visualization/dropdown/dropdown.ipynb

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     "start_time": "2020-08-02T20:56:49.044338Z"
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   "source": [
    "import pandas as pd \n",
    "import datapane as dp \n",
    "import plotly.express as px \n",
    "import datapane as dp "
   ]
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     "start_time": "2020-08-02T20:56:52.618203Z"
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   "source": [
    "data = pd.read_csv('population.csv')"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line(data.set_index('Countries').loc['Vietnam'],\n",
    "              labels={'index': 'Year', 'value': 'Population'},\n",
    "        title='Population Over Time',\n",
    "          )\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T20:57:02.857203Z",
     "start_time": "2020-08-02T20:57:02.817368Z"
    }
   },
   "outputs": [
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       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.line(data.set_index('Countries').loc['United States'],\n",
    "              labels={'index': 'Year', 'value': 'Population'},\n",
    "        title='Population Over Time',\n",
    "          )\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plots with Widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-31T19:22:07.680973Z",
     "start_time": "2020-07-31T19:22:05.533528Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: ipywidgets in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (7.5.1)\n",
      "Requirement already satisfied: nbformat>=4.2.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipywidgets) (5.0.7)\n",
      "Requirement already satisfied: ipykernel>=4.5.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipywidgets) (5.3.0)\n",
      "Requirement already satisfied: ipython>=4.0.0; python_version >= \"3.3\" in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipywidgets) (7.15.0)\n",
      "Requirement already satisfied: widgetsnbextension~=3.5.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipywidgets) (3.5.1)\n",
      "Requirement already satisfied: traitlets>=4.3.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipywidgets) (4.3.3)\n",
      "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets) (3.2.0)\n",
      "Requirement already satisfied: ipython-genutils in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets) (0.2.0)\n",
      "Requirement already satisfied: jupyter-core in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets) (4.6.3)\n",
      "Requirement already satisfied: jupyter-client in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.1.3)\n",
      "Requirement already satisfied: tornado>=4.2 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.0.4)\n",
      "Requirement already satisfied: decorator in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (4.4.2)\n",
      "Requirement already satisfied: jedi>=0.10 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.17.0)\n",
      "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (3.0.5)\n",
      "Requirement already satisfied: pygments in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (2.6.1)\n",
      "Requirement already satisfied: pexpect; sys_platform != \"win32\" in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (4.8.0)\n",
      "Requirement already satisfied: setuptools>=18.5 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (47.1.1.post20200604)\n",
      "Requirement already satisfied: backcall in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.2.0)\n",
      "Requirement already satisfied: pickleshare in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.7.5)\n",
      "Requirement already satisfied: notebook>=4.4.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from widgetsnbextension~=3.5.0->ipywidgets) (6.0.3)\n",
      "Requirement already satisfied: six in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from traitlets>=4.3.1->ipywidgets) (1.15.0)\n",
      "Requirement already satisfied: attrs>=17.4.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (19.3.0)\n",
      "Requirement already satisfied: pyrsistent>=0.14.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (0.16.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (2.8.1)\n",
      "Requirement already satisfied: pyzmq>=13 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (19.0.1)\n",
      "Requirement already satisfied: parso>=0.7.0 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jedi>=0.10->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.7.0)\n",
      "Requirement already satisfied: wcwidth in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.2.4)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from pexpect; sys_platform != \"win32\"->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.6.0)\n",
      "Requirement already satisfied: nbconvert in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (5.6.1)\n",
      "Requirement already satisfied: Send2Trash in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.5.0)\n",
      "Requirement already satisfied: terminado>=0.8.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.8.3)\n",
      "Requirement already satisfied: jinja2 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (2.11.2)\n",
      "Requirement already satisfied: prometheus-client in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.8.0)\n",
      "Requirement already satisfied: entrypoints>=0.2.2 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.3)\n",
      "Requirement already satisfied: defusedxml in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.6.0)\n",
      "Requirement already satisfied: bleach in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (3.1.5)\n",
