Berzaf_Code_C1_Team24_Total_Deposits.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "43c9891c",
   "metadata": {},
   "source": [
    "# Get data from FDIC website\n",
    "BankFind Suite: Find Institution Financial & Regulatory Data\n",
    "Link: \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cc86829b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LoanNumber</th>\n",
       "      <th>DateApproved</th>\n",
       "      <th>SBAOfficeCode</th>\n",
       "      <th>ProcessingMethod</th>\n",
       "      <th>BorrowerName</th>\n",
       "      <th>BorrowerAddress</th>\n",
       "      <th>BorrowerCity</th>\n",
       "      <th>BorrowerState</th>\n",
       "      <th>BorrowerZip</th>\n",
       "      <th>LoanStatusDate</th>\n",
       "      <th>...</th>\n",
       "      <th>BusinessType</th>\n",
       "      <th>OriginatingLenderLocationID</th>\n",
       "      <th>OriginatingLender</th>\n",
       "      <th>OriginatingLenderCity</th>\n",
       "      <th>OriginatingLenderState</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Veteran</th>\n",
       "      <th>NonProfit</th>\n",
       "      <th>ForgivenessAmount</th>\n",
       "      <th>ForgivenessDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9547507704</td>\n",
       "      <td>05/01/2020</td>\n",
       "      <td>464</td>\n",
       "      <td>PPP</td>\n",
       "      <td>SUMTER COATINGS, INC.</td>\n",
       "      <td>2410 Highway 15 South</td>\n",
       "      <td>Sumter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29150-9662</td>\n",
       "      <td>12/18/2020</td>\n",
       "      <td>...</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>19248</td>\n",
       "      <td>Synovus Bank</td>\n",
       "      <td>COLUMBUS</td>\n",
       "      <td>GA</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>773553.37</td>\n",
       "      <td>11/20/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9777677704</td>\n",
       "      <td>05/01/2020</td>\n",
       "      <td>464</td>\n",
       "      <td>PPP</td>\n",
       "      <td>PLEASANT PLACES, INC.</td>\n",
       "      <td>7684 Southrail Road</td>\n",
       "      <td>North Charleston</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29420-9000</td>\n",
       "      <td>09/28/2021</td>\n",
       "      <td>...</td>\n",
       "      <td>Sole Proprietorship</td>\n",
       "      <td>19248</td>\n",
       "      <td>Synovus Bank</td>\n",
       "      <td>COLUMBUS</td>\n",
       "      <td>GA</td>\n",
       "      <td>Male Owned</td>\n",
       "      <td>Non-Veteran</td>\n",
       "      <td>NaN</td>\n",
       "      <td>746336.24</td>\n",
       "      <td>08/12/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5791407702</td>\n",
       "      <td>05/01/2020</td>\n",
       "      <td>1013</td>\n",
       "      <td>PPP</td>\n",
       "      <td>BOYER CHILDREN'S CLINIC</td>\n",
       "      <td>1850 BOYER AVE E</td>\n",
       "      <td>SEATTLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98112-2922</td>\n",
       "      <td>03/17/2021</td>\n",
       "      <td>...</td>\n",
       "      <td>Non-Profit Organization</td>\n",
       "      <td>9551</td>\n",
       "      <td>Bank of America, National Association</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Y</td>\n",
       "      <td>696677.49</td>\n",
       "      <td>02/10/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6223567700</td>\n",
       "      <td>05/01/2020</td>\n",
       "      <td>920</td>\n",
       "      <td>PPP</td>\n",
       "      <td>KIRTLEY CONSTRUCTION INC</td>\n",
       "      <td>1661 MARTIN RANCH RD</td>\n",
       "      <td>SAN BERNARDINO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92407-1740</td>\n",
       "      <td>10/16/2021</td>\n",
       "      <td>...</td>\n",
       "      <td>Corporation</td>\n",
       "      <td>9551</td>\n",
       "      <td>Bank of America, National Association</td>\n",
       "      <td>CHARLOTTE</td>\n",
       "      <td>NC</td>\n",
       "      <td>Male Owned</td>\n",
       "      <td>Non-Veteran</td>\n",
       "      <td>NaN</td>\n",
       "      <td>395264.11</td>\n",
       "      <td>09/10/2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9662437702</td>\n",
       "      <td>05/01/2020</td>\n",
       "      <td>101</td>\n",
