transcriptomics_studies_over_time.ipynb

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        "<a href=\"https://colab.research.google.com/github/lauraluebbert/transcriptomics-over-time/blob/main/transcriptomics_studies_over_time.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "This notebook generates plots showing the increase in studies using RNA-sequencing over time. \n",
        "\n",
        "Data sources (please cite):   \n",
        "1. **Single-cell RNA-sequencing**  \n",
        "Valentine Svensson, Eduardo da Veiga Beltrame, & Lior Pachter\n",
        "Database, Volume 2020, 2020, baaa073; doi: 10.1093/database/baaa073  \n",
        "Also see:  \n",
        "https://www.nxn.se/single-cell-studies  \n",
        "https://www.nxn.se/single-cell-studies/gui  \n",
        "\n",
        "2. **Spatial transcriptomics**  \n",
        "Moses, L., Pachter, L. Museum of spatial transcriptomics. Nat Methods 19, 534–546 (2022). https://doi.org/10.1038/s41592-022-01409-2\n",
        "\n",
        "Note: The code for the some of the plots was adapted from [this notebook](https://github.com/pachterlab/kallistobustools/blob/master/docs/tutorials/scRNA-seq_intro/python/scRNA-seq_intro.ipynb) by [@sinabooeshaghi](https://github.com/sbooeshaghi/), which is part of the tutorials on the [kallistobus.tools](https://www.kallistobus.tools/) website: https://www.kallistobus.tools/tutorials/scrna-seq_intro/python/scrna-seq_intro/.\n",
        "___"
      ],
      "metadata": {
        "id": "hGA3CMUFeL84"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.colors as mplcol\n",
        "import matplotlib.dates as mdates\n",
        "from matplotlib.dates import DateFormatter\n",
        "\n",
        "from datetime import datetime\n",
        "\n",
        "import colorsys\n",
        "import plotnine as p\n",
        "from mizani.breaks import date_breaks\n",
        "from mizani.formatters import date_format\n",
        "\n",
        "%config InlineBackend.figure_format = \"retina\""
      ],
      "metadata": {
        "id": "CHV74-YlZ9QT"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Make folder to save the plots in\n",
        "!mkdir plots"
      ],
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        "outputId": "611570e5-032c-415d-862c-8c64927447ed",
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        }
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "mkdir: cannot create directory ‘plots’: File exists\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "___\n",
        "# 1.  Single-cell RNA-sequencing (data from Svensson et al.)"
      ],
      "metadata": {
        "id": "QywtyiiQI2xF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load data:"
      ],
      "metadata": {
        "id": "qi7l-aWBd7Ih"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"http://nxn.se/single-cell-studies/data.tsv\", sep=\"\\t\")\n",
        "# Convert date string to date format\n",
        "df[\"Date\"] = pd.to_datetime(df[\"Date\"], format=\"%Y%m%d\")\n",
        "# Convert string of reported cells total to float\n",
        "df[\"Reported cells total\"] = df[\"Reported cells total\"].str.replace(\",\", \"\").map(float)\n",
        "df.head()"
      ],
      "metadata": {
        "id": "F-Yigq2yd4wM",
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      "execution_count": 3,
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              "                Shorthand                            DOI  \\\n",
              "0        Cauli et al PNAS        10.1073/pnas.97.11.6144   \n",
              "1       Malnic et al Cell  10.1016/S0092-8674(00)80581-4   \n",
              "2    Tietjen et al Neuron  10.1016/S0896-6273(03)00229-0   \n",
              "3  Gallopin et al CCortex          10.1093/cercor/bhj081   \n",
              "4      Kurimoto et al NAR             10.1093/nar/gkl050   \n",
              "\n",
              "                                             Authors  \\\n",
              "0  B. Cauli, J. T. Porter, K. Tsuzuki, B. Lambole...   \n",
              "1  Bettina Malnic, Junzo Hirono, Takaaki Sato, Li...   \n",
              "2  Ian Tietjen, Jason M. Rihel, Yanxiang Cao, Geo...   \n",
              "3  Thierry Gallopin, Hélène Geoffroy, Jean Rossie...   \n",
              "4                                        K. Kurimoto   \n",
              "\n",
              "                                           Journal  \\\n",
              "0  Proceedings of the National Academy of Sciences   \n",
              "1                                             Cell   \n",