      "Requirement already satisfied: mistune<2,>=0.8.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.8.4)\n",
      "Requirement already satisfied: testpath in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.4.4)\n",
      "Requirement already satisfied: pandocfilters>=1.4.1 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.4.2)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.1.1)\n",
      "Requirement already satisfied: webencodings in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.5.1)\n",
      "Requirement already satisfied: packaging in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (20.4)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /home/khuyentran/anaconda3/envs/scraping/lib/python3.8/site-packages (from packaging->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (2.4.7)\n",
      "Enabling notebook extension jupyter-js-widgets/extension...\n",
      "      - Validating: \u001b[32mOK\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install ipywidgets\n",
    "!jupyter nbextension enable --py widgetsnbextension"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T20:59:34.607867Z",
     "start_time": "2020-08-02T20:59:34.558670Z"
    }
   },
   "outputs": [],
   "source": [
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import ipywidgets as widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T20:59:35.350791Z",
     "start_time": "2020-08-02T20:59:35.342660Z"
    }
   },
   "outputs": [],
   "source": [
    "def f(x):\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T20:59:36.542444Z",
     "start_time": "2020-08-02T20:59:36.494526Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eb6bdeb168c547df848620044fb312a4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=5.0, description='x', max=10.0), Output()), _dom_classes=('widget-inte…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.f(x)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(f, x=(0.0,10.0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T20:59:39.083154Z",
     "start_time": "2020-08-02T20:59:39.044858Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a54ab6cff77845ca90b398e896ddd796",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='x', options=('love', 'hate'), value='love'), Output()), _dom_class…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.f(x)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(f, x=['love','hate'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T21:00:03.938167Z",
     "start_time": "2020-08-02T21:00:03.929341Z"
    }
   },
   "outputs": [],
   "source": [
    "def f(country):\n",
    "    \n",
    "    fig = px.line(data.set_index('Countries').loc[country],\n",
    "              labels={'index': 'Year', 'value': 'Population'},\n",
    "        title='Population Over Time',\n",
    "          )\n",
    "    fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T21:00:19.117423Z",
     "start_time": "2020-08-02T21:00:19.047695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "211ef6ea263a4bad9792b046df0f7211",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='country', options=('Aruba', 'Afghanistan', 'Angola', 'Albania', 'A…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.f(country)>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(f, country=list(data.Countries))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-08-02T21:03:08.141591Z",
     "start_time": "2020-08-02T21:03:08.085232Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "variable=1960<br>Countries=%{x}<br>Population in 1960=%{y}<extra></extra>",
         "legendgroup": "1960",
         "line": {
          "color": "#636efa",
          "dash": "solid"
         },
         "mode": "lines",
         "name": "1960",
         "orientation": "v",
         "showlegend": true,
         "type": "scatter",
         "x": [
          "Aruba",
          "Afghanistan",
          "Angola",
          "Albania",
          "Andorra",
          "Arab World",
          "United Arab Emirates",
          "Argentina",
          "Armenia",
          "American Samoa",
          "Antigua and Barbuda",
          "Australia",
          "Austria",
          "Azerbaijan",
          "Burundi",
          "Belgium",
          "Benin",
          "Burkina Faso",
          "Bangladesh",
          "Bulgaria",
          "Bahrain",
          "Bahamas, The",
          "Bosnia and Herzegovina",
          "Belarus",
          "Belize",
          "Bermuda",
          "Bolivia",
          "Brazil",
          "Barbados",
          "Brunei Darussalam",
          "Bhutan",
          "Botswana",
          "Central African Republic",
          "Canada",
          "Central Europe and the Baltics",
          "Switzerland",
          "Channel Islands",
          "Chile",
          "China",
          "Cote d'Ivoire",
          "Cameroon",
          "Congo, Dem. Rep.",
          "Congo, Rep.",
          "Colombia",
          "Comoros",
          "Cabo Verde",
          "Costa Rica",
          "Caribbean small states",
          "Cuba",
          "Curacao",
          "Cayman Islands",
          "Cyprus",
          "Czech Republic",
          "Germany",
          "Djibouti",
          "Dominica",
          "Denmark",
          "Dominican Republic",
          "Algeria",
          "East Asia & Pacific (excluding high income)",
          "Early-demographic dividend",
          "East Asia & Pacific",
          "Europe & Central Asia (excluding high income)",
          "Europe & Central Asia",
          "Ecuador",
          "Egypt, Arab Rep.",
          "Euro area",
          "Eritrea",
          "Spain",
          "Estonia",
          "Ethiopia",
          "European Union",
          "Fragile and conflict affected situations",
