232               2            84.143   \n",
       "\n",
       "   Number of H-Bond Donors  Number of Rings  Number of Rotatable Bonds  \\\n",
       "0                        7                3                          7   \n",
       "1                        1                2                          2   \n",
       "2                        0                0                          4   \n",
       "3                        0                5                          0   \n",
       "4                        0                1                          0   \n",
       "\n",
       "   Polar Surface Area  measured solubility (mol/L)  \\\n",
       "0              202.32                        -0.77   \n",
       "1               42.24                        -3.30   \n",
       "2               17.07                        -2.06   \n",
       "3                0.00                        -7.87   \n",
       "4                0.00                        -1.33   \n",
       "\n",
       "                                              smiles  \\\n",
       "0  OCC3OC(OCC2OC(OC(C#N)c1ccccc1)C(O)C(O)C2O)C(O)...   \n",
       "1                             Cc1occc1C(=O)Nc2ccccc2   \n",
       "2                               CC(C)=CCCC(C)=CC(=O)   \n",
       "3                 c1ccc2c(c1)ccc3c2ccc4c5ccccc5ccc43   \n",
       "4                                            c1ccsc1   \n",
       "\n",
       "   Polar Surface Area (nm^2)  difference  \\\n",
       "0                     2.0232      -0.204   \n",
       "1                     0.4224       0.415   \n",
       "2                     0.1707      -0.519   \n",
       "3                     0.0000       1.252   \n",
       "4                     0.0000      -0.902   \n",
       "\n",
       "                                           molecule  \n",
       "0  <rdkit.Chem.rdchem.Mol object at 0x7fcdca6eab90>  \n",
       "1  <rdkit.Chem.rdchem.Mol object at 0x7fcdca6eac00>  \n",
       "2  <rdkit.Chem.rdchem.Mol object at 0x7fcdca6eac70>  \n",
       "3  <rdkit.Chem.rdchem.Mol object at 0x7fcdca6eadc0>  \n",
       "4  <rdkit.Chem.rdchem.Mol object at 0x7fcdca6ead50>  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20aa6aa1-3c05-4707-833f-157f9c65ee15",
   "metadata": {},
   "source": [
    "## Visualization with seaborn\n",
    "\n",
    "If you have programmed with Python before, you are probably familiar with the library matplotlib.\n",
    "In this workshop, we will use a library called seaborn. \n",
    "Seaborn is built on top of matplotlib and is commoly used for statistical visualizations.\n",
    "\n",
    "Seaborn [regplot](https://seaborn.pydata.org/generated/seaborn.regplot.html) can be good for seeing linear relationships.\n",
    "It will plot the data of interest with a linear regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7f784a0a-b629-46b8-b416-a4dd8318b9a9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Molecular Weight', ylabel='measured solubility (mol/L)'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.regplot(x=\"Molecular Weight\", y=\"measured solubility (mol/L)\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db68c624-de80-4c4d-ba4e-78222ba78274",
   "metadata": {},
   "source": [
    "We can also quickly get a glance at the relationship between variables using a pandas correlation matrix (`df.corr(numeric_only=True))`) and a seaborn heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9057d79c-ec66-4829-a0e2-a118ec6cb0d3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.corr(numeric_only=True), cmap=\"Blues\", annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "39b33fc3-6a1a-45c0-8ca4-cb8d85d6da2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Compound ID', 'ESOL solubility (mol/L)', 'Minimum Degree',\n",
       "       'Molecular Weight', 'Number of H-Bond Donors', 'Number of Rings',\n",
       "       'Number of Rotatable Bonds', 'Polar Surface Area',\n",
       "       'measured solubility (mol/L)', 'smiles', 'Polar Surface Area (nm^2)',\n",
       "       'difference', 'molecule'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ead6cee9-f1af-4448-8f9a-608b62f4969e",
   "metadata": {},
   "source": [
    "It is common in data science to visualize the relationship of many variables to a quantity of interest by creating several linear plots. \n",
    "In these plots, the variable of interest is typically placed on the y-axis, while each of the other variables takes its turn on the x-axis. This approach allows for a clear view of individual relationships and easy comparison across different variables.\n",
    "\n",
    "Usually, for this visualization, the data must be converted from \"wide format\"\n",
    "to \"long format\".\n",
    "\n",
    "#### 1. Wide Format\r\n",
    "\r\n",
    "In the wide format, each row represents a compound, and each column represents a different attribute or measurement for that compound. This is typically the format that many might first encounter when looking at a spreadsheet or database table.\r\n",
    "\r\n",
    "**Example:**\r\n",
    "\r\n",
    "| Compound ID | Molecular Weight | LogP | Melting Point |\r\n",
