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Cartocon 2018: Duomenų analizė su Jupyter ir Python
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Cartocon 2018: Duomenų analizė su Jupyter ir Python" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Kas yra Jupyter?\n", | |
"\n", | |
"**JuPyTeR** $\\to$ **Ju**lia, **Py**thon, **Te**rminal, **R**.\n", | |
"\n", | |
"Jupyter iš esmės yra geras skaičiuotuvas ir užrašų knygutė." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"4" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"2 + 2" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Įrankių rinkinys\n", | |
"\n", | |
"* [anaconda](https://conda.io/miniconda.html) - įrankių diegimas.\n", | |
"* [jupyterlab](https://jupyterlab.readthedocs.io/) - naudotojo sąsaja.\n", | |
"* [matplotlib](https://matplotlib.org/) - vizualizacijos biblioteka.\n", | |
"* [numpy](http://www.numpy.org/) - daugiadimensiniai masyvai.\n", | |
"* [httpie](https://httpie.org/) - modernus HTTP klientas.\n", | |
"* [fiona](https://github.com/Toblerity/Fiona) - geografinių duomenų skaitymas ir rašymas įvairiais formatais.\n", | |
"* [cartopy](https://scitools.org.uk/cartopy/) - geografinių duomenų vizualizavimo biblioteka.\n", | |
"* [geopandas](http://geopandas.org/) - geografinių duomenų analizės programa.\n", | |
"* [contextily](https://github.com/darribas/contextily) - žemėlapio plytelių (geo-tiles) valdymo biblioteka.\n", | |
"* [geopy](https://geopy.readthedocs.io/) - koordinačių paieška pagal pavadinimą.\n", | |
"* [folium](http://python-visualization.github.io/folium/) - interaktyvūs žemėlapiai interneto naršyklėje." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Diegimas\n", | |
"\n", | |
"**Anaconda** geriausias būdas įsidiegti visus reikalingus įrankius.\n", | |
"\n", | |
" http -d https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh\n", | |
" bash Miniconda3-latest-Linux-x86_64.sh\n", | |
" source ~/.local/share/miniconda/bin/activate\n", | |
" conda env create -f environment.yml\n", | |
" conda activate cartocon\n", | |
" \n", | |
"*Pasataba*: prieš paskutinė komanda gali užtrukti ilgai, 10 ar daugiau minučių ir pareikalaus nemažai disko vietos." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"6,8G\t/home/sirex/.local/share/miniconda/envs/cartocon\n" | |
] | |
} | |
], | |
"source": [ | |
"!du -sh ~/.local/share/miniconda/envs/cartocon" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Papildomų Jupyter Lab įskiepių diegimas\n", | |
" \n", | |
" jupyter labextension install jupyterlab_vim" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Atkartojamumas\n", | |
"\n", | |
"Atkartojamumas yra viena iš esminių Jupyter savybių." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### environment.yml.in\n", | |
"\n", | |
" conda env update -f environment.yml.in" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Overwriting environment.yml.in\n" | |
] | |
} | |
], | |
"source": [ | |
"%%writefile environment.yml.in\n", | |
"name: cartocon\n", | |
"channels:\n", | |
" - conda-forge\n", | |
" - defaults\n", | |
"dependencies:\n", | |
" - cartopy\n", | |
" - contextily\n", | |
" - httpie\n", | |
" - geopandas\n", | |
" - jupyterlab" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### environment.yml\n", | |
"\n", | |
" conda env export -f environment.yml" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"name: cartocon\n", | |
"channels:\n", | |
" - conda-forge\n", | |
" - defaults\n", | |
"dependencies:\n", | |
" - affine=2.2.1=py_0\n", | |
" - asn1crypto=0.24.0=py36_1003\n", | |
" - attrs=18.2.0=py_0\n", | |
" - backcall=0.1.0=py_0\n", | |
" - bleach=3.0.2=py_0\n" | |
] | |
} | |
], | |
"source": [ | |
"!head environment.yml" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Jupyter Lab Paleidimas\n", | |
"\n", | |
" jupyter lab" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Alternatyvios Jupyter sąsajos\n", | |
"\n", | |
"- `ipython` - Jupyter pirmtakas veikiantis komandų eilutėje.\n", | |
"- `jupyter notebook` - senesnė, bet populiariausia Jupyter notebook versija.\n", | |