              "2                                           Neuron   \n",
              "3                                  Cerebral Cortex   \n",
              "4                           Nucleic Acids Research   \n",
              "\n",
              "                                               Title       Date bioRxiv DOI  \\\n",
              "0  Classification of fusiform neocortical interne... 2002-07-26           -   \n",
              "1             Combinatorial Receptor Codes for Odors 2004-04-10           -   \n",
              "2  Single-Cell Transcriptional Analysis of Neuron... 2004-04-15           -   \n",
              "3  Cortical Sources of CRF, NKB, and CCK and Thei... 2005-12-08           -   \n",
              "4  An improved single-cell cDNA amplification met... 2006-03-30           -   \n",
              "\n",
              "   Reported cells total      Organism Tissue  ...  \\\n",
              "0                  85.0           Rat  Brain  ...   \n",
              "1                  18.0         Mouse  Brain  ...   \n",
              "2                  37.0  Human, Mouse  Brain  ...   \n",
              "3                 157.0           Rat  Brain  ...   \n",
              "4                  20.0         Mouse    ICM  ...   \n",
              "\n",
              "  Number of reported cell types or clusters Cell clustering Pseudotime  \\\n",
              "0                                       3.0             Yes         No   \n",
              "1                                       NaN             NaN        NaN   \n",
              "2                                       6.0             NaN        NaN   \n",
              "3                                       4.0             Yes         No   \n",
              "4                                       2.0             NaN        NaN   \n",
              "\n",
              "  RNA Velocity  PCA tSNE H5AD location    Isolation  \\\n",
              "0           No  Yes   No           NaN  Patch-clamp   \n",
              "1          NaN  NaN  NaN           NaN          NaN   \n",
              "2          NaN  NaN  NaN           NaN  Manual, LCM   \n",
              "3           No  Yes   No           NaN  Patch-clamp   \n",
              "4          NaN  NaN  NaN           NaN          NaN   \n",
              "\n",
              "   BC --> Cell ID _OR_ BC --> Cluster ID Number individuals  \n",
              "0                                    NaN                NaN  \n",
              "1                                    NaN                NaN  \n",
              "2                                    NaN                NaN  \n",
              "3                                    NaN                NaN  \n",
              "4                                    NaN                NaN  \n",
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              "      <th>Shorthand</th>\n",
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              "      <td>Cauli et al PNAS</td>\n",
              "      <td>10.1073/pnas.97.11.6144</td>\n",
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              "      <td>Proceedings of the National Academy of Sciences</td>\n",
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              "      <td>10.1016/S0092-8674(00)80581-4</td>\n",
              "      <td>Bettina Malnic, Junzo Hirono, Takaaki Sato, Li...</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <th>2</th>\n",
              "      <td>Tietjen et al Neuron</td>\n",
              "      <td>10.1016/S0896-6273(03)00229-0</td>\n",
              "      <td>Ian Tietjen, Jason M. Rihel, Yanxiang Cao, Geo...</td>\n",
              "      <td>Neuron</td>\n",
              "      <td>Single-Cell Transcriptional Analysis of Neuron...</td>\n",
              "      <td>2004-04-15</td>\n",
              "      <td>-</td>\n",
              "      <td>37.0</td>\n",
              "      <td>Human, Mouse</td>\n",
              "      <td>Brain</td>\n",
              "      <td>...</td>\n",
              "      <td>6.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Manual, LCM</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>3</th>\n",
              "      <td>Gallopin et al CCortex</td>\n",
              "      <td>10.1093/cercor/bhj081</td>\n",
              "      <td>Thierry Gallopin, Hélène Geoffroy, Jean Rossie...</td>\n",
              "      <td>Cerebral Cortex</td>\n",
              "      <td>Cortical Sources of CRF, NKB, and CCK and Thei...</td>\n",
              "      <td>2005-12-08</td>\n",