       "      <td>PPP</td>\n",
       "      <td>AERO BOX LLC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>08/17/2021</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57328</td>\n",
       "      <td>The Huntington National Bank</td>\n",
       "      <td>COLUMBUS</td>\n",
       "      <td>OH</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>Unanswered</td>\n",
       "      <td>NaN</td>\n",
       "      <td>370819.35</td>\n",
       "      <td>04/08/2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   LoanNumber DateApproved  SBAOfficeCode ProcessingMethod   \n",
       "0  9547507704   05/01/2020            464              PPP  \\\n",
       "1  9777677704   05/01/2020            464              PPP   \n",
       "2  5791407702   05/01/2020           1013              PPP   \n",
       "3  6223567700   05/01/2020            920              PPP   \n",
       "4  9662437702   05/01/2020            101              PPP   \n",
       "\n",
       "               BorrowerName        BorrowerAddress      BorrowerCity   \n",
       "0     SUMTER COATINGS, INC.  2410 Highway 15 South            Sumter  \\\n",
       "1     PLEASANT PLACES, INC.    7684 Southrail Road  North Charleston   \n",
       "2   BOYER CHILDREN'S CLINIC       1850 BOYER AVE E           SEATTLE   \n",
       "3  KIRTLEY CONSTRUCTION INC   1661 MARTIN RANCH RD    SAN BERNARDINO   \n",
       "4              AERO BOX LLC                    NaN               NaN   \n",
       "\n",
       "  BorrowerState BorrowerZip LoanStatusDate  ...             BusinessType   \n",
       "0           NaN  29150-9662     12/18/2020  ...              Corporation  \\\n",
       "1           NaN  29420-9000     09/28/2021  ...      Sole Proprietorship   \n",
       "2           NaN  98112-2922     03/17/2021  ...  Non-Profit Organization   \n",
       "3           NaN  92407-1740     10/16/2021  ...              Corporation   \n",
       "4           NaN         NaN     08/17/2021  ...                      NaN   \n",
       "\n",
       "   OriginatingLenderLocationID                      OriginatingLender   \n",
       "0                        19248                           Synovus Bank  \\\n",
       "1                        19248                           Synovus Bank   \n",
       "2                         9551  Bank of America, National Association   \n",
       "3                         9551  Bank of America, National Association   \n",
       "4                        57328           The Huntington National Bank   \n",
       "\n",
       "   OriginatingLenderCity  OriginatingLenderState      Gender      Veteran   \n",
       "0               COLUMBUS                      GA  Unanswered   Unanswered  \\\n",
       "1               COLUMBUS                      GA  Male Owned  Non-Veteran   \n",
       "2              CHARLOTTE                      NC  Unanswered   Unanswered   \n",
       "3              CHARLOTTE                      NC  Male Owned  Non-Veteran   \n",
       "4               COLUMBUS                      OH  Unanswered   Unanswered   \n",
       "\n",
       "   NonProfit ForgivenessAmount ForgivenessDate  \n",
       "0        NaN         773553.37      11/20/2020  \n",
       "1        NaN         746336.24      08/12/2021  \n",
       "2          Y         696677.49      02/10/2021  \n",
       "3        NaN         395264.11      09/10/2021  \n",
       "4        NaN         370819.35      04/08/2021  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "\n",
    "# path of the CSV file for each quater \n",
    "file_Path_Q1 = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/Financials_L1_formatted_Q1_20200331.csv\"\n",
    "file_Path_Q2 = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/Financials_L1_formatted_Q2_20200630.csv\"\n",
    "file_Path_Q3 = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/Financials_L1_formatted_Q3_20200930.csv\"\n",
    "file_Path_Q4 = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/Financials_L1_formatted_Q4_20201231.csv\"\n",
    "#file_Path_ppp = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/public_up_to_150k_1_230331.csv\"\n",
    "file_Path_ppp = \"C:/Users/berzaf/Desktop/DS4A/data/quarterly location data/public_150k_plus_230331.csv\"\n",
    "\n",
    "\n",
    "\n",
