Data Science Essentials-Basics of Missing Values and Visualization.ipynb

{"cells":[{"cell_type":"code","execution_count":13,"metadata":{"executionInfo":{"elapsed":201,"status":"ok","timestamp":1691516467199,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"},"user_tz":420},"id":"UX-k6OPHnsuM"},"outputs":[],"source":["#Import relevant libraries\n","import math\n","import matplotlib.pyplot as plt\n","import numpy as np, pandas as pd\n","import seaborn as sns"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1113,"status":"ok","timestamp":1691516468514,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"},"user_tz":420},"id":"jNFArpWBvlAt","outputId":"b87d6e18-df95-4c42-82c9-c36675b4b784"},"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"markdown","source":["# Basic Preprocessing"],"metadata":{"id":"-0VqBreLRwmL"}},{"cell_type":"markdown","source":["## 1. Treating Mission Values\n","\n","\n","*   Fill missing values with average or median of the column (usually preferred)\n","*   Set missing values to 0"],"metadata":{"id":"OTaP02AMiqV3"}},{"cell_type":"code","source":["#Load housing price dataset\n","data = pd.read_excel(\"/content/drive/MyDrive/Grad School-Files/Job Search/Data Science Basics/HousePricePrediction.xlsx\")\n","data.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"P5Wwkmrtfcjb","executionInfo":{"status":"ok","timestamp":1691516469306,"user_tz":420,"elapsed":794,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"03326314-9552-4cef-a167-e4322b3a038c"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 2919 entries, 0 to 2918\n","Data columns (total 13 columns):\n"," #   Column        Non-Null Count  Dtype  \n","---  ------        --------------  -----  \n"," 0   Id            2919 non-null   int64  \n"," 1   MSSubClass    2919 non-null   int64  \n"," 2   MSZoning      2915 non-null   object \n"," 3   LotArea       2919 non-null   int64  \n"," 4   LotConfig     2919 non-null   object \n"," 5   BldgType      2919 non-null   object \n"," 6   OverallCond   2919 non-null   int64  \n"," 7   YearBuilt     2919 non-null   int64  \n"," 8   YearRemodAdd  2919 non-null   int64  \n"," 9   Exterior1st   2918 non-null   object \n"," 10  BsmtFinSF2    2918 non-null   float64\n"," 11  TotalBsmtSF   2918 non-null   float64\n"," 12  SalePrice     1460 non-null   float64\n","dtypes: float64(3), int64(6), object(4)\n","memory usage: 296.6+ KB\n"]}]},{"cell_type":"code","source":["#Find Null Values\n","data.isnull().sum(axis=0)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hHX6jrgeipOu","executionInfo":{"status":"ok","timestamp":1691516469307,"user_tz":420,"elapsed":10,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"20d04e85-151d-4a7f-e495-e60ee949911d"},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Id                 0\n","MSSubClass         0\n","MSZoning           4\n","LotArea            0\n","LotConfig          0\n","BldgType           0\n","OverallCond        0\n","YearBuilt          0\n","YearRemodAdd       0\n","Exterior1st        1\n","BsmtFinSF2         1\n","TotalBsmtSF        1\n","SalePrice       1459\n","dtype: int64"]},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["#Fill missing values with 0\n","data1 = data.fillna(0)\n","\n","#Null values filled with the last non-null element using the fill forward methods\n","data2 = data.fillna(method='ffill')\n","\n","#Null values filled with the next non-null element using the fill backward methods\n","data3 = data.fillna(method='bfill')\n","\n","# Drop columns with missing values\n","data4 = data.dropna()\n","data4.