SocialMediaPatents.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8fe08f51",
   "metadata": {},
   "source": [
    "# In this notebook, we will be analyzing trends within social media patents ever since the start of the 2000's."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4958fb80",
   "metadata": {},
   "outputs": [],
   "source": [
    "# the reason for picking the 2000's is due to my personal choice of wanting to have some data to compare \n",
    "# to social media patents before and after the rise of big global social media companies like myspace and facebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7fb9c2d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here, we are going to load the generic g_patent and g_cpc_current DataFrames as well as our pandas, matplotlib etc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set( style = 'white' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33897a36",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here is a variable change in the width of the string for the columns. I am placing it here as it may need\n",
    "# to be changed often, so I will move it right here!\n",
    "pd.options.display.max_colwidth = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d95e1f1f",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "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>patent_id</th>\n",
       "      <th>patent_type</th>\n",
       "      <th>patent_date</th>\n",
       "      <th>patent_title</th>\n",
       "      <th>patent_abstract</th>\n",
       "      <th>wipo_kind</th>\n",
       "      <th>num_claims</th>\n",
       "      <th>withdrawn</th>\n",
       "      <th>filename</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000000</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Coherent LADAR using intra-pixel quadrature detection</td>\n",
       "      <td>A frequency modulated (coherent) laser detection and ranging system includes a read-out integrated circuit formed with a two-dimensional array of detector elements each including a photosensitive region receiving both return light reflected from a target and light from a local oscillator, and local processing circuitry sampling the output of the photosensitive region four times during each sample period clock cycle to obtain quadrature components. A data bus coupled to one or more outputs of each of the detector elements receives the quadrature components from each of the detector elements for each sample period and serializes the received quadrature components. A processor coupled to the data bus receives the serialized quadrature components and determines an amplitude and a phase for at least one interfering frequency corresponding to interference between the return light and the local oscillator light using the quadrature components.</td>\n",
       "      <td>B2</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000001</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Injection molding machine and mold thickness control method</td>\n",
       "      <td>The injection molding machine includes a fixed platen, a moveable platen moving forward and backward by a toggle link, a base plate supporting the toggle link, a driving part for mold clamping to operate the toggle link, a driving part for mold thickness adjustment to adjust a mold thickness, and a control unit to calculate a movement distance gap before a clamping process by controlling the driving part for mold thickness adjustment to move the base plate backward and then move the base plate forward to a target movement position based on a fold amount of the toggle link, and control the driving part for mold thickness adjustment using a value obtained by deducting the movement distance gap from the fold amount of the toggle link when producing a clamp force.</td>\n",
       "      <td>B2</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000002</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method for manufacturing polymer film and co-extruded film</td>\n",
       "      <td>The present invention relates to: a method for manufacturing a polymer film, the method including a base film forming step for co-extruding a first resin containing a polyamide-based resin and a second resin containing a copolymer including polyamide-based segments and polyether-based segments; a co-extruded film including a base film including a first resin layer containing a polyamide-based resin, and a second resin layer containing a copolymer having polyamide-based segments and polyether-based segments; to a co-extruded film including a base film including a first resin layer and a second resin layer, which have different melting points; and to a method for manufacturing a polymer film, the method including a base film forming step including a step of co-extruding a first resin and a second resin, which have different melting points.</td>\n",
       "      <td>B2</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000003</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method for producing a container from a thermoplastic</td>\n",
       "      <td>The invention relates to a method for producing a container (2) from a thermoplastic, having at least one surround (4), provided in the container wall (1), for a container opening. The surround (4) comprises a structure behind which parts of the container wall (1) extend and/or which is penetrated by said parts. The method is carried out using a multi-part blow mold that has at least two mold parts, each having at least one cavity, wherein the surround is placed as an insert in the cavity (10) of the blow mold (7). The method comprises pressing the preform that has been forced into the cavity (10) into the structure of the surround (4) by means of a tool which is brought to bear on the preform (12) on the side of the preform facing away from the cavity (10).</td>\n",
       "      <td>B2</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000004</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Process of obtaining a double-oriented film, co-extruded, and of low thickness made by a three bubble process that at the time of being thermoformed provides a uniform thickness in the produced tray</td>\n",
       "      <td>The present invention relates to provides a double-oriented film, co-extrude, and of low thickness, with a layered composition that gives the property of being of high barrier to gases and manufactured by the process of co-extrusion of 3 bubbles, which gives the property of when being thermoformed, ensure the distribution of uniform thickness in the walls, base, folds, and corners of the formed tray saving a minimum of 50% of plastic without diminishing its gas barrier and its resistance to puncture.</td>\n",
       "      <td>B2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10000005</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Article vacuum formation method and vacuum forming apparatus</td>\n",
       "      <td>A vacuum forming apparatus is provided that forms an article having a covering bonded to the surface of a substrate in a molding space using a first mold and a second mold. The vacuum forming apparatus is provided with clamps for grasping the covering between the first and second molds arranged at the open positions. The clamps are movable between an interfering position, at which the clamps are located in the movement ranges of the first and second molds, and standby positions, at which the clamps are outside the movement ranges. After the covering is heated, the clamps grasping the covering move to the standby positions and stretch the covering. The first and second molds move to the closed positions and the article is molded between the first and second molds so that the stretched covering and the substrate are bonded to each other.</td>\n",
       "      <td>B2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10000006</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Thermoforming mold device and a process for its manufacture and use</td>\n",
       "      <td>A thermoforming mold device (1) providing a piece with a thin wall starting with a sheet of thermoplastic material is provided. At least one (3) of two parts of the mold (3, 3′) comprises at least one means (4) of local deformation of a sheet (2′) in the mold (3, 3′) in its closed state, the at least one means (4) comprises a piece of hollow molding with a peripheral edge, which can be connected selectively to a source of suction and can be displaced between a folded position, in which the molding piece is situated in close proximity with the wall of the thermoformed piece, and a deployed position, in which the molding piece is applied under pressure with its peripheral edge against the wall of the thermoformed piece upholding the other part of the mold.</td>\n",
       "      <td>B2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10000007</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>PEX expanding tool</td>\n",
       "      <td>An expanding tool comprising: an actuator comprising a cylindrical housing that defines an actuator housing cavity; a primary ram disposed within the actuator housing cavity, the primary ram defining an internal primary ram cavity; a secondary ram disposed within the internal primary ram cavity; a cam roller carrier coupled to a distal end of the secondary ram; a drive collar positioned within a distal end of the actuator housing cavity; a roller clutch disposed within an internal cavity defined by an inner surface of the drive collar; a shuttle cam positioned between the roller clutch and a distal end of the primary ram; an expander cone coupled to the primary ram; and an expander head operably coupled to the drive collar.</td>\n",
       "      <td>B2</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10000008</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Bracelet mold and method of use</td>\n",
       "      <td>A decorated strip of coated, heat-shrinkable, plastic sheet material is placed in a spiral slot formed in a silicone rubber mold. The spiral slot is defined by a spiral wall having a uniform wall thickness. Upon heating in an oven, the material shrinks, forming a resiliently expansible arc-shaped band that can be worn as a bracelet or wristband.</td>\n",
       "      <td>B2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10000009</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Sterile environment for additive manufacturing</td>\n",