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              "      <td>157.0</td>\n",
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              "      <th>4</th>\n",
              "      <td>Kurimoto et al NAR</td>\n",
              "      <td>10.1093/nar/gkl050</td>\n",
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    },
    {
      "cell_type": "markdown",
      "source": [
        "Plot cumulative number of studies over time:"
      ],
      "metadata": {
        "id": "bjqbMuWZdT0B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fontsize = 12"
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      "execution_count": 4,
      "outputs": []
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      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get counts per date\n",
        "df = df.sort_values(\"Date\")\n",
        "df[\"count\"] = 1\n",
        "x = df.Date\n",
        "y = df[\"count\"].groupby(df.Date.dt.time).cumsum()\n",
        "\n",
        "ax.plot(x, y, lw=2, color=\"k\")\n",
        "ax.set_title(\"Number of studies using single-cell RNA-seq\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Cumulative number of studies\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "plt.savefig(\"./plots/sc_studies_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
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      "execution_count": 5,
      "outputs": [
        {
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              "<Figure size 864x360 with 1 Axes>"
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\n"
          },
          "metadata": {
            "image/png": {
              "width": 737,
              "height": 324
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Plot number of cells sequenced over time:"
      ],
      "metadata": {
        "id": "6alHKYbWknKN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get total cell counts per month per year\n",
        "per_month_year = df.Date.dt.to_period(\"M\")\n",
        "x = df.groupby(per_month_year).sum().index.to_timestamp()\n",
        "y = df.groupby(per_month_year).sum()[\"Reported cells total\"].values\n",
        "\n",
        "ax.scatter(x, y, s=20, color=\"k\", alpha=0.6, edgecolors=\"k\")\n",
        "ax.set_title(\"Total number of cells reported in single-cell RNA-seq studies per month\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Number of cells\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(\"./plots/sc_cells_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "mfP9t7p4kxqq",
        "outputId": "0414ade6-ea1d-48e7-de02-2c4846513232"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 855,
              "height": 351
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "___\n",
        "# 2. Spatial single-cell RNA-sequencing (data from Moses et al.)"
      ],
      "metadata": {
        "id": "KWqvpKMvJA0p"
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    },
    {
      "cell_type": "code",
      "source": [
        "# Google sheet ID\n",
        "sheet_id = \"1sJDb9B7AtYmfKv4-m8XR7uc3XXw_k4kGSout8cqZ8bY\"\n",
        "# Sheet tab ID\n",
        "gid = \"588531469\"\n",
        "url = f\"https://docs.google.com/spreadsheets/d/{sheet_id}/gviz/tq?tqx=out:csv&gid={gid}\"\n",
        "\n",
        "df_spatial = pd.read_csv(url)\n",
        "# Format date column\n",
        "df_spatial[\"date_published\"] = pd.to_datetime(df_spatial[\"date_published\"], format=\"%Y/%m/%d\")\n",
        "df_spatial.head()"
      ],
      "metadata": {
        "id": "K9maEtweduC6",
        "outputId": "e9923df9-1798-4629-fe4e-560d7d93fa5a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 751
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      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  date_published                                              title  \\\n",
              "0     2014-10-23  Genome-wide RNA Tomography in the Zebrafish Em...   \n",
              "1     2014-10-23  Genome-wide RNA Tomography in the Zebrafish Em...   \n",
              "2     2014-10-23  Genome-wide RNA Tomography in the Zebrafish Em...   \n",
              "3     2014-10-23  Genome-wide RNA Tomography in the Zebrafish Em...   \n",
              "4     2014-10-23  Genome-wide RNA Tomography in the Zebrafish Em...   \n",
              "\n",
              "         pmid journal                                         URL    method  \\\n",
              "0  25417113.0    Cell  https://doi.org/10.1016/j.cell.2014.09.038  Tomo-seq   \n",