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-rSu80VklSBz","executionInfo":{"status":"ok","timestamp":1691516469308,"user_tz":420,"elapsed":7,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"340588dc-1a90-4dd8-fe87-4bbe2a45d930"},"execution_count":17,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 1460 entries, 0 to 1459\n","Data columns (total 13 columns):\n"," #   Column        Non-Null Count  Dtype  \n","---  ------        --------------  -----  \n"," 0   Id            1460 non-null   int64  \n"," 1   MSSubClass    1460 non-null   int64  \n"," 2   MSZoning      1460 non-null   object \n"," 3   LotArea       1460 non-null   int64  \n"," 4   LotConfig     1460 non-null   object \n"," 5   BldgType      1460 non-null   object \n"," 6   OverallCond   1460 non-null   int64  \n"," 7   YearBuilt     1460 non-null   int64  \n"," 8   YearRemodAdd  1460 non-null   int64  \n"," 9   Exterior1st   1460 non-null   object \n"," 10  BsmtFinSF2    1460 non-null   float64\n"," 11  TotalBsmtSF   1460 non-null   float64\n"," 12  SalePrice     1460 non-null   float64\n","dtypes: float64(3), int64(6), object(4)\n","memory usage: 159.7+ KB\n"]}]},{"cell_type":"markdown","source":["## 2. Remove Duplicates"],"metadata":{"id":"jkJRhCX1pfTt"}},{"cell_type":"code","source":["#Find duplicates\n","data.duplicated()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EKdU1hJjqgry","executionInfo":{"status":"ok","timestamp":1691516469569,"user_tz":420,"elapsed":266,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"a1b29ef8-848d-4a91-d05b-43708ea6d38d"},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0       False\n","1       False\n","2       False\n","3       False\n","4       False\n","        ...  \n","2914    False\n","2915    False\n","2916    False\n","2917    False\n","2918    False\n","Length: 2919, dtype: bool"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["#Drop duplicates\n","data5 = data.drop_duplicates()"],"metadata":{"id":"tm8B6Qmmpe0A","executionInfo":{"status":"ok","timestamp":1691516469570,"user_tz":420,"elapsed":9,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}}},"execution_count":19,"outputs":[]},{"cell_type":"markdown","source":["## 3. Sort Values"],"metadata":{"id":"RkDPuR-Nuasj"}},{"cell_type":"code","source":["#Return in decreasing order of sale prices\n","data.SalePrice.sort_values(ascending=False)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JusfXO5qucmh","executionInfo":{"status":"ok","timestamp":1691516469570,"user_tz":420,"elapsed":8,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"bbb27f5d-94c7-4366-bce7-becc57576004"},"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["691     755000.0\n","1182    745000.0\n","1169    625000.0\n","898     611657.0\n","803     582933.0\n","          ...   \n","2914         NaN\n","2915         NaN\n","2916         NaN\n","2917         NaN\n","2918         NaN\n","Name: SalePrice, Length: 2919, dtype: float64"]},"metadata":{},"execution_count":20}]},{"cell_type":"markdown","source":["## 3. Grouping and Aggregating Data"],"metadata":{"id":"cgg59OTKvD6j"}},{"cell_type":"code","source":["#Get average sale price by building type\n","data.groupby('BldgType')['SalePrice'].mean()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxQe1nt1vGKT","executionInfo":{"status":"ok","timestamp":1691516469570,"user_tz":420,"elapsed":6,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"2fd9c3a6-2936-4687-f93b-442afbb107fc"},"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/plain":["BldgType\n","1Fam      185763.807377\n","2fmCon    128432.258065\n","Duplex    133541.076923\n","Twnhs     135911.627907\n","TwnhsE    181959.342105\n","Name: SalePrice, dtype: float64"]},"metadata":{},"execution_count":21}]},{"cell_type":"markdown","source":["# Visualization"],"metadata":{"id":"zx_k3GtNRs_t"}},{"cell_type":"code","source":["data = pd.read_csv(\"/content/drive/MyDrive/Grad School-Files/Job Search/Data Science Basics/mtcars.csv\")\n","data_columns = data.columns[1:]"],"metadata":{"id":"46lOXoKmRvDU","executionInfo":{"status":"ok","timestamp":1691517393066,"user_tz":420,"elapsed":165,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}}},"execution_count":29,"outputs":[]},{"cell_type":"code","source":["data.