       "      <td>In sterile, additive manufacturing wherein one lamella is successively built upon an underlying lamella until an object is completed, a sterile manufacturing environment is provided. A major chamber large enough to accommodate the manufactured object has sterile accordion pleated sidewalls and a sterile top closed with flap valves. A minor chamber for supporting the nozzles positioned above the major chamber has similar valves in corresponding positions. Nozzles for material deposition penetrate the pair of valves to block air and particles from entry into the major chamber where the nozzles make layer by layer deposition of the object using XY areawise nozzle motion relative to the object as well as Z nozzle vertical motion with the major chamber expanding as the object is formed.</td>\n",
       "      <td>B2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10000010</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>3-D electrostatic printer using rack and pinion registration system</td>\n",
       "      <td>3-D printing system include development stations positioned to electrostatically transfer build and support materials to an intermediate transfer surface, a transfer station adjacent the intermediate transfer surface, guides adjacent the transfer station, and platens moving on the guides. The guides are shaped to direct the platens to repeatedly pass the transfer station and come in contact with the intermediate transfer surface at the transfer station. The intermediate transfer surface transfers a layer of the build and support materials to the platens each time the platens contact the intermediate transfer surface at the transfer station to successively form layers of the build and support materials on the platens. The platens and the intermediate transfer surface include rack and pinion structures that temporarily join at the transfer station, as the platens pass the transfer station, to align the platens with the intermediate transfer surface as the platens contact the intermed...</td>\n",
       "      <td>B2</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10000011</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Supports for sintering additively manufactured parts</td>\n",
       "      <td>To reduce distortion in an additively manufactured part, a shrinking platform is formed from a metal particulate filler in a debindable matrix. Shrinking supports of the same material are formed above the shrinking platform, and a desired part of the same material is formed upon them. A sliding release layer is provided below the shrinking platform of equal or larger surface area than a bottom of the shrinking platform to lateral resistance between the shrinking platform and an underlying surface. The matrix is debound sufficient to form a shape-retaining brown part assembly including the shrinking platform, shrinking supports, and the desired part. The shape-retaining brown part assembly is heated to shrink all of the components together at a same rate via atomic diffusion.</td>\n",
       "      <td>B1</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10000014</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method for producing thermoplastic foam panels by means of at least two heating elements offset in parallel with each other</td>\n",
       "      <td>The present invention relates to a process for the production of at least two-layer thermoplastic foam sheets via thermal welding of at least two thinner thermoplastic foam sheets. In the process of the invention, at least two heating elements are conducted on mutually offset planes between the surfaces to be welded of the thinner thermoplastic foam sheets, and the foam sheets here do not touch the heating elements. The number of layers of the thermoplastic foam sheet is per se a result of the number of thinner thermoplastic foam sheets that are thermally welded to one another. If by way of example three thinner thermoplastic foam sheets are thermally welded to one another, a three-layer thermoplastic foam sheet is per se obtained, and if there are four thinner thermoplastic foam sheets the result is accordingly per se a four-layer thermoplastic foam sheet.</td>\n",
       "      <td>B2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10000015</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Methods for making optical components, optical components, and products including same</td>\n",
       "      <td>A hermetically sealed optical component includes an optical material including an optical material comprising quantum dots sealed between glass substrates by a hermetic seal including a liquid crystalline polymer.</td>\n",
       "      <td>B2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10000016</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Film edge sealing device</td>\n",
       "      <td>A film edge sealing device is disclosed herein which has a groove defining a base. The base of the groove of the edge sealing device is oriented at a skewed angle with respect to a longitudinal direction of the conveyor of the heat sealing machine. Edges of a thermoplastic sheet or two stacked layers of thermoplastic sheets are introduced into the groove of the edge sealing device and placed in contact therewith to both heat and melt the edges of the thermoplastic sheet(s) to form a bead and join the edges thereof to form an edge bead seal.</td>\n",
       "      <td>B2</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10000017</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method for mounting a vortex generator and mounting apparatus for carrying out the method</td>\n",
       "      <td>The invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.</td>\n",
       "      <td>B2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>10000018</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Pull tab design for stretch release adhesive</td>\n",
       "      <td>A stretch release adhesive is disclosed. The stretch release adhesive can be used for extracting an electrical component from an interior surface of a housing of a mobile computing device. The stretch release adhesive can have a double-sided adhesive body configured to adhere the component to the interior surface of the housing. A portion of the double-sided adhesive body is configured to extend out from between the electrical component and the interior surface of the housing to provide a graspable portion. When the stretch release adhesive is adhered between the electrical component and the internal surface of the housing, the stretch release adhesive can receive a pulling force at the graspable portion. If pulled with enough force, the stretch release adhesive will extend outwardly from between the electrical component and the internal surface of the mobile computing device, then completely release the electrical component from the mobile computing device.</td>\n",
       "      <td>B2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10000019</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Installation assembly and associated method for forming a bonded joint</td>\n",
       "      <td>An installation assembly and an associated method for forming a bonded join are provided to permit the adhesive attachment of a first workpiece, such as a patch, to a portion of a second workpiece. The installation assembly and the associated method provide for at least partial debulking of the adhesive prior to curing of the adhesive such that the resulting bondline may have improved mechanical properties as a result of having fewer voids and/or porosity. The installation assembly may include an installation stand and a carrier plate supported by the installation stand and including an attachment surface configured to carry the first workpiece. The installation stand also includes an adjustment mechanism for positioning a carrier plate to a first predefined position to define a gap between the first and second workpieces and also to a second predefined position such that a predetermined bondline thickness is defined between the first and second workpieces.</td>\n",
       "      <td>B2</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>10000020</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method and device for producing areas in a printed object having different coefficients of friction</td>\n",
       "      <td>A three-dimensional object printer enables forming portions of an object with a material having a higher melting temperature and a lower coefficient of friction. The printer includes a member, a printhead, and an applicator. A controller operates the printhead to eject a first material having a first coefficient of friction toward the member and operates the applicator to eject a second material having a second coefficient of friction toward the member. The second material has a higher melting temperature and a lower coefficient of friction than the first material. The printer further includes a curing device. The controller operates the curing device to direct radiation toward the member to cure the first material. The second material is cured into the first material.</td>\n",
       "      <td>B2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>10000021</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Method for manufacturing three-dimensional shaped object and three-dimensional shaped object obtained by the same</td>\n",
       "      <td>There is provided a method for manufacturing a three-dimensional shaped object. The method of the present invention comprises the repeated steps of: (i) forming a solidified layer by irradiating a predetermined portion of a powder layer with a light beam, thereby allowing a sintering of the powder in the predetermined portion or a melting and subsequent solidification thereof; and (ii) forming another solidified layer by newly forming a powder layer on the resulting solidified layer, followed by the irradiation of a predetermined portion of the powder layer with the light beam; wherein only the surface portion of the solidified layer, to which a force is applied when the three-dimensional shaped object is used, is subjected to a machining process.</td>\n",
       "      <td>B2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>ipg180619.xml</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   patent_id patent_type patent_date  \\\n",
       "0   10000000     utility  2018-06-19   \n",
       "1   10000001     utility  2018-06-19   \n",
       "2   10000002     utility  2018-06-19   \n",
       "3   10000003     utility  2018-06-19   \n",
       "4   10000004     utility  2018-06-19   \n",
       "5   10000005     utility  2018-06-19   \n",
       "6   10000006     utility  2018-06-19   \n",
       "7   10000007     utility  2018-06-19   \n",
       "8   10000008     utility  2018-06-19   \n",
       "9   10000009     utility  2018-06-19   \n",
       "10  10000010     utility  2018-06-19   \n",
       "11  10000011     utility  2018-06-19   \n",
       "12  10000014     utility  2018-06-19   \n",
       "13  10000015     utility  2018-06-19   \n",
       "14  10000016     utility  2018-06-19   \n",
       "15  10000017     utility  2018-06-19   \n",
       "16  10000018     utility  2018-06-19   \n",