    "|-------------|------------------|------|---------------|\r\n",
    "| C1          | 180.16           | 2.3  | 156°C         |\r\n",
    "| C2          | 208.23           | 3.1  | 134°C         |\r\n",
    "| C3          | 152.15           | 1.8  | 165°C         |\r\n",
    "\r\n",
    "#### 2. Long Format\r\n",
    "\r\n",
    "In the long format, each row represents a single measurement or attribute for a particular compound. Instead of having separate columns for each measurement, there are typically columns denoting the compound, the type of measurement, and the value.\r\n",
    "\r\n",
    "**Example:**\r\n",
    "\r\n",
    "| Compound ID | Measurement      | Value  |\r\n",
    "|-------------|------------------|--------|\r\n",
    "| C1          | Molecular Weight | 180.16 |\r\n",
    "| C1          | LogP             | 2.3    |\r\n",
    "| C1          | Melting Point    | 156°C  |\r\n",
    "| C2          | Molecular Weight | 208.23 |\r\n",
    "| C2          | LogP             | 3.1    |\r\n",
    "| C2          | Melting Point    | 134°C  |\r\n",
    "| C3          | Molecular Weight | 152.15 |\r\n",
    "| C3          | LogP             | 1.8    |\r\n",
    "| C3          | Melting Point    | 165°C  |\r\n",
    "\n",
    "\n",
    "Seaborn and pandas are commonly used to create these plots quickly.\n",
    "First, we must use pandas to transform our data to \"long format\" using `pd.melt`.\n",
    "Long format, often referred to as \"tidy\" format, is a way of structuring a dataset where each row is an observation a\n",
    "\n",
    "To get our data in long format, we will need to determine our variables of interest. Let's remind ourselves of our columns.nd each column is a variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4b5fe643-d38b-441b-9820-bbdefedbfb09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Compound ID', 'ESOL solubility (mol/L)', 'Minimum Degree',\n",
       "       'Molecular Weight', 'Number of H-Bond Donors', 'Number of Rings',\n",
       "       'Number of Rotatable Bonds', 'Polar Surface Area',\n",
       "       'measured solubility (mol/L)', 'smiles', 'Polar Surface Area (nm^2)',\n",
       "       'difference', 'molecule'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3d7e28a-bccd-4a94-a9be-9e5de03615c7",
   "metadata": {},
   "source": [
    "For this visualization, we will want only our numeric columns as values. We can use a pandas command to do this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a98268ed-ae02-49e6-bad1-22a8908ec482",
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_cols = df.select_dtypes(include=['number']).columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1faaa488-d0a7-4533-8afd-ef9b325f6243",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>measured solubility (mol/L)</th>\n",
       "      <th>variable</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.77</td>\n",
       "      <td>ESOL solubility (mol/L)</td>\n",
       "      <td>-0.974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-3.30</td>\n",
       "      <td>ESOL solubility (mol/L)</td>\n",
       "      <td>-2.885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.06</td>\n",
       "      <td>ESOL solubility (mol/L)</td>\n",
       "      <td>-2.579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-7.87</td>\n",
       "      <td>ESOL solubility (mol/L)</td>\n",
       "      <td>-6.618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.33</td>\n",
       "      <td>ESOL solubility (mol/L)</td>\n",
       "      <td>-2.232</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   measured solubility (mol/L)                 variable  value\n",
       "0                        -0.77  ESOL solubility (mol/L) -0.974\n",
       "1                        -3.30  ESOL solubility (mol/L) -2.885\n",
       "2                        -2.06  ESOL solubility (mol/L) -2.579\n",
       "3                        -7.87  ESOL solubility (mol/L) -6.618\n",
       "4                        -1.33  ESOL solubility (mol/L) -2.232"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "long_df = pd.melt(df, id_vars=\"measured solubility (mol/L)\", value_vars=numeric_cols)\n",
    "long_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1fd9eca9-a3c0-417a-90fd-697f6f796aeb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/janash/miniconda3/envs/acs-workshop/lib/python3.10/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.lmplot(data=long_df, y=\"measured solubility (mol/L)\", \n",
    "               x=\"value\", col=\"variable\", \n",
    "               col_wrap=2, facet_kws={\"sharex\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81ff6800-a7fa-49a2-ad06-c34d7e508df5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4aeee6be-c927-46e5-a176-66cfd0767522",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cc59c1f-0eb6-4163-8125-433284520840",
   "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": "3.10.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "16d4a7bb199d969b1271ebe46f77414b0d9cd01b3c3983c2b2742fc6cd4503d3"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}