    "# Load the CSV file into a pandas DataFrame\n",
    "df_1 = pd.read_csv(file_Path_Q1)\n",
    "df_2 = pd.read_csv(file_Path_Q2)\n",
    "df_3 = pd.read_csv(file_Path_Q3)\n",
    "df_4 = pd.read_csv(file_Path_Q4)\n",
    "df_ppp = pd.read_csv(file_Path_ppp)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Display the DataFrame\n",
    "#df_1.head()\n",
    "df_ppp.head()\n",
    "\n",
    "#print(df_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "27ecaf87",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_combined = pd.concat([df_1, df_2, df_3, df_4])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c9b4f80b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grouping data by \"State\" and calculating the average \"Total Assets\" and average deposits for each state\n",
    "average_assets_by_state = df_combined.groupby('State')['Total Assets'].mean()\n",
    "average_deposits_by_state = df_combined.groupby('State')['Total Deposits'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e1bbb170",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "State\n",
      "AK    1.592526e+06\n",
      "AL    2.668153e+06\n",
      "AR    1.491842e+06\n",
      "AZ    2.882840e+06\n",
      "CA    6.659702e+06\n",
      "CO    9.338797e+05\n",
      "CT    3.706269e+06\n",
      "DC    3.988735e+05\n",
      "DE    5.531905e+07\n",
      "FL    2.350335e+06\n",
      "FM    1.876202e+05\n",
      "GA    1.044128e+06\n",
      "GU    9.288312e+05\n",
      "HI    7.498048e+06\n",
      "IA    3.742000e+05\n",
      "ID    7.271042e+05\n",
      "IL    1.445319e+06\n",
      "IN    1.203858e+06\n",
      "KS    3.717042e+05\n",
      "KY    4.923839e+05\n",
      "LA    6.610154e+05\n",
      "MA    4.454748e+06\n",
      "MD    1.257385e+06\n",
      "ME    1.322941e+06\n",
      "MI    9.532954e+05\n",
      "MN    3.326842e+05\n",
      "MO    7.953001e+05\n",
      "MS    1.754232e+06\n",
      "MT    1.140994e+06\n",
      "NC    5.814267e+07\n",
      "ND    5.520828e+05\n",
      "NE    4.992705e+05\n",
      "NH    7.538754e+05\n",
      "NJ    2.934839e+06\n",
      "NM    4.198222e+05\n",
      "NV    2.811028e+06\n",
      "NY    1.008178e+07\n",
      "OH    2.263285e+07\n",
      "OK    8.001761e+05\n",
      "OR    2.245027e+06\n",
      "PA    1.974106e+06\n",
      "PR    2.284809e+07\n",
      "RI    2.570875e+07\n",
      "SC    6.087509e+05\n",
      "SD    5.720600e+07\n",
      "TN    1.329835e+06\n",
      "TX    2.283445e+06\n",
      "UT    2.063622e+07\n",
      "VA    1.208250e+07\n",
      "VI    2.913305e+05\n",
      "VT    5.602080e+05\n",
      "WA    2.342277e+06\n",
      "WI    7.160918e+05\n",
      "WV    8.241223e+05\n",
      "WY    3.495730e+05\n",
      "Name: Total Assets, dtype: float64 State\n",
      "AK    1.178242e+06\n",
      "AL    2.228590e+06\n",
      "AR    1.197906e+06\n",
      "AZ    2.504565e+06\n",
      "CA    5.443110e+06\n",
      "CO    8.083354e+05\n",
      "CT    2.997844e+06\n",
      "DC    3.339346e+05\n",
      "DE    4.440052e+07\n",
      "FL    1.875244e+06\n",
      "FM    1.590808e+05\n",
      "GA    8.819014e+05\n",
      "GU    8.309523e+05\n",
      "HI    6.456559e+06\n",
      "IA    3.094696e+05\n",
      "ID    5.866573e+05\n",
      "IL    1.188050e+06\n",
      "IN    9.574243e+05\n",
      "KS    2.984990e+05\n",
      "KY    4.053544e+05\n",
      "LA    5.502382e+05\n",
      "MA    3.471572e+06\n",
      "MD    1.023301e+06\n",
      "ME    1.059663e+06\n",
      "MI    7.250812e+05\n",
      "MN    2.834199e+05\n",
      "MO    6.618383e+05\n",
      "MS    1.456366e+06\n",
      "MT    9.254188e+05\n",
      "NC    4.805211e+07\n",
      "ND    4.762382e+05\n",
      "NE    4.143067e+05\n",
      "NH    6.233695e+05\n",
      "NJ    2.212712e+06\n",
      "NM    3.550367e+05\n",
      "NV    2.140326e+06\n",
      "NY    8.031202e+06\n",
      "OH    1.696597e+07\n",
      "OK    6.159979e+05\n",
      "OR    1.892078e+06\n",
      "PA    1.579008e+06\n",
      "PR    1.968832e+07\n",
      "RI    2.057392e+07\n",
      "SC    5.051060e+05\n",
      "SD    4.578458e+07\n",
      "TN    1.095147e+06\n",
      "TX    1.967816e+06\n",
      "UT    1.666990e+07\n",
      "VA    9.525398e+06\n",
      "VI    2.581925e+05\n",
      "VT    4.670811e+05\n",
      "WA    1.905513e+06\n",