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"8oGK8yKMS-fd","executionInfo":{"status":"ok","timestamp":1691517449401,"user_tz":420,"elapsed":162,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"08c71b7f-4dd3-4691-a95a-d97c40826491"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["          Unnamed: 0   mpg  cyl   disp   hp  drat     wt   qsec  vs  am  gear  \\\n","0          Mazda RX4  21.0    6  160.0  110  3.90  2.620  16.46   0   1     4   \n","1      Mazda RX4 Wag  21.0    6  160.0  110  3.90  2.875  17.02   0   1     4   \n","2         Datsun 710  22.8    4  108.0   93  3.85  2.320  18.61   1   1     4   \n","3     Hornet 4 Drive  21.4    6  258.0  110  3.08  3.215  19.44   1   0     3   \n","4  Hornet Sportabout  18.7    8  360.0  175  3.15  3.440  17.02   0   0     3   \n","\n","   carb  \n","0     4  \n","1     4  \n","2     1  \n","3     1  \n","4     2  "],"text/html":["\n","\n","  <div id=\"df-4417502b-b079-4d6e-a9c7-e59cc6d5c0a1\">\n","    <div class=\"colab-df-container\">\n","      <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>Unnamed: 0</th>\n","      <th>mpg</th>\n","      <th>cyl</th>\n","      <th>disp</th>\n","      <th>hp</th>\n","      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Functional Method"],"metadata":{"id":"7QwAkE8bWUho"}},{"cell_type":"code","source":["#Scatter plot in Matplotlib by the functional method\n","plt.scatter(data['hp'], data['mpg'])\n","plt.xlabel('Gross horsepower')\n","plt.ylabel('Miles/gallon')\n","plt.title('Gross horsepower vs. miles per gallon')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":489},"id":"xxaDu48-SZyO","executionInfo":{"status":"ok","timestamp":1691518336256,"user_tz":420,"elapsed":508,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"4b02f668-4296-4d85-e3f3-ed6adb30b7d0"},"execution_count":59,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Gross horsepower vs. miles per gallon')"]},"metadata":{},"execution_count":59},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["#Plot bar chart for transmission vs. mpg with the functional method\n","data_mpg_am = data.groupby('am')['mpg'].mean().reset_index()\n","plt.bar(data_mpg_am['am'], data_mpg_am['mpg'])\n","plt.xlabel('Transmission')\n","plt.ylabel('Miles/gallon')\n","plt.xticks([1,0])\n","plt.title('Transmission vs. miles per gallon')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":489},"id":"-A4KQ1XmT4aq","executionInfo":{"status":"ok","timestamp":1691518336541,"user_tz":420,"elapsed":287,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"84522b25-9edb-4bbd-88f8-65bb79942b7d"},"execution_count":60,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Transmission vs. miles per gallon')"]},"metadata":{},"execution_count":60},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## 2. Object-Oriented Plotting\n","\n","\n","\n","1.   Create a blank figure\n","2.   Add axes\n","3.   Specify plot and layout parameters\n","4.   Generate plot\n","\n","\n"],"metadata":{"id":"ayASlbp3WZkb"}},{"cell_type":"code","source":["#Create a blank figure\n","fig = plt.figure()\n","\n","#Add axis\n","ax = fig.add_axes([1,1,1,1])\n","\n","#Specify parameters\n","ax.set_xlim([0,6])\n","ax.set_ylim([0, 400])\n","ax.set_xlabel('Car weight (1000 lbs)')\n","ax.set_ylabel('Car horsepower')\n","ax.set_title('Car weight (in 1000 lbs) vs. horsepower')\n","\n","#Generate scatter plot\n","ax.grid() # Add