       "17  10000019     utility  2018-06-19   \n",
       "18  10000020     utility  2018-06-19   \n",
       "19  10000021     utility  2018-06-19   \n",
       "\n",
       "                                                                                                                                                                                              patent_title  \\\n",
       "0                                                                                                                                                    Coherent LADAR using intra-pixel quadrature detection   \n",
       "1                                                                                                                                              Injection molding machine and mold thickness control method   \n",
       "2                                                                                                                                               Method for manufacturing polymer film and co-extruded film   \n",
       "3                                                                                                                                                    Method for producing a container from a thermoplastic   \n",
       "4   Process of obtaining a double-oriented film, co-extruded, and of low thickness made by a three bubble process that at the time of being thermoformed provides a uniform thickness in the produced tray   \n",
       "5                                                                                                                                             Article vacuum formation method and vacuum forming apparatus   \n",
       "6                                                                                                                                      Thermoforming mold device and a process for its manufacture and use   \n",
       "7                                                                                                                                                                                       PEX expanding tool   \n",
       "8                                                                                                                                                                          Bracelet mold and method of use   \n",
       "9                                                                                                                                                           Sterile environment for additive manufacturing   \n",
       "10                                                                                                                                     3-D electrostatic printer using rack and pinion registration system   \n",
       "11                                                                                                                                                    Supports for sintering additively manufactured parts   \n",
       "12                                                                             Method for producing thermoplastic foam panels by means of at least two heating elements offset in parallel with each other   \n",
       "13                                                                                                                  Methods for making optical components, optical components, and products including same   \n",
       "14                                                                                                                                                                                Film edge sealing device   \n",
       "15                                                                                                               Method for mounting a vortex generator and mounting apparatus for carrying out the method   \n",
       "16                                                                                                                                                            Pull tab design for stretch release adhesive   \n",
       "17                                                                                                                                  Installation assembly and associated method for forming a bonded joint   \n",
       "18                                                                                                     Method and device for producing areas in a printed object having different coefficients of friction   \n",
       "19                                                                                       Method for manufacturing three-dimensional shaped object and three-dimensional shaped object obtained by the same   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            patent_abstract  \\\n",
       "0                                                    A frequency modulated (coherent) laser detection and ranging system includes a read-out integrated circuit formed with a two-dimensional array of detector elements each including a photosensitive region receiving both return light reflected from a target and light from a local oscillator, and local processing circuitry sampling the output of the photosensitive region four times during each sample period clock cycle to obtain quadrature components. A data bus coupled to one or more outputs of each of the detector elements receives the quadrature components from each of the detector elements for each sample period and serializes the received quadrature components. A processor coupled to the data bus receives the serialized quadrature components and determines an amplitude and a phase for at least one interfering frequency corresponding to interference between the return light and the local oscillator light using the quadrature components.   \n",
       "1                                                                                                                                                                                                                                        The injection molding machine includes a fixed platen, a moveable platen moving forward and backward by a toggle link, a base plate supporting the toggle link, a driving part for mold clamping to operate the toggle link, a driving part for mold thickness adjustment to adjust a mold thickness, and a control unit to calculate a movement distance gap before a clamping process by controlling the driving part for mold thickness adjustment to move the base plate backward and then move the base plate forward to a target movement position based on a fold amount of the toggle link, and control the driving part for mold thickness adjustment using a value obtained by deducting the movement distance gap from the fold amount of the toggle link when producing a clamp force.   \n",
       "2                                                                                                                                                         The present invention relates to: a method for manufacturing a polymer film, the method including a base film forming step for co-extruding a first resin containing a polyamide-based resin and a second resin containing a copolymer including polyamide-based segments and polyether-based segments; a co-extruded film including a base film including a first resin layer containing a polyamide-based resin, and a second resin layer containing a copolymer having polyamide-based segments and polyether-based segments; to a co-extruded film including a base film including a first resin layer and a second resin layer, which have different melting points; and to a method for manufacturing a polymer film, the method including a base film forming step including a step of co-extruding a first resin and a second resin, which have different melting points.   \n",
       "3                                                                                                                                                                                                                                          The invention relates to a method for producing a container (2) from a thermoplastic, having at least one surround (4), provided in the container wall (1), for a container opening. The surround (4) comprises a structure behind which parts of the container wall (1) extend and/or which is penetrated by said parts. The method is carried out using a multi-part blow mold that has at least two mold parts, each having at least one cavity, wherein the surround is placed as an insert in the cavity (10) of the blow mold (7). The method comprises pressing the preform that has been forced into the cavity (10) into the structure of the surround (4) by means of a tool which is brought to bear on the preform (12) on the side of the preform facing away from the cavity (10).   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 The present invention relates to provides a double-oriented film, co-extrude, and of low thickness, with a layered composition that gives the property of being of high barrier to gases and manufactured by the process of co-extrusion of 3 bubbles, which gives the property of when being thermoformed, ensure the distribution of uniform thickness in the walls, base, folds, and corners of the formed tray saving a minimum of 50% of plastic without diminishing its gas barrier and its resistance to puncture.   \n",
       "5                                                                                                                                                           A vacuum forming apparatus is provided that forms an article having a covering bonded to the surface of a substrate in a molding space using a first mold and a second mold. The vacuum forming apparatus is provided with clamps for grasping the covering between the first and second molds arranged at the open positions. The clamps are movable between an interfering position, at which the clamps are located in the movement ranges of the first and second molds, and standby positions, at which the clamps are outside the movement ranges. After the covering is heated, the clamps grasping the covering move to the standby positions and stretch the covering. The first and second molds move to the closed positions and the article is molded between the first and second molds so that the stretched covering and the substrate are bonded to each other.   \n",