      "WI    5.644304e+05\n",
      "WV    6.552264e+05\n",
      "WY    3.066135e+05\n",
      "Name: Total Deposits, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(average_assets_by_state,average_deposits_by_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "29528082",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot average assets by state\n",
    "plt.figure(figsize=(12, 6))  \n",
    "\n",
    "plt.bar(average_assets_by_state.index, average_assets_by_state)\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Average Total Assets')\n",
    "plt.title('Average Total Assets by State')\n",
    "\n",
    "plt.xticks(rotation=90)  # Rotate the x-labels \n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fc74c352",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Average Total Assets and Total Deposits by state\n",
    "plt.figure(figsize=(12, 6)) \n",
    "\n",
    "# Bar width\n",
    "bar_width = 0.35\n",
    "bar_positions = np.arange(len(average_assets_by_state))\n",
    "\n",
    "# Plotting Average Total Assets\n",
    "plt.bar(bar_positions, average_assets_by_state, bar_width, label='Average Total Assets')\n",
    "\n",
    "# Plotting Total Deposits\n",
    "plt.bar(bar_positions + bar_width, average_deposits_by_state, bar_width, label='Total Deposits')\n",
    "\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Amount (in billions)')\n",
    "plt.title('Average Total Assets and Total Deposits by State')\n",
    "plt.xticks(bar_positions + bar_width/2, average_assets_by_state.index, rotation=90)  # Set x-axis ticks and labels\n",
    "\n",
    "plt.legend()  # Display legend\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "60ce0668",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort the DataFrame by total deposits in descending order\n",
    "sorted_df = df_combined.sort_values(by=\"Total Deposits\", ascending=False)\n",
    "\n",
    "# Select the top N banks\n",
    "top_n = 30\n",
    "top_banks = sorted_df.head(top_n)\n",
    "\n",
    "# Plot the bar chart\n",
    "#plt.figure(figsize=(12, 6))\n",
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "\n",
    "plt.bar(top_banks[\"Institution Name\"], top_banks[\"Total Deposits\"])\n",
    "plt.xlabel(\"Institution Name\")\n",
    "plt.ylabel(\"Total Deposits\")\n",
    "plt.title(f\"Total Deposits - Top {top_n} Institutions\")\n",
    "plt.xticks(rotation=90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b25485dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Create a list of quarter names\n",
    "quarters = [\"Q1\", \"Q2\", \"Q3\", \"Q4\"]\n",
    "\n",
    "# Get the total deposits for each quarter\n",
    "deposits = [\n",
    "    df_1[\"Total Deposits\"].sum(),\n",
    "    df_2[\"Total Deposits\"].sum(),\n",
    "    df_3[\"Total Deposits\"].sum(),\n",
    "    df_4[\"Total Deposits\"].sum()\n",
    "]\n",
    "\n",
    "\n",
    "# Plot the total deposits for each quarter\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(quarters, deposits, marker='o')\n",
    "\n",
    "plt.xlabel(\"Quarter\")\n",
    "plt.ylabel(\"Total Deposits\")\n",
    "plt.title(\"Total Deposits by Quarter\")\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8f9b0f3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the bank names\n",
    "\n",
    "lender_names = df_ppp[\"OriginatingLender\"].tolist()\n",
    "\n",
    "# Filter the DataFrames to include only the matching bank names\n",
    "df_1_filtered = df_1[df_1[\"Institution Name\"].isin(lender_names)]\n",
    "df_2_filtered = df_2[df_2[\"Institution Name\"].isin(lender_names)]\n",
    "df_3_filtered = df_3[df_3[\"Institution Name\"].isin(lender_names)]\n",
    "df_4_filtered = df_4[df_4[\"Institution Name\"].isin(lender_names)]\n",
    "\n",
    "# Create a list of quarter names\n",
    "quarters = [\"Q1\", \"Q2\", \"Q3\",\"Q4\"]\n",
    "\n",
    "# Get the total deposits for each bank and quarter\n",
    "bank_deposits = []\n",
    "\n",
    "for df, quarter in zip([df_1_filtered, df_2_filtered, df_3_filtered,df_4_filtered], quarters):\n",
    "    bank_deposits.append((quarter, df[\"Institution Name\"], df[\"Total Deposits\"]))\n",
    "\n",
    "# Plot the total deposits for each bank and quarter\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "for i, (quarter, lender_names, deposits) in enumerate(bank_deposits):\n",
