uvalde_gun_manufacturers.ipynb

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  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "da0e7fd8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px"
   ]
  },
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   "cell_type": "code",
   "execution_count": 102,
   "id": "408b3d99",
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     "text": [
      "/Users/arijitsen/opt/anaconda3/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3165: DtypeWarning:\n",
      "\n",
      "Columns (6,11,15,20) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('data/atf_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "4644c0e0",
   "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6517466\n",
      "4904749\n"
     ]
    }
   ],
   "source": [
    "# Drop duplicate records.\n",
    "print(len(df))\n",
    "df.drop_duplicates(subset =['license_name', 'lic_type', 'date','premise_street', 'premise_city', 'premise_state', 'premise_zip_code'], keep='first', inplace = True)\n",
    "print(len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "55343ef4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36\n",
      "42\n"
     ]
    }
   ],
   "source": [
    "# Find remaining duplicate license names for type 7 records in Texas. \n",
    "\n",
    "count = 0\n",
    "for i in set(df['date']):\n",
    "    dfx = df.loc[((df['date'] == i) & (df['premise_state'] == 'TX') & (df['lic_type'] == 7))].value_counts('license_name').to_frame().rename(columns = {0:'count'}).sort_values('count', ascending=False)\n",
    "    if len(dfx) > 0 and dfx['count'].iloc[-1] > 1:\n",
    "        count += 1\n",
    "    else:\n",
    "        pass\n",
    "print(count)\n",
    "print(len(set(df['date'])))\n",
    "\n",
    "# 36 out of 42 months have every single license name appearing more than once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "de7bdeba",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>premise_state</th>\n",
       "      <th>date</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "     premise_state        date  count\n",
       "0               AK  2018-01-01     73\n",
       "1               AK  2018-02-01    148\n",
       "2               AK  2018-03-01    150\n",
       "3               AK  2018-04-01    152\n",
       "4               AK  2018-05-01     77\n",
       "...            ...         ...    ...\n",
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     "execution_count": 105,
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   "source": [
    "# Filter to only gun manufacturers, group by state and date and get number of manufacturers in that state in that month.\n",
    "\n",
    "df2 = df.loc[df['lic_type'] == 7].groupby(['premise_state', 'date'], as_index=False).count()\n",
    "df2['count'] = df2.max(axis=1)\n",
    "df2 = df2[['premise_state', 'date', 'count']]\n",
    "df2"
   ]
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Gun Manufacturers by State and Month</b>\"},\"width\":1200,\"xaxis\":{\"anchor\":\"y\",\"domain\":[0.0,1.0],\"range\":[\"2018-01-01\",\"2022-05-02\"],\"title\":{\"text\":\"date\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"range\":[0,7000],\"title\":{\"text\":\"count\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set Texas line to red and all others to grey.\n",
    "color_discrete_map = {}\n",
    "for i in set(df['premise_state']):\n",
    "    if i == 'TX':\n",
    "        color_discrete_map[i] = 'red'\n",
    "    else:\n",
    "        color_discrete_map[i] = 'grey'\n",
    "\n",
    "# Plot a line chart with data.         \n",
    "fig = px.line(df2, x='date', y='count',\n",
    "              range_x=['2018-01-01','2022-05-02'],\n",
    "              height=800, width=1200,\n",
    "              color='premise_state', color_discrete_map=color_discrete_map, \n",
    "              markers=True, \n",
    "              template='simple_white',\n",
    "              title='<b>Licensed Gun Manufacturers by State and Month</b>')\n",
    "\n",
    "fig.update_traces(opacity=0.6, line=dict(width=4))\n",
    "fig.update_yaxes(range=[0, 7000])\n",
    "fig.update_layout(font_family='Arial')\n",
    "fig.layout.showlegend = False\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "ee1abb7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export HTML of the chart.\n",
    "fig.write_html(\"data/gun_manufacturers.html\")"
   ]
  }
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