          "Finland",
          "Fiji",
          "France",
          "Faroe Islands",
          "Micronesia, Fed. Sts.",
          "Gabon",
          "United Kingdom",
          "Georgia",
          "Ghana",
          "Gibraltar",
          "Guinea",
          "Gambia, The",
          "Guinea-Bissau",
          "Equatorial Guinea",
          "Greece",
          "Grenada",
          "Greenland",
          "Guatemala",
          "Guam",
          "Guyana",
          "High income",
          "Hong Kong SAR, China",
          "Honduras",
          "Heavily indebted poor countries (HIPC)",
          "Croatia",
          "Haiti",
          "Hungary",
          "IBRD only",
          "IDA & IBRD total",
          "IDA total",
          "IDA blend",
          "Indonesia",
          "IDA only",
          "Isle of Man",
          "India",
          "Not classified",
          "Ireland",
          "Iran, Islamic Rep.",
          "Iraq",
          "Iceland",
          "Israel",
          "Italy",
          "Jamaica",
          "Jordan",
          "Japan",
          "Kazakhstan",
          "Kenya",
          "Kyrgyz Republic",
          "Cambodia",
          "Kiribati",
          "St. Kitts and Nevis",
          "Korea, Rep.",
          "Kuwait",
          "Latin America & Caribbean (excluding high income)",
          "Lao PDR",
          "Lebanon",
          "Liberia",
          "Libya",
          "St. Lucia",
          "Latin America & Caribbean",
          "Least developed countries: UN classification",
          "Low income",
          "Liechtenstein",
          "Sri Lanka",
          "Lower middle income",
          "Low & middle income",
          "Lesotho",
          "Late-demographic dividend",
          "Lithuania",
          "Luxembourg",
          "Latvia",
          "Macao SAR, China",
          "St. Martin (French part)",
          "Morocco",
          "Monaco",
          "Moldova",
          "Madagascar",
          "Maldives",
          "Middle East & North Africa",
          "Mexico",
          "Marshall Islands",
          "Middle income",
          "North Macedonia",
          "Mali",
          "Malta",
          "Myanmar",
          "Middle East & North Africa (excluding high income)",
          "Montenegro",
          "Mongolia",
          "Northern Mariana Islands",
          "Mozambique",
          "Mauritania",
          "Mauritius",
          "Malawi",
          "Malaysia",
          "North America",
          "Namibia",
          "New Caledonia",
          "Niger",
          "Nigeria",
          "Nicaragua",
          "Netherlands",
          "Norway",
          "Nepal",
          "Nauru",
          "New Zealand",
          "OECD members",
          "Oman",
          "Other small states",
          "Pakistan",
          "Panama",
          "Peru",
          "Philippines",
          "Palau",
          "Papua New Guinea",
          "Poland",
          "Pre-demographic dividend",
          "Puerto Rico",
          "Korea, Dem. Peoples Rep.",
          "Portugal",
          "Paraguay",
          "West Bank and Gaza",
          "Pacific island small states",
          "Post-demographic dividend",
          "French Polynesia",
          "Qatar",
          "Romania",
          "Russian Federation",
          "Rwanda",
          "South Asia",
          "Saudi Arabia",
          "Sudan",
          "Senegal",
          "Singapore",
          "Solomon Islands",
          "Sierra Leone",
          "El Salvador",
          "San Marino",
          "Somalia",
          "Serbia",
          "Sub-Saharan Africa (excluding high income)",
          "South Sudan",
          "Sub-Saharan Africa",
          "Small states",
          "Sao Tome and Principe",
          "Suriname",
          "Slovak Republic",
          "Slovenia",
          "Sweden",
          "Eswatini",
          "Sint Maarten (Dutch part)",
          "Seychelles",
          "Syrian Arab Republic",
          "Turks and Caicos Islands",
          "Chad",
          "East Asia & Pacific (IDA & IBRD countries)",
          "Europe & Central Asia (IDA & IBRD countries)",
          "Togo",
          "Thailand",
          "Tajikistan",
          "Turkmenistan",
          "Latin America & the Caribbean (IDA & IBRD countries)",
          "Timor-Leste",
          "Middle East & North Africa (IDA & IBRD countries)",
          "Tonga",
          "South Asia (IDA & IBRD)",
          "Sub-Saharan Africa (IDA & IBRD countries)",
          "Trinidad and Tobago",
          "Tunisia",
          "Turkey",
          "Tuvalu",
          "Tanzania",
          "Uganda",
          "Ukraine",
          "Upper middle income",
          "Uruguay",
          "United States",
          "Uzbekistan",
          "St. Vincent and the Grenadines",
          "Venezuela, RB",
          "British Virgin Islands",
          "Virgin Islands (U.S.)",
          "Vietnam",
          "Vanuatu",
          "World",
          "Samoa",
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   "source": [
    "px.line(data.set_index('Countries').T.loc[str(1960)],\n",
    "       labels={'value':'Population in {}'.format(str(1960))},\n",
    "       title= 'Population over time')"
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       "interactive(children=(Dropdown(description='year', options=('1960', '1961', '1962', '1963', '1964', '1965', '1…"
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   "source": [
    "def f(year):\n",
    "    fig = px.line(data.set_index('Countries').T.loc[str(year)],\n",
    "       labels={'value':'Population in {}'.format(str(year))},\n",
    "       title= 'Population over time')\n",
    "    fig.show()\n",
    "    \n",
    "interact(f, year=list(data.T.index)[1:] )"
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