    "    plt.plot(lender_names, deposits, marker='o', linestyle='-', label=quarter)\n",
    "\n",
    "plt.xlabel(\"Institution Name\")\n",
    "plt.ylabel(\"Total Deposits\")\n",
    "plt.title(\"Total Deposits by Bank and Quarter\")\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "# Add a legend with handles and labels\n",
    "handles, labels = plt.gca().get_legend_handles_labels()\n",
    "plt.legend(handles, labels)\n",
    "\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7dc85bf8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1be2b663",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Report Period  Cert/ID Institution Name        City State Class   \n",
      "703        20200331     4235              YNB       YUKON    OK    NM  \\\n",
      "1245       20200331     8560          BANK 21  CARROLLTON    MO    NM   \n",
      "2098       20200331    13600   POINTWEST BANK        WEST    TX    NM   \n",
      "2213       20200331    14291             BANK     WAPELLO    IA    SM   \n",
      "2244       20200331    14492         HOMEBANK     PALMYRA    MO    NM   \n",
      "2678       20200331    16704         BANKWEST    ROCKFORD    MN    NM   \n",
      "2913       20200331    18063         COREBANK     WAYNOKA    OK    NM   \n",
      "4307       20200331    34023           TNBANK   OAK RIDGE    TN    NM   \n",
      "4480       20200331    35029             AB&T      ALBANY    GA    NM   \n",
      "\n",
      "      Total Assets  Total Deposits  \n",
      "703         207602          188009  \n",
      "1245        143170          115486  \n",
      "2098        105992           93638  \n",
      "2213         98831           77981  \n",
      "2244        418289          317195  \n",
      "2678        158707          142961  \n",
      "2913         72714           64566  \n",
      "4307        238515          201930  \n",
      "4480        202907          165509  \n"
     ]
    }
   ],
   "source": [
    "print(df_1_filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1c59d7ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Report Period</th>\n",
       "      <th>Cert/ID</th>\n",
       "      <th>Institution Name</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Class</th>\n",
       "      <th>Total Assets</th>\n",
       "      <th>Total Deposits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>20200630</td>\n",
       "      <td>4235</td>\n",
       "      <td>YNB</td>\n",
       "      <td>YUKON</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>223443</td>\n",
       "      <td>202682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>20200630</td>\n",
       "      <td>8560</td>\n",
       "      <td>BANK 21</td>\n",
       "      <td>CARROLLTON</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>154801</td>\n",
       "      <td>126029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2084</th>\n",
       "      <td>20200630</td>\n",
       "      <td>13600</td>\n",
       "      <td>POINTWEST BANK</td>\n",
       "      <td>WEST</td>\n",
       "      <td>TX</td>\n",
       "      <td>NM</td>\n",
       "      <td>114176</td>\n",
       "      <td>101018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2197</th>\n",
       "      <td>20200630</td>\n",
       "      <td>14291</td>\n",
       "      <td>BANK</td>\n",
       "      <td>WAPELLO</td>\n",
       "      <td>IA</td>\n",
       "      <td>SM</td>\n",
       "      <td>107198</td>\n",
       "      <td>83351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2227</th>\n",
       "      <td>20200630</td>\n",
       "      <td>14492</td>\n",
       "      <td>HOMEBANK</td>\n",
       "      <td>PALMYRA</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>447479</td>\n",
       "      <td>348034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2657</th>\n",
       "      <td>20200630</td>\n",
       "      <td>16704</td>\n",
       "      <td>BANKWEST</td>\n",
       "      <td>ROCKFORD</td>\n",
       "      <td>MN</td>\n",
       "      <td>NM</td>\n",
       "      <td>186361</td>\n",
       "      <td>168557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>20200630</td>\n",
       "      <td>18063</td>\n",
       "      <td>COREBANK</td>\n",
       "      <td>WAYNOKA</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>75609</td>\n",