grid\n","ax.scatter(data['wt'], data['hp'])\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":599},"id":"qBUNZfNAWbOv","executionInfo":{"status":"ok","timestamp":1691518923070,"user_tz":420,"elapsed":652,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"f94c629d-cf25-4227-a6a6-cc1cfa2b12b4"},"execution_count":73,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.collections.PathCollection at 0x792338b5ba90>"]},"metadata":{},"execution_count":73},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["#Create subplots\n","\n","#Create a blank figure\n","fig = plt.figure()\n","fig, (ax1, ax2) = plt.subplots(1,2)\n","\n","#Specify parameters\n","ax1.set_xlim([0,6])\n","ax1.set_ylim([0, 400])\n","ax1.set_xlabel('Car weight (1000 lbs)')\n","ax1.set_ylabel('Car horsepower')\n","ax1.set_title('Car weight (in 1000 lbs) vs. horsepower')\n","\n","\n","ax2.set_xlabel('Transmission')\n","ax2.set_ylabel('Car horsepower')\n","ax2.set_title('Transmission vs. horsepower')\n","\n","#Generate scatter plot\n","\n","ax1.scatter(data['wt'], data['hp'])\n","ax2.bar(data['am'], data['hp'], color=['orange'])\n","fig.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":504},"id":"h8b9x4-DY9ur","executionInfo":{"status":"ok","timestamp":1691519693895,"user_tz":420,"elapsed":1940,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"366b5485-1c25-45db-8122-589e8e190985"},"execution_count":81,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 0 Axes>"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## 3. Labels and Annotations"],"metadata":{"id":"Mf8nDlhodirZ"}},{"cell_type":"code","source":["data = data.rename(columns={\"Unnamed: 0\": \"car_name\"})"],"metadata":{"id":"0p_v_8wvhXLO","executionInfo":{"status":"ok","timestamp":1691521236713,"user_tz":420,"elapsed":2,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}}},"execution_count":105,"outputs":[]},{"cell_type":"code","source":["#Create a blank figure\n","fig = plt.figure()\n","\n","#Add axis\n","ax = fig.add_axes([1,1,1,1])\n","\n","#Specify parameters\n","ax.set_xlabel('Car weight')\n","ax.set_xticklabels(data.car_name, rotation=90, fontsize='small')\n","ax.set_ylabel(' Average miles/gallon')\n","ax.set_title('Car weigth vs. Avg. miles/gallon')\n","ax.legend(loc='best')\n","ax.annotate(data.loc[data['mpg'].idxmax()]['car_name'], xy= (data[['mpg']].idxmax(), data['mpg'].max()), xytext=(data[['mpg']].idxmax() + 4, data['mpg'].max()), arrowprops=dict(facecolor='black', shrink=0.05))\n","\n","#Generate scatter plot\n","ax.grid()\n","ax.plot(data['car_name'], data['mpg'])\n","fig.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":768},"id":"oYjOKimpdkrr","executionInfo":{"status":"ok","timestamp":1691521860793,"user_tz":420,"elapsed":1629,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"266f3d9f-92e8-4b23-ee4b-816b739b638c"},"execution_count":131,"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-131-bc554fe0d407>:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n","  ax.set_xticklabels(data.car_name, rotation=90, fontsize='small')\n","WARNING:matplotlib.legend:No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n","<ipython-input-131-bc554fe0d407>:18: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n","  fig.tight_layout()\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## 4. Time Series"],"metadata":{"id":"EuJJVhJeljPY"}},{"cell_type":"code","source":["data = pd.read_csv(\"/content/drive/MyDrive/Grad School-Files/Job Search/Data Science Basics/RELIANCE.csv\", index_col='Date', parse_dates=True)\n","data.