              "1  25417113.0    Cell  https://doi.org/10.1016/j.cell.2014.09.038  Tomo-seq   \n",
              "2  25417113.0    Cell  https://doi.org/10.1016/j.cell.2014.09.038  Tomo-seq   \n",
              "3  25417113.0    Cell  https://doi.org/10.1016/j.cell.2014.09.038  Tomo-seq   \n",
              "4  25417113.0    Cell  https://doi.org/10.1016/j.cell.2014.09.038  Tomo-seq   \n",
              "\n",
              "   n_cells/bins/spots  n_genes       species   strain  ...     city  \\\n",
              "0               100.0      NaN   Danio rerio       TL  ...  Utrecht   \n",
              "1                 NaN      NaN   Danio rerio       TL  ...  Utrecht   \n",
              "2                 NaN      NaN  Mus musculus       WT  ...  Utrecht   \n",
              "3                 NaN      NaN  Mus musculus  Gli3-/-  ...  Utrecht   \n",
              "4                 NaN      NaN   Danio rerio       TL  ...  Utrecht   \n",
              "\n",
              "          institution short_name department Unnamed: 29  Unnamed: 30  \\\n",
              "0  Hubrecht Institute   Hubrecht        NaN         NaN          NaN   \n",
              "1  Hubrecht Institute   Hubrecht        NaN         NaN          NaN   \n",
              "2  Hubrecht Institute   Hubrecht        NaN         NaN          NaN   \n",
              "3  Hubrecht Institute   Hubrecht        NaN         NaN          NaN   \n",
              "4  Hubrecht Institute   Hubrecht        NaN         NaN          NaN   \n",
              "\n",
              "  Unnamed: 31 Unnamed: 32 Unnamed: 33 Unnamed: 34  \n",
              "0         NaN         NaN         NaN         NaN  \n",
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              "2         NaN         NaN         NaN         NaN  \n",
              "3         NaN         NaN         NaN         NaN  \n",
              "4         NaN         NaN         NaN         NaN  \n",
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              "      <th>date_published</th>\n",
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              "      <td>NaN</td>\n",
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              "      <td>Hubrecht</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>2014-10-23</td>\n",
              "      <td>Genome-wide RNA Tomography in the Zebrafish Em...</td>\n",
              "      <td>25417113.0</td>\n",
              "      <td>Cell</td>\n",
              "      <td>https://doi.org/10.1016/j.cell.2014.09.038</td>\n",
              "      <td>Tomo-seq</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mus musculus</td>\n",
              "      <td>WT</td>\n",
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              "      <td>Hubrecht Institute</td>\n",
              "      <td>Hubrecht</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>2014-10-23</td>\n",
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              "      <td>25417113.0</td>\n",
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              "      <td>https://doi.org/10.1016/j.cell.2014.09.038</td>\n",
              "      <td>Tomo-seq</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>25417113.0</td>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-cbbf6a13-ed31-4a86-8cc8-ecd0c474dba0')\"\n",
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            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Plot cumulative number of studies over time:"
      ],
      "metadata": {
        "id": "Z3VFvZzvOr77"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get counts per date\n",
        "df_spatial = df_spatial.sort_values(\"date_published\")\n",
        "df_spatial[\"count\"] = 1\n",
        "x = df_spatial.date_published\n",
        "y = df_spatial[\"count\"].groupby(df_spatial.date_published.dt.time).cumsum()\n",
        "\n",
        "ax.plot(x, y, lw=2, color=\"k\")\n",
        "ax.set_title(\"Number of studies using spatial transcriptomics\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Cumulative number of studies\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "plt.savefig(\"./plots/spatial_studies_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "id": "DKDY4IWdLtWd",
        "outputId": "8a9e29dd-6b61-4e1f-e7eb-c069eea62d3d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 341
        }
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 730,
              "height": 324
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Plot number of cells sequenced over time:"
      ],
      "metadata": {