       "      <td>67388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4265</th>\n",
       "      <td>20200630</td>\n",
       "      <td>34023</td>\n",
       "      <td>TNBANK</td>\n",
       "      <td>OAK RIDGE</td>\n",
       "      <td>TN</td>\n",
       "      <td>NM</td>\n",
       "      <td>278027</td>\n",
       "      <td>224342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4436</th>\n",
       "      <td>20200630</td>\n",
       "      <td>35029</td>\n",
       "      <td>AB&amp;T</td>\n",
       "      <td>ALBANY</td>\n",
       "      <td>GA</td>\n",
       "      <td>NM</td>\n",
       "      <td>228259</td>\n",
       "      <td>190989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Report Period  Cert/ID Institution Name        City State Class   \n",
       "700        20200630     4235              YNB       YUKON    OK    NM  \\\n",
       "1237       20200630     8560          BANK 21  CARROLLTON    MO    NM   \n",
       "2084       20200630    13600   POINTWEST BANK        WEST    TX    NM   \n",
       "2197       20200630    14291             BANK     WAPELLO    IA    SM   \n",
       "2227       20200630    14492         HOMEBANK     PALMYRA    MO    NM   \n",
       "2657       20200630    16704         BANKWEST    ROCKFORD    MN    NM   \n",
       "2891       20200630    18063         COREBANK     WAYNOKA    OK    NM   \n",
       "4265       20200630    34023           TNBANK   OAK RIDGE    TN    NM   \n",
       "4436       20200630    35029             AB&T      ALBANY    GA    NM   \n",
       "\n",
       "      Total Assets  Total Deposits  \n",
       "700         223443          202682  \n",
       "1237        154801          126029  \n",
       "2084        114176          101018  \n",
       "2197        107198           83351  \n",
       "2227        447479          348034  \n",
       "2657        186361          168557  \n",
       "2891         75609           67388  \n",
       "4265        278027          224342  \n",
       "4436        228259          190989  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ee63c9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Report Period</th>\n",
       "      <th>Cert/ID</th>\n",
       "      <th>Institution Name</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Class</th>\n",
       "      <th>Total Assets</th>\n",
       "      <th>Total Deposits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>20200930</td>\n",
       "      <td>4235</td>\n",
       "      <td>YNB</td>\n",
       "      <td>YUKON</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>217920</td>\n",
       "      <td>196675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>20200930</td>\n",
       "      <td>8560</td>\n",
       "      <td>BANK 21</td>\n",
       "      <td>CARROLLTON</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>148258</td>\n",
       "      <td>124118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2071</th>\n",
       "      <td>20200930</td>\n",
       "      <td>13600</td>\n",
       "      <td>POINTWEST BANK</td>\n",
       "      <td>WEST</td>\n",
       "      <td>TX</td>\n",
       "      <td>NM</td>\n",
       "      <td>117022</td>\n",
       "      <td>103274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2183</th>\n",
       "      <td>20200930</td>\n",
       "      <td>14291</td>\n",
       "      <td>BANK</td>\n",
       "      <td>WAPELLO</td>\n",
       "      <td>IA</td>\n",
       "      <td>SM</td>\n",
       "      <td>100364</td>\n",
       "      <td>78540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2213</th>\n",
       "      <td>20200930</td>\n",
       "      <td>14492</td>\n",
       "      <td>HOMEBANK</td>\n",
       "      <td>PALMYRA</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>435013</td>\n",
       "      <td>355405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2640</th>\n",
       "      <td>20200930</td>\n",
       "      <td>16704</td>\n",
       "      <td>BANKWEST</td>\n",
       "      <td>ROCKFORD</td>\n",
       "      <td>MN</td>\n",
       "      <td>NM</td>\n",
       "      <td>197969</td>\n",
       "      <td>180136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873</th>\n",
       "      <td>20200930</td>\n",
       "      <td>18063</td>\n",