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":238},"id":"HzWWmOQ2llJe","executionInfo":{"status":"ok","timestamp":1691522614752,"user_tz":420,"elapsed":152,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"c8fb947e-65e9-4263-b9da-13d3d1fb78eb"},"execution_count":143,"outputs":[{"output_type":"execute_result","data":{"text/plain":["              Symbol Series  Prev Close    Open    High     Low    Last  \\\n","Date                                                                      \n","2000-01-03  RELIANCE     EQ      233.05  237.50  251.70  237.50  251.70   \n","2000-01-04  RELIANCE     EQ      251.70  258.40  271.85  251.30  271.85   \n","2000-01-05  RELIANCE     EQ      271.85  256.65  287.90  256.65  286.75   \n","2000-01-06  RELIANCE     EQ      282.50  289.00  300.70  289.00  293.50   \n","2000-01-07  RELIANCE     EQ      294.35  295.00  317.90  293.00  314.50   \n","\n","             Close    VWAP    Volume      Turnover  Trades  \\\n","Date                                                         \n","2000-01-03  251.70  249.37   4456424  1.111319e+14     NaN   \n","2000-01-04  271.85  263.52   9487878  2.500222e+14     NaN   \n","2000-01-05  282.50  274.79  26833684  7.373697e+14     NaN   \n","2000-01-06  294.35  295.45  15682286  4.633254e+14     NaN   \n","2000-01-07  314.55  308.91  19870977  6.138388e+14     NaN   \n","\n","            Deliverable Volume  %Deliverble  \n","Date                                         \n","2000-01-03                 NaN          NaN  \n","2000-01-04                 NaN          NaN  \n","2000-01-05                 NaN          NaN  \n","2000-01-06                 NaN          NaN  \n","2000-01-07                 NaN          NaN  "],"text/html":["\n","\n","  <div id=\"df-a6497132-b2a2-4cd7-aa42-fad6a2694f37\">\n","    <div class=\"colab-df-container\">\n","      <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>Symbol</th>\n","      <th>Series</th>\n","      <th>Prev Close</th>\n","      <th>Open</th>\n","      <th>High</th>\n","      <th>Low</th>\n","      <th>Last</th>\n","      <th>Close</th>\n","      <th>VWAP</th>\n","      <th>Volume</th>\n","      <th>Turnover</th>\n","      <th>Trades</th>\n","      <th>Deliverable Volume</th>\n","      <th>%Deliverble</th>\n","    </tr>\n","    <tr>\n","      <th>Date</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2000-01-03</th>\n","      <td>RELIANCE</td>\n","      <td>EQ</td>\n","      <td>233.05</td>\n","      <td>237.50</td>\n","      <td>251.70</td>\n","      <td>237.50</td>\n","      <td>251.70</td>\n","      <td>251.70</td>\n","      <td>249.37</td>\n","      <td>4456424</td>\n","      <td>1.111319e+14</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2000-01-04</th>\n","      <td>RELIANCE</td>\n","      <td>EQ</td>\n","      <td>251.70</td>\n","      <td>258.40</td>\n","      <td>271.85</td>\n","      <td>251.30</td>\n","      <td>271.85</td>\n","      <td>271.85</td>\n","      <td>263.52</td>\n","      <td>9487878</td>\n","      <td>2.500222e+14</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2000-01-05</th>\n","      <td>RELIANCE</td>\n","      <td>EQ</td>\n","      <td>271.85</td>\n","      <td>256.65</td>\n","      <td>287.90</td>\n","      <td>256.65</td>\n","      <td>286.75</td>\n","      <td>282.50</td>\n","      <td>274.79</td>\n","      <td>26833684</td>\n","      <td>7.373697e+14</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2000-01-06</th>\n","      <td>RELIANCE</td>\n","      <td>EQ</td>\n","      <td>282.50</td>\n","      <td>289.00</td>\n","      <td>300.70</td>\n","      <td>289.00</td>\n","      <td>293.50</td>\n","      <td>294.35</td>\n","      <td>295.45</td>\n","      <td>15682286</td>\n","      <td>4.633254e+14</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>2000-01-07</th>\n","      <td>RELIANCE</td>\n","      <td>EQ</td>\n","      <td>294.35</td>\n","      <td>295.00</td>\n","      <td>317.90</td>\n","      <td>293.00</td>\n","      <td>314.50</td>\n","      <td>314.55</td>\n","      <td>308.91</td>\n","      <td>19870977</td>\n","      <td>6.138388e+14</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a6497132-b2a2-4cd7-aa42-fad6a2694f37')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 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2000-2021')\n","ax.annotate(data['Open'].max(), xy= (data[['Open']].idxmax(), data['Open'].max()))\n","\n","#Generate scatter plot\n","ax.grid()\n","ax.plot(data['Open'])\n","ax.plot(data['Close'])\n","ax.legend(['Open', 'Close'], loc='best')\n","fig.