        "id": "xm0xlVfzOpJK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get total cell counts per month per year\n",
        "per_month_year = df_spatial.date_published.dt.to_period(\"M\")\n",
        "x = df_spatial.groupby(per_month_year).sum().index.to_timestamp()\n",
        "y = df_spatial.groupby(per_month_year).sum()[\"n_cells/bins/spots\"].values\n",
        "\n",
        "ax.scatter(x, y, s=20, color=\"k\", alpha=0.6, edgecolors=\"k\")\n",
        "ax.set_title(\"Total number of cells/bins/spots reported in spatial transcriptomics studies per month\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Number of cells\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(\"./plots/spatial_cells_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "id": "0XZrechlOmTa",
        "outputId": "b05c94aa-3be9-4884-f304-074d97b5b269",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        }
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 856,
              "height": 351
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "___\n",
        "# Combined plots"
      ],
      "metadata": {
        "id": "7na1QrQVM9vp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get counts per date\n",
        "x1 = df_spatial.date_published\n",
        "y1 = df_spatial[\"count\"].groupby(df_spatial.date_published.dt.time).cumsum()\n",
        "ax.plot(x1, y1, lw=3, color=\"#1f78b4\", label=\"spatial\")\n",
        "\n",
        "x2 = df.Date\n",
        "y2 = df[\"count\"].groupby(df.Date.dt.time).cumsum()\n",
        "ax.plot(x2, y2, lw=3, color=\"#fc8d62\", label=\"single-cell\")\n",
        "\n",
        "ax.set_title(\"Number of studies using single-cell or spatial transcriptomics\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Cumulative number of studies\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "ax.legend(fontsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "plt.savefig(\"./plots/studies_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "id": "CbwkLzJ5MsGw",
        "outputId": "4c290c3a-f17f-46f4-9bb6-1a039f481c3c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 341
        }
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 737,
              "height": 324
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(figsize=(12, 5))\n",
        "\n",
        "# Get total cell counts per month per year\n",
        "per_month_year = df_spatial.date_published.dt.to_period(\"M\")\n",
        "x = df_spatial.groupby(per_month_year).sum().index.to_timestamp()\n",
        "y = df_spatial.groupby(per_month_year).sum()[\"n_cells/bins/spots\"].values\n",
        "ax.scatter(x, y, s=20, color=\"#1f78b4\", label=\"spatial\", alpha=0.7, edgecolors=\"#1f78b4\")\n",
        "\n",
        "per_month_year2 = df.Date.dt.to_period(\"M\")\n",
        "x2 = df.groupby(per_month_year2).sum().index.to_timestamp()\n",
        "y2 = df.groupby(per_month_year2).sum()[\"Reported cells total\"].values\n",
        "ax.scatter(x2, y2, s=20, color=\"#fc8d62\", label=\"single-cell\", alpha=0.7, edgecolors=\"#fc8d62\")\n",
        "\n",
        "ax.set_title(\"Total number of cells reported in single-cell or spatial transcriptomics studies per month\", fontsize=fontsize+2)\n",
        "ax.set_xlabel(\"Date\", fontsize=fontsize)\n",
        "ax.set_ylabel(\"Number of cells\", fontsize=fontsize)\n",
        "ax.tick_params(axis='both', which='major', labelsize=fontsize)\n",
        "\n",
        "# Format the x ticks\n",
        "years = mdates.YearLocator()   # every year\n",
        "months = mdates.MonthLocator() # every month\n",
        "yearsFmt = mdates.DateFormatter('%Y')\n",
        "ax.xaxis.set_major_locator(years)\n",
        "ax.xaxis.set_major_formatter(yearsFmt)\n",
        "ax.xaxis.set_minor_locator(months)\n",
        "fig.autofmt_xdate()\n",
        "\n",
        "# Add grid and set below graph\n",
        "ax.grid(True, which=\"major\", color=\"lightgray\")\n",
        "ax.set_axisbelow(True)\n",
        "\n",
        "ax.legend(fontsize=fontsize)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(\"./plots/cells_over_time.png\", bbox_inches='tight', dpi=300)\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "id": "ycccx0_lNRNh",
        "outputId": "62652f70-2ac6-4b75-fdf1-a8194ac2c094",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        }
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 855,
              "height": 351
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Jli7eybmRGKE"
      },
      "execution_count": 11,
      "outputs": []
    }
  ]
}