       "6                                                                                                                                                                                                                                              A thermoforming mold device (1) providing a piece with a thin wall starting with a sheet of thermoplastic material is provided. At least one (3) of two parts of the mold (3, 3′) comprises at least one means (4) of local deformation of a sheet (2′) in the mold (3, 3′) in its closed state, the at least one means (4) comprises a piece of hollow molding with a peripheral edge, which can be connected selectively to a source of suction and can be displaced between a folded position, in which the molding piece is situated in close proximity with the wall of the thermoformed piece, and a deployed position, in which the molding piece is applied under pressure with its peripheral edge against the wall of the thermoformed piece upholding the other part of the mold.   \n",
       "7                                                                                                                                                                                                                                                                             An expanding tool comprising: an actuator comprising a cylindrical housing that defines an actuator housing cavity; a primary ram disposed within the actuator housing cavity, the primary ram defining an internal primary ram cavity; a secondary ram disposed within the internal primary ram cavity; a cam roller carrier coupled to a distal end of the secondary ram; a drive collar positioned within a distal end of the actuator housing cavity; a roller clutch disposed within an internal cavity defined by an inner surface of the drive collar; a shuttle cam positioned between the roller clutch and a distal end of the primary ram; an expander cone coupled to the primary ram; and an expander head operably coupled to the drive collar.   \n",
       "8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               A decorated strip of coated, heat-shrinkable, plastic sheet material is placed in a spiral slot formed in a silicone rubber mold. The spiral slot is defined by a spiral wall having a uniform wall thickness. Upon heating in an oven, the material shrinks, forming a resiliently expansible arc-shaped band that can be worn as a bracelet or wristband.   \n",
       "9                                                                                                                                                                                                                  In sterile, additive manufacturing wherein one lamella is successively built upon an underlying lamella until an object is completed, a sterile manufacturing environment is provided. A major chamber large enough to accommodate the manufactured object has sterile accordion pleated sidewalls and a sterile top closed with flap valves. A minor chamber for supporting the nozzles positioned above the major chamber has similar valves in corresponding positions. Nozzles for material deposition penetrate the pair of valves to block air and particles from entry into the major chamber where the nozzles make layer by layer deposition of the object using XY areawise nozzle motion relative to the object as well as Z nozzle vertical motion with the major chamber expanding as the object is formed.   \n",
       "10  3-D printing system include development stations positioned to electrostatically transfer build and support materials to an intermediate transfer surface, a transfer station adjacent the intermediate transfer surface, guides adjacent the transfer station, and platens moving on the guides. The guides are shaped to direct the platens to repeatedly pass the transfer station and come in contact with the intermediate transfer surface at the transfer station. The intermediate transfer surface transfers a layer of the build and support materials to the platens each time the platens contact the intermediate transfer surface at the transfer station to successively form layers of the build and support materials on the platens. The platens and the intermediate transfer surface include rack and pinion structures that temporarily join at the transfer station, as the platens pass the transfer station, to align the platens with the intermediate transfer surface as the platens contact the intermed...   \n",
       "11                                                                                                                                                                                                                        To reduce distortion in an additively manufactured part, a shrinking platform is formed from a metal particulate filler in a debindable matrix. Shrinking supports of the same material are formed above the shrinking platform, and a desired part of the same material is formed upon them. A sliding release layer is provided below the shrinking platform of equal or larger surface area than a bottom of the shrinking platform to lateral resistance between the shrinking platform and an underlying surface. The matrix is debound sufficient to form a shape-retaining brown part assembly including the shrinking platform, shrinking supports, and the desired part. The shape-retaining brown part assembly is heated to shrink all of the components together at a same rate via atomic diffusion.   \n",
       "12                                                                                                                                    The present invention relates to a process for the production of at least two-layer thermoplastic foam sheets via thermal welding of at least two thinner thermoplastic foam sheets. In the process of the invention, at least two heating elements are conducted on mutually offset planes between the surfaces to be welded of the thinner thermoplastic foam sheets, and the foam sheets here do not touch the heating elements. The number of layers of the thermoplastic foam sheet is per se a result of the number of thinner thermoplastic foam sheets that are thermally welded to one another. If by way of example three thinner thermoplastic foam sheets are thermally welded to one another, a three-layer thermoplastic foam sheet is per se obtained, and if there are four thinner thermoplastic foam sheets the result is accordingly per se a four-layer thermoplastic foam sheet.   \n",
       "13                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    A hermetically sealed optical component includes an optical material including an optical material comprising quantum dots sealed between glass substrates by a hermetic seal including a liquid crystalline polymer.   \n",
       "14                                                                                                                                                                                                                                                                                                                                                                                                                                                                       A film edge sealing device is disclosed herein which has a groove defining a base. The base of the groove of the edge sealing device is oriented at a skewed angle with respect to a longitudinal direction of the conveyor of the heat sealing machine. Edges of a thermoplastic sheet or two stacked layers of thermoplastic sheets are introduced into the groove of the edge sealing device and placed in contact therewith to both heat and melt the edges of the thermoplastic sheet(s) to form a bead and join the edges thereof to form an edge bead seal.   \n",
       "15                                                                                                                                                                                                                                                             The invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.   \n",
       "16                             A stretch release adhesive is disclosed. The stretch release adhesive can be used for extracting an electrical component from an interior surface of a housing of a mobile computing device. The stretch release adhesive can have a double-sided adhesive body configured to adhere the component to the interior surface of the housing. A portion of the double-sided adhesive body is configured to extend out from between the electrical component and the interior surface of the housing to provide a graspable portion. When the stretch release adhesive is adhered between the electrical component and the internal surface of the housing, the stretch release adhesive can receive a pulling force at the graspable portion. If pulled with enough force, the stretch release adhesive will extend outwardly from between the electrical component and the internal surface of the mobile computing device, then completely release the electrical component from the mobile computing device.   \n",
       "17                              An installation assembly and an associated method for forming a bonded join are provided to permit the adhesive attachment of a first workpiece, such as a patch, to a portion of a second workpiece. The installation assembly and the associated method provide for at least partial debulking of the adhesive prior to curing of the adhesive such that the resulting bondline may have improved mechanical properties as a result of having fewer voids and/or porosity. The installation assembly may include an installation stand and a carrier plate supported by the installation stand and including an attachment surface configured to carry the first workpiece. The installation stand also includes an adjustment mechanism for positioning a carrier plate to a first predefined position to define a gap between the first and second workpieces and also to a second predefined position such that a predetermined bondline thickness is defined between the first and second workpieces.   \n",
       "18                                                                                                                                                                                                                              A three-dimensional object printer enables forming portions of an object with a material having a higher melting temperature and a lower coefficient of friction. The printer includes a member, a printhead, and an applicator. A controller operates the printhead to eject a first material having a first coefficient of friction toward the member and operates the applicator to eject a second material having a second coefficient of friction toward the member. The second material has a higher melting temperature and a lower coefficient of friction than the first material. The printer further includes a curing device. The controller operates the curing device to direct radiation toward the member to cure the first material. The second material is cured into the first material.   \n",