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":617},"id":"77CvsNYnnDD2","executionInfo":{"status":"ok","timestamp":1691523011612,"user_tz":420,"elapsed":711,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"19db9907-dd03-4b9f-ccf2-9c728fcb8540"},"execution_count":162,"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-162-2de693e8e3d1>:19: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n","  fig.tight_layout()\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## 5. Statistical Plots"],"metadata":{"id":"FAaJxqoEpFlJ"}},{"cell_type":"code","source":["#Load data\n","data = pd.read_csv(\"/content/drive/MyDrive/Grad School-Files/Job Search/Data Science Basics/mtcars.csv\")\n","data = data.rename(columns={\"Unnamed: 0\": \"car_name\"})"],"metadata":{"id":"w6LeJvX-pIOy","executionInfo":{"status":"ok","timestamp":1691523287812,"user_tz":420,"elapsed":179,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}}},"execution_count":163,"outputs":[]},{"cell_type":"code","source":["#Create a histogram of miles/gallon in seaborn\n","sns.distplot(data['mpg']).set(title='Probability distribution of miles/gallon')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":680},"id":"5cnxL2NvpRFh","executionInfo":{"status":"ok","timestamp":1691523382473,"user_tz":420,"elapsed":958,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"cbc53e3a-64d7-4525-e178-73250326db86"},"execution_count":166,"outputs":[{"output_type":"stream","name":"stderr","text":["<ipython-input-166-b22110cadde8>:1: UserWarning: \n","\n","`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n","\n","Please adapt your code to use either `displot` (a figure-level function with\n","similar flexibility) or `histplot` (an axes-level function for histograms).\n","\n","For a guide to updating your code to use the new functions, please see\n","https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n","\n","  sns.distplot(data['mpg']).set(title='Probability distribution of miles/gallon')\n"]},{"output_type":"execute_result","data":{"text/plain":["[Text(0.5, 1.0, 'Probability distribution of miles/gallon')]"]},"metadata":{},"execution_count":166},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["#Create paired plots to look for any anomalies\n","data_subsets = data[['mpg', 'disp', 'hp', 'wt']]\n","sns.pairplot(data_subsets)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mCU0tWRCqD4-","executionInfo":{"status":"ok","timestamp":1691523544573,"user_tz":420,"elapsed":5360,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"e97674ea-f196-4b06-855d-a6c97851c101"},"execution_count":168,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 20 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["#Create boxplots using seaborn\n","sns.boxplot(x='am', y='mpg', data=data, palette='hls')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":471},"id":"xatsRSF9qdUX","executionInfo":{"status":"ok","timestamp":1691523769926,"user_tz":420,"elapsed":384,"user":{"displayName":"Shruti Misra","userId":"11216241389951476389"}},"outputId":"505c97b0-1ce1-430c-aaaf-97ca9b234106"},"execution_count":173,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='am', ylabel='mpg'>"]},"metadata":{},"execution_count":173},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]}],"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyNRx3dsAle0/oXmcehwb4wg"},"kernelspec":{"display_name":"Python 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