       "      <td>COREBANK</td>\n",
       "      <td>WAYNOKA</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>77953</td>\n",
       "      <td>69617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4241</th>\n",
       "      <td>20200930</td>\n",
       "      <td>34023</td>\n",
       "      <td>TNBANK</td>\n",
       "      <td>OAK RIDGE</td>\n",
       "      <td>TN</td>\n",
       "      <td>NM</td>\n",
       "      <td>276870</td>\n",
       "      <td>221651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410</th>\n",
       "      <td>20200930</td>\n",
       "      <td>35029</td>\n",
       "      <td>AB&amp;T</td>\n",
       "      <td>ALBANY</td>\n",
       "      <td>GA</td>\n",
       "      <td>NM</td>\n",
       "      <td>235837</td>\n",
       "      <td>197480</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Report Period  Cert/ID Institution Name        City State Class   \n",
       "694        20200930     4235              YNB       YUKON    OK    NM  \\\n",
       "1229       20200930     8560          BANK 21  CARROLLTON    MO    NM   \n",
       "2071       20200930    13600   POINTWEST BANK        WEST    TX    NM   \n",
       "2183       20200930    14291             BANK     WAPELLO    IA    SM   \n",
       "2213       20200930    14492         HOMEBANK     PALMYRA    MO    NM   \n",
       "2640       20200930    16704         BANKWEST    ROCKFORD    MN    NM   \n",
       "2873       20200930    18063         COREBANK     WAYNOKA    OK    NM   \n",
       "4241       20200930    34023           TNBANK   OAK RIDGE    TN    NM   \n",
       "4410       20200930    35029             AB&T      ALBANY    GA    NM   \n",
       "\n",
       "      Total Assets  Total Deposits  \n",
       "694         217920          196675  \n",
       "1229        148258          124118  \n",
       "2071        117022          103274  \n",
       "2183        100364           78540  \n",
       "2213        435013          355405  \n",
       "2640        197969          180136  \n",
       "2873         77953           69617  \n",
       "4241        276870          221651  \n",
       "4410        235837          197480  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_3_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ef22c8c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Report Period</th>\n",
       "      <th>Cert/ID</th>\n",
       "      <th>Institution Name</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Class</th>\n",
       "      <th>Total Assets</th>\n",
       "      <th>Total Deposits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>20201231</td>\n",
       "      <td>4235</td>\n",
       "      <td>YNB</td>\n",
       "      <td>YUKON</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>215526</td>\n",
       "      <td>193348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>20201231</td>\n",
       "      <td>8560</td>\n",
       "      <td>BANK 21</td>\n",
       "      <td>CARROLLTON</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>147688</td>\n",
       "      <td>123391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2061</th>\n",
       "      <td>20201231</td>\n",
       "      <td>13600</td>\n",
       "      <td>POINTWEST BANK</td>\n",
       "      <td>WEST</td>\n",
       "      <td>TX</td>\n",
       "      <td>NM</td>\n",
       "      <td>120254</td>\n",
       "      <td>106956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2173</th>\n",
       "      <td>20201231</td>\n",
       "      <td>14291</td>\n",
       "      <td>BANK</td>\n",
       "      <td>WAPELLO</td>\n",
       "      <td>IA</td>\n",
       "      <td>SM</td>\n",
       "      <td>104366</td>\n",
       "      <td>81780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2203</th>\n",
       "      <td>20201231</td>\n",
       "      <td>14492</td>\n",
       "      <td>HOMEBANK</td>\n",
       "      <td>PALMYRA</td>\n",
       "      <td>MO</td>\n",
       "      <td>NM</td>\n",
       "      <td>436604</td>\n",
       "      <td>383452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2625</th>\n",
       "      <td>20201231</td>\n",
       "      <td>16704</td>\n",
       "      <td>BANKWEST</td>\n",
       "      <td>ROCKFORD</td>\n",
       "      <td>MN</td>\n",
       "      <td>NM</td>\n",