       "19                                                                                                                                                                                                                                                    There is provided a method for manufacturing a three-dimensional shaped object. The method of the present invention comprises the repeated steps of: (i) forming a solidified layer by irradiating a predetermined portion of a powder layer with a light beam, thereby allowing a sintering of the powder in the predetermined portion or a melting and subsequent solidification thereof; and (ii) forming another solidified layer by newly forming a powder layer on the resulting solidified layer, followed by the irradiation of a predetermined portion of the powder layer with the light beam; wherein only the surface portion of the solidified layer, to which a force is applied when the three-dimensional shaped object is used, is subjected to a machining process.   \n",
       "\n",
       "   wipo_kind  num_claims  withdrawn       filename  \n",
       "0         B2          20          0  ipg180619.xml  \n",
       "1         B2          12          0  ipg180619.xml  \n",
       "2         B2           9          0  ipg180619.xml  \n",
       "3         B2          18          0  ipg180619.xml  \n",
       "4         B2           6          0  ipg180619.xml  \n",
       "5         B2           4          0  ipg180619.xml  \n",
       "6         B2           8          0  ipg180619.xml  \n",
       "7         B2          24          0  ipg180619.xml  \n",
       "8         B2          11          0  ipg180619.xml  \n",
       "9         B2          21          0  ipg180619.xml  \n",
       "10        B2          20          0  ipg180619.xml  \n",
       "11        B1          30          0  ipg180619.xml  \n",
       "12        B2          21          0  ipg180619.xml  \n",
       "13        B2           6          0  ipg180619.xml  \n",
       "14        B2          22          0  ipg180619.xml  \n",
       "15        B2          21          0  ipg180619.xml  \n",
       "16        B2          13          0  ipg180619.xml  \n",
       "17        B2          11          0  ipg180619.xml  \n",
       "18        B2           7          0  ipg180619.xml  \n",
       "19        B2           4          0  ipg180619.xml  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_patent = pd.read_csv(\"g_patent.tsv\", delimiter='\\t', dtype={'patent_id': str, \n",
    "                                                        'patent_type': str, \n",
    "                                                        'patent_title': str,\n",
    "                                                        'patent_abstract': str,\n",
    "                                                        'wipo_kind': str,\n",
    "                                                        'num_claims': int,\n",
    "                                                        'withdrawn': int,\n",
    "                                                        'filename': str}, parse_dates=[2])\n",
    "df_patent.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8c5c2078",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "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>patent_id</th>\n",
       "      <th>cpc_sequence</th>\n",
       "      <th>cpc_section</th>\n",
       "      <th>cpc_class</th>\n",
       "      <th>cpc_subclass</th>\n",
       "      <th>cpc_group</th>\n",
       "      <th>cpc_type</th>\n",
       "      <th>cpc_symbol_position</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4796895</td>\n",
       "      <td>1</td>\n",
       "      <td>F</td>\n",
       "      <td>F16</td>\n",
       "      <td>F16H</td>\n",
       "      <td>F16H61/00</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10913199</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>B29</td>\n",
       "      <td>B29C</td>\n",
       "      <td>B29C55/08</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5208443</td>\n",
       "      <td>0</td>\n",
       "      <td>B</td>\n",
       "      <td>B29</td>\n",
       "      <td>B29C</td>\n",
       "      <td>B29C65/366</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7830588</td>\n",
       "      <td>6</td>\n",
       "      <td>G</td>\n",
       "      <td>G09</td>\n",
       "      <td>G09G</td>\n",
       "      <td>G09G2310/0275</td>\n",
       "      <td>additional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7232943</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>A01</td>\n",
       "      <td>A01H</td>\n",
       "      <td>A01H5/10</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10815370</td>\n",
       "      <td>2</td>\n",
       "      <td>C</td>\n",
       "      <td>C08</td>\n",
       "      <td>C08F</td>\n",
       "      <td>C08F265/08</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8271025</td>\n",
       "      <td>4</td>\n",
       "      <td>H</td>\n",
       "      <td>H04</td>\n",
       "      <td>H04M</td>\n",
       "      <td>H04M15/00</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8208778</td>\n",
       "      <td>1</td>\n",
       "      <td>G</td>\n",
       "      <td>G02</td>\n",
       "      <td>G02B</td>\n",
       "      <td>G02B6/12002</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10299603</td>\n",
       "      <td>18</td>\n",
       "      <td>B</td>\n",
       "      <td>B64</td>\n",
       "      <td>B64D</td>\n",
       "      <td>B64D11/00154</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10941581</td>\n",
       "      <td>24</td>\n",
       "      <td>B</td>\n",
       "      <td>B32</td>\n",
       "      <td>B32B</td>\n",
       "      <td>B32B2255/10</td>\n",
       "      <td>additional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>7961343</td>\n",
       "      <td>29</td>\n",
       "      <td>G</td>\n",
       "      <td>G06</td>\n",
       "      <td>G06K</td>\n",
       "      <td>G06K15/02</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>9679483</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>B60</td>\n",
       "      <td>B60K</td>\n",
       "      <td>B60K31/0058</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10095625</td>\n",
       "      <td>0</td>\n",
       "      <td>G</td>\n",
       "      <td>G06</td>\n",
       "      <td>G06F</td>\n",
       "      <td>G06F12/0866</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>11074220</td>\n",
       "      <td>4</td>\n",
       "      <td>G</td>\n",
       "      <td>G06</td>\n",
       "      <td>G06F</td>\n",
       "      <td>G06F3/0608</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>7029271</td>\n",
       "      <td>5</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y02</td>\n",
       "      <td>Y02E</td>\n",
       "      <td>Y02E20/34</td>\n",
       "      <td>additional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4068035</td>\n",
       "      <td>9</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y10</td>\n",
       "      <td>Y10S</td>\n",
       "      <td>Y10S528/904</td>\n",
       "      <td>additional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>10536024</td>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>H02</td>\n",
       "      <td>H02J</td>\n",
       "      <td>H02J7/00</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>8617927</td>\n",
       "      <td>17</td>\n",
       "      <td>H</td>\n",
       "      <td>H01</td>\n",
       "      <td>H01L</td>\n",
       "      <td>H01L25/16</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6633281</td>\n",
       "      <td>7</td>\n",
       "      <td>H</td>\n",
       "      <td>H04</td>\n",
       "      <td>H04B</td>\n",
       "      <td>H04B1/202</td>\n",
       "      <td>additional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>9656935</td>\n",
       "      <td>0</td>\n",
       "      <td>C</td>\n",
       "      <td>C07</td>\n",
       "      <td>C07C</td>\n",
       "      <td>C07C41/28</td>\n",
       "      <td>inventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    patent_id  cpc_sequence cpc_section cpc_class cpc_subclass      cpc_group  \\\n",
       "0     4796895             1           F       F16         F16H      F16H61/00   \n",
       "1    10913199             0           B       B29         B29C      B29C55/08   \n",
       "2     5208443             0           B       B29         B29C     B29C65/366   \n",
       "3     7830588             6           G       G09         G09G  G09G2310/0275   \n",
       "4     7232943             1           A       A01         A01H       A01H5/10   \n",
       "5    10815370             2           C       C08         C08F     C08F265/08   \n",
       "6     8271025             4           H       H04         H04M      H04M15/00   \n",
       "7     8208778             1           G       G02         G02B    G02B6/12002   \n",
       "8    10299603            18           B       B64         B64D   B64D11/00154   \n",
       "9    10941581            24           B       B32         B32B    B32B2255/10   \n",
       "10    7961343            29           G       G06         G06K      G06K15/02   \n",
       "11    9679483             1           B       B60         B60K    B60K31/0058   \n",
       "12   10095625             0           G       G06         G06F    G06F12/0866   \n",
       "13   11074220             4           G       G06         G06F     G06F3/0608   \n",
       "14    7029271             5           Y       Y02         Y02E      Y02E20/34   \n",
       "15    4068035             9           Y       Y10         Y10S    Y10S528/904   \n",
       "16   10536024             1           H       H02         H02J       H02J7/00   \n",
       "17    8617927            17           H       H01         H01L      H01L25/16   \n",
       "18    6633281             7           H       H04         H04B      H04B1/202   \n",
       "19    9656935             0           C       C07         C07C      C07C41/28   \n",
       "\n",
       "       cpc_type cpc_symbol_position  \n",
       "0   inventional                 NaN  \n",
       "1   inventional                 NaN  \n",
       "2   inventional                 NaN  \n",
       "3    additional                 NaN  \n",
       "4   inventional                 NaN  \n",
       "5   inventional                 NaN  \n",
       "6   inventional                 NaN  \n",
       "7   inventional                 NaN  \n",
       "8   inventional                 NaN  \n",
       "9    additional                 NaN  \n",
       "10  inventional                 NaN  \n",
       "11  inventional                 NaN  \n",
       "12  inventional                 NaN  \n",
       "13  inventional                 NaN  \n",
       "14   additional                 NaN  \n",
       "15   additional                 NaN  \n",
       "16  inventional                 NaN  \n",
       "17  inventional                 NaN  \n",
