notebooks/jobs_and_stocks.ipynb

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   "source": [
    "# Preliminary Analysis\n",
    "This notebook showcases the preliminary data used to assess the feasibility of using trademark data as a market indicator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
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   "source": [
    "# Import helpful modules\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "# Trademark data processing\n",
    "import os, sys\n",
    "sys.path.append(os.path.dirname(os.getcwd() + '/../'))\n",
    "import tm_helper as tmh"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## Data Sources\n",
    "Number of establishments less than 1 year old\n",
    "* Source: U.S. Bureau of Labor Statistics\n",
    "* URL: https://www.bls.gov/bdm/entrepreneurship/bdm_chart1.htm\n",
    "\n",
    "Historical Private sector jobs:\n",
    "* Source: U.S. Bureau of Labor Statistics\n",
    "* URL: https://beta.bls.gov/dataViewer/view/timeseries/CES0500000001\n",
    "\n",
    "Historical market close data (yearly close)\n",
    "* Dow Jones I.A.: https://www.macrotrends.net/1319/dow-jones-100-year-historical-chart\n",
    "* NASDAQ: https://www.macrotrends.net/1320/nasdaq-historical-chart\n",
    "* S&P 500: https://www.macrotrends.net/2324/sp-500-historical-chart-data\n",
    "\n",
    "Historical number of trademarks\n",
    "* Source: World intellectual property organization (WIPO)\n",
    "* URL: https://www3.wipo.int/ipstats/index.htm?tab=trademark"
   ]
  },
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     "data": {
      "text/plain": "<bound method NDFrame.describe of     Year  Establishments < 1 yr  Trademarks Filed  \\\n0   1994                 569419            161055   \n1   1995                 604415            188850   \n2   1996                 609638            212510   \n3   1997                 639114            234610   \n4   1998                 643070            246611   \n5   1999                 650730            260761   \n6   2000                 674644            292464   \n7   2001                 671383            216311   \n8   2002                 659236            212638   \n9   2003                 662543            221739   \n10  2004                 653887            250366   \n11  2005                 679925            263677   \n12  2006                 715734            276110   \n13  2007                 703834            303501   \n14  2008                 678095            292726   \n15  2009                 608769            265943   \n16  2010                 560588            281462   \n17  2011                 582569            305209   \n18  2012                 631817            313325   \n19  2013                 629078            323340   \n20  2014                 652780            342576   \n21  2015                 679072            374976   \n\n    Private Sector Jobs (x1000)  DJIA yearly close  NASDAQ yearly close  \\\n0                         96777            3834.44               751.96   \n1                         98854            5117.12              1052.13   \n2                        101572            6448.27              1291.03   \n3                        104783            7908.30              1570.35   \n4                        107517            9181.43              2192.69   \n5                        110232           11497.12              4069.31   \n6                        111905           10787.99              2470.52   \n7                        109627           10021.57              1950.40   \n8                        108884            8341.63              1335.51   \n9                        109042           10453.92              2003.37   \n10                       110931           10783.01              2175.44   \n11                       113270           10717.50              2205.32   \n12                       115161           12463.15              2415.29   \n13                       116016           13264.82              2652.28   \n14                       112283            8776.39              1577.03   \n15                       107306           10428.05              2269.15   \n16                       108556           11577.51              2652.87   \n17                       110942           12217.56              2605.15   \n18                       113185           13104.14              3019.51   \n19                       115553           16576.66              4176.59   \n20                       118430           17823.07              4736.05   \n21                       121000           17425.03              5007.41   \n\n    S&P 500 yearly close  \n0                 459.27  \n1                 615.93  \n2                 740.74  \n3                 970.43  \n4                1229.23  \n5                1469.25  \n6                1320.28  \n7                1148.08  \n8                 879.82  \n9                1111.92  \n10               1211.92  \n11               1248.29  \n12               1418.30  \n13               1468.36  \n14                903.25  \n15               1115.10  \n16               1257.64  \n17               1257.60  \n18               1426.19  \n19               1848.36  \n20               2058.90  \n21               2043.94  >"
     },
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   "source": [
    "# Data on the number of establishments < 1 year old\n",
    "data = pd.read_csv('../data/help_files/preliminary_data.csv',\n",
    "                   skipinitialspace=True)\n",
    "data.describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats\n",
    "# Function to compute and display correlation coefficient\n",
    "def corrfunc(x, y, **kws):\n",
    "    r, _ = stats.pearsonr(x, y)\n",
    "    ax = plt.gca()\n",
    "    ax.annotate(\"r = {:.2f}\".format(r),\n",
    "                xy=(.1, .9), xycoords=ax.transAxes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Investigate the data\n",
    "g = sns.pairplot(data, kind='reg',\n",
    "                 x_vars=['DJIA yearly close', 'S&P 500 yearly close', 'NASDAQ yearly close'],\n",
    "                 y_vars=['Establishments < 1 yr','Private Sector Jobs (x1000)','Trademarks Filed'],\n",
    "                 height=4)\n",
    "g.map(corrfunc)\n",
    "g.savefig('../images/measure_correlations.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "              Year  Establishments < 1 yr  Trademarks Filed  \\\ncount    22.000000           2.200000e+01      2.200000e+01   \nmean   2005.500000          -1.332268e-15      5.248327e-16   \nstd       6.493587           1.023533e+00      1.023533e+00   \nmin    1995.000000          -2.065774e+00     -2.057098e+00   \n25%    2000.250000          -7.250474e-01     -7.983888e-01   \n50%    2005.500000           2.015239e-01     -1.337644e-02   \n75%    2010.750000           7.504919e-01      6.956821e-01   \nmax    2016.000000           1.792664e+00      2.156627e+00   \n\n       Private Sector Jobs (x1000)  DJIA yearly close  NASDAQ yearly close  \\\ncount                 2.200000e+01       2.200000e+01         2.200000e+01   \nmean                  3.027881e-17      -9.184572e-16        -6.257621e-16   \nstd                   1.023533e+00       1.023533e+00         1.023533e+00   \nmin                  -2.306445e+00      -2.020057e+00        -1.531803e+00   \n25%                  -3.997624e-01      -5.683753e-01        -7.094520e-01   \n50%                   8.640934e-02      -2.934840e-02        -2.018808e-01   \n75%                   5.487470e-01       4.460330e-01         1.701486e-01   \nmax                   1.892339e+00       2.006552e+00         2.278547e+00   \n\n       S&P 500 yearly close  \ncount          2.200000e+01  \nmean           4.642751e-16  \nstd            1.023533e+00  \nmin           -1.956870e+00  \n25%           -5.808224e-01  \n50%            5.713069e-03  \n75%            4.726541e-01  \nmax            2.070644e+00  ",
      "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>Year</th>\n      <th>Establishments &lt; 1 yr</th>\n      <th>Trademarks Filed</th>\n      <th>Private Sector Jobs (x1000)</th>\n      <th>DJIA yearly close</th>\n      <th>NASDAQ yearly close</th>\n      <th>S&amp;P 500 yearly close</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>22.000000</td>\n      <td>2.200000e+01</td>\n      <td>2.200000e+01</td>\n      <td>2.200000e+01</td>\n      <td>2.200000e+01</td>\n      <td>2.200000e+01</td>\n      <td>2.200000e+01</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2005.500000</td>\n      <td>-1.332268e-15</td>\n      <td>5.248327e-16</td>\n      <td>3.027881e-17</td>\n      <td>-9.184572e-16</td>\n      <td>-6.257621e-16</td>\n      <td>4.642751e-16</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>6.493587</td>\n      <td>1.023533e+00</td>\n      <td>1.023533e+00</td>\n      <td>1.023533e+00</td>\n      <td>1.023533e+00</td>\n      <td>1.023533e+00</td>\n      <td>1.023533e+00</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1995.000000</td>\n      <td>-2.065774e+00</td>\n      <td>-2.057098e+00</td>\n      <td>-2.306445e+00</td>\n      <td>-2.020057e+00</td>\n      <td>-1.531803e+00</td>\n      <td>-1.956870e+00</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2000.250000</td>\n      <td>-7.250474e-01</td>\n      <td>-7.983888e-01</td>\n      <td>-3.997624e-01</td>\n      <td>-5.683753e-01</td>\n      <td>-7.094520e-01</td>\n      <td>-5.808224e-01</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2005.500000</td>\n      <td>2.015239e-01</td>\n      <td>-1.337644e-02</td>\n      <td>8.640934e-02</td>\n      <td>-2.934840e-02</td>\n      <td>-2.018808e-01</td>\n      <td>5.713069e-03</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2010.750000</td>\n      <td>7.504919e-01</td>\n      <td>6.956821e-01</td>\n      <td>5.487470e-01</td>\n      <td>4.460330e-01</td>\n      <td>1.701486e-01</td>\n      <td>4.726541e-01</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2016.000000</td>\n      <td>1.792664e+00</td>\n      <td>2.156627e+00</td>\n      <td>1.892339e+00</td>\n      <td>2.006552e+00</td>\n      <td>2.278547e+00</td>\n      <td>2.070644e+00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "# Scale the data\n",
    "data_scaled = pd.DataFrame()\n",
    "data_scaled['Year'] = data['Year']+1\n",
    "\n",
    "# Import a data scaler object\n",
    "from sklearn import preprocessing\n",
    "scaler = preprocessing.StandardScaler()\n",
    "\n",
    "for col in data.columns:\n",
    "    # Scale this column\n",
    "    if col != 'Year':\n",
    "        col_data = data[col].values\n",
    "        data_scaled[col] = scaler.fit_transform(col_data.reshape(-1,1))\n",
    "\n",
    "data_scaled.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Recession data\n",
    "Import recession data derived from Wikipedia to show the same regions as are shown in the U.S. Bureau of Labor Statistics chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "   start_year  start_month  stop_year  stop_month              description  \\\n0        1929            8       1933           3     The Great Depression   \n1        1937            5       1938           6  The Roosevelt Recession   \n2        1945            2       1945          10      The Union Recession   \n3        1948           11       1949          10   The Post-War Recession   \n\n         start         stop  \n0  1929.583333  1933.250000  \n1  1937.333333  1938.500000  \n2  1945.083333  1945.833333  \n3  1948.833333  1949.833333  ",
      "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>start_year</th>\n      <th>start_month</th>\n      <th>stop_year</th>\n      <th>stop_month</th>\n      <th>description</th>\n      <th>start</th>\n      <th>stop</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1929</td>\n      <td>8</td>\n      <td>1933</td>\n      <td>3</td>\n      <td>The Great Depression</td>\n      <td>1929.583333</td>\n      <td>1933.250000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1937</td>\n      <td>5</td>\n      <td>1938</td>\n      <td>6</td>\n      <td>The Roosevelt Recession</td>\n      <td>1937.333333</td>\n      <td>1938.500000</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1945</td>\n      <td>2</td>\n      <td>1945</td>\n      <td>10</td>\n      <td>The Union Recession</td>\n      <td>1945.083333</td>\n      <td>1945.833333</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1948</td>\n      <td>11</td>\n      <td>1949</td>\n      <td>10</td>\n      <td>The Post-War Recession</td>\n      <td>1948.833333</td>\n      <td>1949.833333</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "codes = tmh.TmCodes()\n",
    "codes._load_recessions()\n",
    "recessions = codes._recessions\n",
    "recessions.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Make some interesting plots\n",
    "ax = data_scaled.plot(x='Year', figsize=(10,7), \n",
    "                      xticks=range(1994,2017,2),\n",
    "                      style=['--','--','--'])\n",
    "plt.ylabel('Normalized values')\n",