       "      <td>205563</td>\n",
       "      <td>187847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>20201231</td>\n",
       "      <td>18063</td>\n",
       "      <td>COREBANK</td>\n",
       "      <td>WAYNOKA</td>\n",
       "      <td>OK</td>\n",
       "      <td>NM</td>\n",
       "      <td>76000</td>\n",
       "      <td>67577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4215</th>\n",
       "      <td>20201231</td>\n",
       "      <td>34023</td>\n",
       "      <td>TNBANK</td>\n",
       "      <td>OAK RIDGE</td>\n",
       "      <td>TN</td>\n",
       "      <td>NM</td>\n",
       "      <td>265941</td>\n",
       "      <td>224112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4383</th>\n",
       "      <td>20201231</td>\n",
       "      <td>35029</td>\n",
       "      <td>AB&amp;T</td>\n",
       "      <td>ALBANY</td>\n",
       "      <td>GA</td>\n",
       "      <td>NM</td>\n",
       "      <td>281466</td>\n",
       "      <td>243355</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Report Period  Cert/ID Institution Name        City State Class   \n",
       "691        20201231     4235              YNB       YUKON    OK    NM  \\\n",
       "1222       20201231     8560          BANK 21  CARROLLTON    MO    NM   \n",
       "2061       20201231    13600   POINTWEST BANK        WEST    TX    NM   \n",
       "2173       20201231    14291             BANK     WAPELLO    IA    SM   \n",
       "2203       20201231    14492         HOMEBANK     PALMYRA    MO    NM   \n",
       "2625       20201231    16704         BANKWEST    ROCKFORD    MN    NM   \n",
       "2857       20201231    18063         COREBANK     WAYNOKA    OK    NM   \n",
       "4215       20201231    34023           TNBANK   OAK RIDGE    TN    NM   \n",
       "4383       20201231    35029             AB&T      ALBANY    GA    NM   \n",
       "\n",
       "      Total Assets  Total Deposits  \n",
       "691         215526          193348  \n",
       "1222        147688          123391  \n",
       "2061        120254          106956  \n",
       "2173        104366           81780  \n",
       "2203        436604          383452  \n",
       "2625        205563          187847  \n",
       "2857         76000           67577  \n",
       "4215        265941          224112  \n",
       "4383        281466          243355  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_4_filtered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5ba948c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the average total deposits for each quarter\n",
    "q1_average = df_1_filtered[\"Total Deposits\"].mean()\n",
    "q2_average = df_2_filtered[\"Total Deposits\"].mean()\n",
    "q3_average = df_3_filtered[\"Total Deposits\"].mean()\n",
    "q4_average = df_4_filtered[\"Total Deposits\"].mean()\n",
    "\n",
    "# Create a list of  average deposits\n",
    "average_deposits = [q1_average, q2_average, q3_average, q4_average]\n",
    "\n",
    "# Plot the average total deposits for each quarter\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(quarters, average_deposits, marker='o', linestyle='-')\n",
    "plt.xlabel(\"Quarter\")\n",
    "plt.ylabel(\"Average Total Deposits\")\n",
    "plt.title(\"Average Total Deposits by Quarter\")\n",
    "#plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e2c15308",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "# Create a scatter plot to visualize the relationship between total assets and total deposits for each quarter\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_1_filtered[\"Total Assets\"], df_1_filtered[\"Total Deposits\"], label=\"Q1\")\n",
    "plt.scatter(df_2_filtered[\"Total Assets\"], df_2_filtered[\"Total Deposits\"], label=\"Q2\")\n",
    "plt.scatter(df_3_filtered[\"Total Assets\"], df_3_filtered[\"Total Deposits\"], label=\"Q3\")\n",
    "plt.scatter(df_4_filtered[\"Total Assets\"], df_4_filtered[\"Total Deposits\"], label=\"Q4\")\n",
    "plt.xlabel(\"Total Assets\")\n",
    "plt.ylabel(\"Total Deposits\")\n",
    "plt.title(\"Relationship between Total Assets and Total Deposits by Quarter\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "412e88c3",
   "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": "3.9.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}