       "18   additional                 NaN  \n",
       "19  inventional                 NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cpc = pd.read_table(\"g_cpc_current.tsv\", delimiter=\"\\t\", dtype={\"patent_id\": int,\n",
    "                                                               \"cpc_sequence\": int,\n",
    "                                                               \"cpc_section\": str,\n",
    "                                                               \"cpc_subclass\": str,\n",
    "                                                               \"cpc_group\": str,\n",
    "                                                               \"cpc_type\": str,\n",
    "                                                               \"cpc_symbol_position\": str})\n",
    "df_cpc.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3c7c451a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# the reason we are going with the technology section as well as the H section (electricity) is due to\n",
    "# the classification of some digital information being sent via telegraphic communication \n",
    "# after running this, it seems as if there is a huge amount of H classes that leads to the bulk of the \n",
    "# rows, and makes the overall run time of these few lines take a while\n",
    "potential_patents = df_cpc.loc[(df_cpc['cpc_section'] == \"Y\") | (df_cpc['cpc_section'] == \"H\")]\n",
    "potential_patents = potential_patents.drop(columns=[\"cpc_sequence\", \"cpc_class\", \"cpc_subclass\", \"cpc_group\", \"cpc_symbol_position\", \"cpc_type\"], axis=1)\n",
    "potential_patents['patent_id'] = potential_patents['patent_id'].astype(str)\n",
    "potential_patents = pd.merge(df_patent.drop(axis=1, columns=df_patent.columns[5:]), potential_patents, on=\"patent_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5df156df",
   "metadata": {},
   "outputs": [],
   "source": [
    "potential_patents[\"full_details\"] = potential_patents[\"patent_title\"].astype(str) + potential_patents[\"patent_abstract\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f0aa722e",
   "metadata": {},
   "outputs": [],
   "source": [
    "potential_patents.drop(columns=[\"patent_title\", \"patent_abstract\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2bd14239",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "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>patent_id</th>\n",
       "      <th>patent_type</th>\n",
       "      <th>patent_date</th>\n",
       "      <th>cpc_section</th>\n",
       "      <th>full_details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000005</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Article vacuum formation method and vacuum forming apparatusA vacuum forming apparatus is provided that forms an article having a covering bonded to the surface of a substrate in a molding space using a first mold and a second mold. The vacuum forming apparatus is provided with clamps for grasping the covering between the first and second molds arranged at the open positions. The clamps are movable between an interfering position, at which the clamps are located in the movement ranges of the first and second molds, and standby positions, at which the clamps are outside the movement ranges. After the covering is heated, the clamps grasping the covering move to the standby positions and stretch the covering. The first and second molds move to the closed positions and the article is molded between the first and second molds so that the stretched covering and the substrate are bonded to each other.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10000006</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Thermoforming mold device and a process for its manufacture and useA thermoforming mold device (1) providing a piece with a thin wall starting with a sheet of thermoplastic material is provided. At least one (3) of two parts of the mold (3, 3′) comprises at least one means (4) of local deformation of a sheet (2′) in the mold (3, 3′) in its closed state, the at least one means (4) comprises a piece of hollow molding with a peripheral edge, which can be connected selectively to a source of suction and can be displaced between a folded position, in which the molding piece is situated in close proximity with the wall of the thermoformed piece, and a deployed position, in which the molding piece is applied under pressure with its peripheral edge against the wall of the thermoformed piece upholding the other part of the mold.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10000011</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Supports for sintering additively manufactured partsTo reduce distortion in an additively manufactured part, a shrinking platform is formed from a metal particulate filler in a debindable matrix. Shrinking supports of the same material are formed above the shrinking platform, and a desired part of the same material is formed upon them. A sliding release layer is provided below the shrinking platform of equal or larger surface area than a bottom of the shrinking platform to lateral resistance between the shrinking platform and an underlying surface. The matrix is debound sufficient to form a shape-retaining brown part assembly including the shrinking platform, shrinking supports, and the desired part. The shape-retaining brown part assembly is heated to shrink all of the components together at a same rate via atomic diffusion.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10000017</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Method for mounting a vortex generator and mounting apparatus for carrying out the methodThe invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10000017</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Method for mounting a vortex generator and mounting apparatus for carrying out the methodThe invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15891664</th>\n",
       "      <td>9999985</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Dynamically directed workpiece positioning systemIn various embodiments, a dynamically directed workpiece positioning system may include a transport, a sensor positioned to detect a workpiece on the transport, a cutting member positioned along or downstream of the transport, and a computer system. The sensor may scan the workpiece as the workpiece is moved relative to the transport by a human operator or a positioning device. Based on the scan data, the computer system may generate commands to guide the human operator or positioning device in moving the workpiece to a desired position corresponding to a cut solution for the workpiece. Optionally, the computer system may cause the cutting member to be repositioned while the workpiece is being moved relative to the transport. Once the workpiece is in the desired position, the transport may be used to move the workpiece toward the cutting member. Corresponding methods and apparatuses are also disclosed.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15891665</th>\n",
       "      <td>9999988</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Formed fiber composite sheet with improved edge detail and anti-bonding coatings for manufacturing fiber composite sheetsMethods and systems for forming a thin-layer moisture-resistant fiber composite material involve pressing a mixture of fibers and resin between a pair of heated dies at least one of which includes a working surface coated with a hard ormosil coating including a cross-linked organically-modified silica network. The use of such coatings may yield composite sheet materials having improved surface quality, sharper edges, and greater draw angles than previously possible. Some systems for making thin-layer fiber composite materials may utilize ormosil coatings on various working surfaces of equipment coming into contact with the fiber and resin mixture, such as surfaces of machinery for mixing or conveying the mixture to the dies.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15891666</th>\n",
       "      <td>9999994</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15891667</th>\n",
       "      <td>9999994</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15891668</th>\n",
       "      <td>9999994</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>Y</td>\n",
       "      <td>Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15891669 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         patent_id patent_type patent_date cpc_section  \\\n",
       "0         10000005     utility  2018-06-19           Y   \n",
       "1         10000006     utility  2018-06-19           Y   \n",
       "2         10000011     utility  2018-06-19           Y   \n",
       "3         10000017     utility  2018-06-19           Y   \n",
       "4         10000017     utility  2018-06-19           Y   \n",
       "...            ...         ...         ...         ...   \n",
       "15891664   9999985     utility  2018-06-19           Y   \n",
       "15891665   9999988     utility  2018-06-19           Y   \n",
       "15891666   9999994     utility  2018-06-19           H   \n",
       "15891667   9999994     utility  2018-06-19           H   \n",
       "15891668   9999994     utility  2018-06-19           Y   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     full_details  \n",
       "0                                                                                                     Article vacuum formation method and vacuum forming apparatusA vacuum forming apparatus is provided that forms an article having a covering bonded to the surface of a substrate in a molding space using a first mold and a second mold. The vacuum forming apparatus is provided with clamps for grasping the covering between the first and second molds arranged at the open positions. The clamps are movable between an interfering position, at which the clamps are located in the movement ranges of the first and second molds, and standby positions, at which the clamps are outside the movement ranges. After the covering is heated, the clamps grasping the covering move to the standby positions and stretch the covering. The first and second molds move to the closed positions and the article is molded between the first and second molds so that the stretched covering and the substrate are bonded to each other.  \n",