    "\n",
    "# Create gray boxes to highlight recessions\n",
    "tmh.TmDataTools().plot_recessions(ax)\n",
    "ax.yaxis.grid()\n",
    "\n",
    "# Save the image\n",
    "plt.savefig('../images/trademarks_and_markets.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "# Import the filings by class\n",
    "col2keep = ['Nice classification']\n",
    "for yr in range(2004,2018):\n",
    "    col2keep.append(str(yr))\n",
    "\n",
    "tm_classes = pd.read_csv('../data/trademark_applications_by_class.csv',\n",
    "                         skiprows=6, usecols=col2keep)\n",
    "tm_classes.describe()\n",
    "#tm_classes['Nice classification']"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Breakdown by industry\n",
    "The individual classifications can be split out by industry. The given industry/class associations are derived from:\n",
    "* WIPO World Intellectual Property Indicators 2019, Annex B."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# Define which classes belong to which industry\n",
    "industries = {'Agricultural':             [29, 30, 31, 32, 33, 43],\n",
    "              'Business services':        [35, 36],\n",
    "              'Chemicals':                [1, 2, 4],\n",
    "              'Clothing and accessories': [14, 18, 22, 23, 24, 25, 26, 27, 34],\n",
    "              'Construction':             [6, 17, 19, 37, 40],\n",
    "              'Health':                   [3, 5, 10, 44],\n",
    "              'Household equipment':      [8, 11, 20, 21],\n",
    "              'Leisure & Education':      [13, 15, 16, 28, 41],\n",
    "              'Research & Technology':    [9, 38, 42, 45],\n",
    "              'Transportation':           [7, 12, 39]}\n",
    "\n",
    "years = range(2005,2019)\n",
    "# Plot the different classes\n",
    "fig = plt.figure(figsize=(12,7))\n",
    "total = np.zeros(len(years))\n",
    "for ind, classes in industries.items():\n",
    "    values = np.zeros(len(years))\n",
    "    # Loop through all the years\n",
    "    for i,yr in enumerate(years):\n",
    "        # Loop over all classes\n",
    "        for clss in classes:\n",
    "            # Add the data for this class in this year\n",
    "            cls_name = f'Class {clss:02d}'\n",
    "            row = tm_classes.loc[tm_classes['Nice classification'] == cls_name]\n",
    "            values[i] += row[str(yr-1)]\n",
    "    total += values\n",
    "\n",
    "    # Scale and plot the values for this industry\n",
    "    values = scaler.fit_transform(values.reshape(-1,1))\n",
    "    plt.plot(years, values, label=ind)\n",
    "\n",
    "# Scale and plot the normalized total\n",
    "total = scaler.fit_transform(total.reshape(-1,1))\n",
    "plt.plot(years, total, label='Total', color='black')\n",
    "\n",
    "# Add labels\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Normalized count of trademarks filed')\n",
    "plt.legend();\n",
    "\n",
    "# Add recessions\n",
    "tmh.TmDataTools().plot_recessions(fig.gca())\n",
    "fig.gca().yaxis.grid()\n",
    "\n",
    "plt.savefig('../images/trademarks_filed_by_industry.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-41-97b78f8b09d6>, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-41-97b78f8b09d6>\"\u001b[0;36m, line \u001b[0;32m2\u001b[0m\n\u001b[0;31m    1. The three tracked market indices track well with one another.\u001b[0m\n\u001b[0m         ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "## Observations\n",
    "* The three tracked market indices track well with one another.\n",
    "* The up-tick in trademark filing rate correlates more strongly with the up-tick in the markets than with the rate of new business creations.\n",
    "* Job numbers and trademark filing rates are both good indicators of market optimism.\n",
    "* The number of newly created businesses seems to drop when the markets decline. Further, the drop in new businesses continues even after the market begins to recover.\n",
    "\n",
    "Specific industries:\n",
    "* Construction: Increases more rapidly, but recovers more slowly after the recession caused by the housing crash around 2008.\n",
    "* Agriculture: Has been growing more slowly than other industries in recent years, possibly in connection with the U.S./China trade war."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}