       "1                                                                                                                                                                                 Thermoforming mold device and a process for its manufacture and useA thermoforming mold device (1) providing a piece with a thin wall starting with a sheet of thermoplastic material is provided. At least one (3) of two parts of the mold (3, 3′) comprises at least one means (4) of local deformation of a sheet (2′) in the mold (3, 3′) in its closed state, the at least one means (4) comprises a piece of hollow molding with a peripheral edge, which can be connected selectively to a source of suction and can be displaced between a folded position, in which the molding piece is situated in close proximity with the wall of the thermoformed piece, and a deployed position, in which the molding piece is applied under pressure with its peripheral edge against the wall of the thermoformed piece upholding the other part of the mold.  \n",
       "2                                                                                                                                                                           Supports for sintering additively manufactured partsTo reduce distortion in an additively manufactured part, a shrinking platform is formed from a metal particulate filler in a debindable matrix. Shrinking supports of the same material are formed above the shrinking platform, and a desired part of the same material is formed upon them. A sliding release layer is provided below the shrinking platform of equal or larger surface area than a bottom of the shrinking platform to lateral resistance between the shrinking platform and an underlying surface. The matrix is debound sufficient to form a shape-retaining brown part assembly including the shrinking platform, shrinking supports, and the desired part. The shape-retaining brown part assembly is heated to shrink all of the components together at a same rate via atomic diffusion.  \n",
       "3                                                                                                                                                                           Method for mounting a vortex generator and mounting apparatus for carrying out the methodThe invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.  \n",
       "4                                                                                                                                                                           Method for mounting a vortex generator and mounting apparatus for carrying out the methodThe invention relates to a method for securing an attachment (3, 33) to a component, in particular a rotor blade (1), in which the component is provided with an adhesion surface (36), the attachment (3, 33) is provided with a corresponding adhesion surface (9), the attachment (3, 33) is provided with an adhesive-conveying connection to the corresponding adhesion surface (9), the adhesion surface (36) is placed on the corresponding adhesion surface (9), a gap (53) is formed between the adhesion surface (36) and the corresponding adhesion surface (9), the attachment (3, 33) is pressed against the corresponding adhesion surface (9) and at the same time the adhesive (80) is injected into the gap (53) through the adhesive-conveying connection.  \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           ...  \n",
       "15891664                                     Dynamically directed workpiece positioning systemIn various embodiments, a dynamically directed workpiece positioning system may include a transport, a sensor positioned to detect a workpiece on the transport, a cutting member positioned along or downstream of the transport, and a computer system. The sensor may scan the workpiece as the workpiece is moved relative to the transport by a human operator or a positioning device. Based on the scan data, the computer system may generate commands to guide the human operator or positioning device in moving the workpiece to a desired position corresponding to a cut solution for the workpiece. Optionally, the computer system may cause the cutting member to be repositioned while the workpiece is being moved relative to the transport. Once the workpiece is in the desired position, the transport may be used to move the workpiece toward the cutting member. Corresponding methods and apparatuses are also disclosed.  \n",
       "15891665                                                                                                                                                  Formed fiber composite sheet with improved edge detail and anti-bonding coatings for manufacturing fiber composite sheetsMethods and systems for forming a thin-layer moisture-resistant fiber composite material involve pressing a mixture of fibers and resin between a pair of heated dies at least one of which includes a working surface coated with a hard ormosil coating including a cross-linked organically-modified silica network. The use of such coatings may yield composite sheet materials having improved surface quality, sharper edges, and greater draw angles than previously possible. Some systems for making thin-layer fiber composite materials may utilize ormosil coatings on various working surfaces of equipment coming into contact with the fiber and resin mixture, such as surfaces of machinery for mixing or conveying the mixture to the dies.  \n",
       "15891666  Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...  \n",
       "15891667  Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...  \n",
       "15891668  Method for producing product having uneven microstructure on surface thereof, mold release treatment method, and active energy ray curable resin composition for mold surface release treatmentThe producing method includes: (I) providing an active energy ray curable resin composition for mold surface release treatment between a mold having uneven microstructure on its surface and a substrate, and after curing the resin composition by irradiation with an active energy ray, peeling off the substrate together with a cured article of the active energy ray curable resin composition from the surface of the mold, thereby performing a release treatment to the surface of the mold; and (II), after step (I), providing an active energy ray curable resin composition for shaping between the substrate and the mold, the surface of which has been treated by the release treatment, and after curing the resin composition by an active energy ray, peeling off the substrate together with a cured article of...  \n",
       "\n",
       "[15891669 rows x 5 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "potential_patents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5f2f108",
   "metadata": {},
   "outputs": [],
   "source": [
    "post_2000 = potential_patents[(potential_patents['patent_date'] > \"1999-12-31\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ec27954f",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_patents = pd.concat([post_2000.loc[post_2000['full_details'].str.contains('social media', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('community', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('social network', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('profile', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('chat', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('digital media', case=False)],\n",
    "                        post_2000.loc[post_2000['full_details'].str.contains('chat', case=False)]\n",
    "                        ], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "88e3cab0",
   "metadata": {
    "scrolled": true
   },
   "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>patent_id</th>\n",
       "      <th>patent_type</th>\n",
       "      <th>patent_date</th>\n",
       "      <th>cpc_section</th>\n",
       "      <th>full_details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10002131</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Classifying languages for objects and entitiesTechnology for media item and user language classification is disclosed. Media item classification may use models for associating language identifiers or probability distributions for multiple languages with linguistic content. User language classification may define user language models for attributing to users indications of languages they speak read, and/or write. The text classifications and user classifications may interact because the probability that given text is in a particular language may depend on a determined likelihood the user who produced the text speaks that language, or conversely, a user interacting with text in a particular language may increase the likelihood they understand that language. Some embodiments use language-tagged social media content to train n-gram classifiers for use with other social media content.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10003560</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Method and system for correlating social media conversationsA conversation correlation system is configured to associate social signals with conversations and group the conversations into topic clusters. The topic clusters for different days are linked together to form conversation streams. The conversation streams may identify conversation topics within ecosystems and identify changes in conversation topics over time. Topic labels may be generated for the topic clusters that better describe conversation topics. In one example, the topic labels may be generated using a mutual information topic distribution model.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10003560</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Method and system for correlating social media conversationsA conversation correlation system is configured to associate social signals with conversations and group the conversations into topic clusters. The topic clusters for different days are linked together to form conversation streams. The conversation streams may identify conversation topics within ecosystems and identify changes in conversation topics over time. Topic labels may be generated for the topic clusters that better describe conversation topics. In one example, the topic labels may be generated using a mutual information topic distribution model.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10003564</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Social networking media system and applicationA system and method of regulating the display of digital content media in a social media platform is described. The method includes processing digital content media via one or more processors. The processors are in communication with an input/output interface and a database. Each item of digital content media is associated with a particular user and stored in a database. The system displays the digital content media within a media feed through the input/output interface in accordance to the preferences of each user. Command data is received and processed for each user. The system automatically allocates the placement of the digital content media according to a defined point value. Each digital content media is assigned a point value by the posting user which is automatically ranked by the system in accordance with the assigned point value. The system updates the media feed to reflect new and modified point values.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10003844</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-19</td>\n",
       "      <td>H</td>\n",
       "      <td>Automated retrieval of social media tagsMethods, systems, and computer readable media can be operable to facilitate the retrieval of a social media tag associated with a content stream. A social media tag associated with a content stream received by a customer premise equipment (CPE) device may be detected and identified, and the social media tag may be presented to a user. The social media tag may be presented to a user along with the underlying multimedia content associated with the content stream, and/or may be delivered to a user device or account. A user interface including the identified social media tag may be presented to a user, and the user may be given the option to receive messages associated with the identified social media tag. Messages associated with the identified social media tag may be updated and presented to the user along with the underlying multimedia content.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253185</th>\n",
       "      <td>9998707</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>H</td>\n",
       "      <td>Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253186</th>\n",
       "      <td>9998707</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>H</td>\n",
       "      <td>Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253187</th>\n",
       "      <td>9998707</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>H</td>\n",
       "      <td>Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253188</th>\n",
       "      <td>9998707</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>H</td>\n",
       "      <td>Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253189</th>\n",
       "      <td>9998707</td>\n",
       "      <td>utility</td>\n",
       "      <td>2018-06-12</td>\n",
       "      <td>H</td>\n",
       "      <td>Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>253190 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       patent_id patent_type patent_date cpc_section  \\\n",
       "0       10002131     utility  2018-06-19           H   \n",
       "1       10003560     utility  2018-06-19           H   \n",
       "2       10003560     utility  2018-06-19           H   \n",
       "3       10003564     utility  2018-06-19           H   \n",
       "4       10003844     utility  2018-06-19           H   \n",
       "...          ...         ...         ...         ...   \n",
       "253185   9998707     utility  2018-06-12           H   \n",
       "253186   9998707     utility  2018-06-12           H   \n",
       "253187   9998707     utility  2018-06-12           H   \n",
       "253188   9998707     utility  2018-06-12           H   \n",
       "253189   9998707     utility  2018-06-12           H   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         full_details  \n",
       "0                                                                                        Classifying languages for objects and entitiesTechnology for media item and user language classification is disclosed. Media item classification may use models for associating language identifiers or probability distributions for multiple languages with linguistic content. User language classification may define user language models for attributing to users indications of languages they speak read, and/or write. The text classifications and user classifications may interact because the probability that given text is in a particular language may depend on a determined likelihood the user who produced the text speaks that language, or conversely, a user interacting with text in a particular language may increase the likelihood they understand that language. Some embodiments use language-tagged social media content to train n-gram classifiers for use with other social media content.  \n",
       "1                                                                                                                                                                                                                                                                                                                                                                        Method and system for correlating social media conversationsA conversation correlation system is configured to associate social signals with conversations and group the conversations into topic clusters. The topic clusters for different days are linked together to form conversation streams. The conversation streams may identify conversation topics within ecosystems and identify changes in conversation topics over time. Topic labels may be generated for the topic clusters that better describe conversation topics. In one example, the topic labels may be generated using a mutual information topic distribution model.  \n",
       "2                                                                                                                                                                                                                                                                                                                                                                        Method and system for correlating social media conversationsA conversation correlation system is configured to associate social signals with conversations and group the conversations into topic clusters. The topic clusters for different days are linked together to form conversation streams. The conversation streams may identify conversation topics within ecosystems and identify changes in conversation topics over time. Topic labels may be generated for the topic clusters that better describe conversation topics. In one example, the topic labels may be generated using a mutual information topic distribution model.  \n",
       "3       Social networking media system and applicationA system and method of regulating the display of digital content media in a social media platform is described. The method includes processing digital content media via one or more processors. The processors are in communication with an input/output interface and a database. Each item of digital content media is associated with a particular user and stored in a database. The system displays the digital content media within a media feed through the input/output interface in accordance to the preferences of each user. Command data is received and processed for each user. The system automatically allocates the placement of the digital content media according to a defined point value. Each digital content media is assigned a point value by the posting user which is automatically ranked by the system in accordance with the assigned point value. The system updates the media feed to reflect new and modified point values.  \n",
       "4                                                                                     Automated retrieval of social media tagsMethods, systems, and computer readable media can be operable to facilitate the retrieval of a social media tag associated with a content stream. A social media tag associated with a content stream received by a customer premise equipment (CPE) device may be detected and identified, and the social media tag may be presented to a user. The social media tag may be presented to a user along with the underlying multimedia content associated with the content stream, and/or may be delivered to a user device or account. A user interface including the identified social media tag may be presented to a user, and the user may be given the option to receive messages associated with the identified social media tag. Messages associated with the identified social media tag may be updated and presented to the user along with the underlying multimedia content.  \n",
       "...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               ...  \n",
       "253185                                                                                                                                                                      Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.  \n",
       "253186                                                                                                                                                                      Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.  \n",
       "253187                                                                                                                                                                      Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.  \n",
       "253188                                                                                                                                                                      Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.  \n",
       "253189                                                                                                                                                                      Video chat picture-in-pictureA computer-implemented technique includes initiating, at a computing device having one or more processors, a video chat session with another computing device via a network. The technique includes displaying, at the computing device, a video chat window in response to initiating the video chat session, the video chat window displaying a video stream received from the other computing device. The technique includes detecting, at the computing device, a lack of interaction between a user of the computing device and the video chat window. The technique also includes in response to detecting the lack of interaction between the user and the video chat window, at least one of automatically resizing and automatically repositioning, at the computing device, the video chat window.  \n",
       "\n",
       "[253190 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_patents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8e1b9758",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x141e10b20>"
      ]
     },
     "execution_count": 25,
     "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": [
    "showcase = all_patents.groupby([all_patents['patent_date'].dt.year.rename('year')]).agg({'count'})\n",
    "showcase.drop(inplace=True, columns=showcase.columns[1:5])\n",
    "showcase.plot(kind=\"line\")\n",
    "plt.legend([\"Social Media Related Patents\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d37be37",
   "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}