"- `jupyter lab` - naujoji Jupyter naudotojo sąsaja." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## `numpy` ir `matplotlib`" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"π = pi\n", | |
"x = linspace(-2*π, 2*π, 1000)\n", | |
"y = sin(x**2) / x**2\n", | |
"plot(x, y);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Kontekstinis ar objektinis?\n", | |
"\n", | |
"Jei jums labiau patinka objektinis variantas, tada `%pylab inline` reikėtų pakeisti į `%matplotlib inline`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"fig, ax = plt.subplots()\n", | |
"ax.plot(x, y);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## `matplotlib` parametrų keitimas\n", | |
"\n", | |
"Visus galimus matplotlib parametrus galima rasti čia:\n", | |
"\n", | |
"https://matplotlib.org/users/customizing.html" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"rc('font', size=16)\n", | |
"rc('xtick', labelsize=10)\n", | |
"rc('ytick', labelsize=10)\n", | |
"rc('figure', figsize=(16, 8))\n", | |
"rc('axes', grid=False)\n", | |
"plot(x, y);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## `numpy` daugiamačiai masyvai" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"x, y = mgrid[-π:π:500j, -2*π:2*π:1000j]\n", | |
"z = sin(x**2 + y**2) / (x**2 + y**2)\n", | |
"imshow(z, cmap='Spectral');" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import geopandas as gp" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Erdvinių duomenų skaitymas\n", | |
"\n", | |
"Vilniaus miesto seniūnijų ribos:\n", | |
"\n", | |
"https://data-vplanas.opendata.arcgis.com/datasets/vilniaus-miesto-seniūnijų-ribos" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Downloading to \"vilnius.geojson\"\n", | |
"\u001b[KDone. 157.81 kB in 0.24213s (651.77 kB/s)\n" | |
] | |
} | |
], | |
"source": [ | |
"!http -dbo vilnius.geojson https://opendata.arcgis.com/datasets/6d5088b44dba4643a6611455d5352268_1.geojson" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vilnius = gp.read_file('vilnius.geojson')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"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>OBJECTID</th>\n", | |
" <th>NR</th>\n", | |
" <th>SENIUNIJA</th>\n", | |
" <th>SHAPEarea</th>\n", | |
" <th>SHAPElen</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>1</td>\n", | |
" <td>15</td>\n", | |
" <td>Rasos</td>\n", | |
" <td>1.625163e+07</td>\n", | |
" <td>30020.893029</td>\n", | |
" <td>POLYGON ((25.34121796181671 54.69349837053999,...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2</td>\n", | |
" <td>17</td>\n", | |
" <td>Naujamiestis</td>\n", | |
" <td>4.898428e+06</td>\n", | |
" <td>12473.602412</td>\n", | |
" <td>POLYGON ((25.26399746230695 54.69584452655066,...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>3</td>\n", | |
" <td>16</td>\n", | |
" <td>Senamiestis</td>\n", | |
" <td>4.406780e+06</td>\n", | |
" <td>9918.818396</td>\n", | |
" <td>POLYGON ((25.27989934301171 54.6914245759849, ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>4</td>\n", | |
" <td>18</td>\n", | |
" <td>Vilkpėdė</td>\n", | |
" <td>1.075213e+07</td>\n", | |
" <td>22289.092939</td>\n", | |
" <td>POLYGON ((25.23640607902792 54.69177289081389,...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>5</td>\n", | |
" <td>11</td>\n", | |
" <td>Lazdynai</td>\n", | |
" <td>9.955368e+06</td>\n", | |
" <td>13665.148004</td>\n", | |
" <td>POLYGON ((25.19172291869422 54.68308435309415,...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OBJECTID NR SENIUNIJA SHAPEarea SHAPElen \\\n", | |
"0 1 15 Rasos 1.625163e+07 30020.893029 \n", | |
"1 2 17 Naujamiestis 4.898428e+06 12473.602412 \n", | |
"2 3 16 Senamiestis 4.406780e+06 9918.818396 \n", | |
"3 4 18 Vilkpėdė 1.075213e+07 22289.092939 \n", | |
"4 5 11 Lazdynai 9.955368e+06 13665.148004 \n", | |
"\n", | |
" geometry \n", | |
"0 POLYGON ((25.34121796181671 54.69349837053999,... \n", | |
"1 POLYGON ((25.26399746230695 54.69584452655066,... \n", | |
"2 POLYGON ((25.27989934301171 54.6914245759849, ... \n", | |
"3 POLYGON ((25.23640607902792 54.69177289081389,... \n", | |
"4 POLYGON ((25.19172291869422 54.68308435309415,..." | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"vilnius.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Pasirenkame tik mus dominančius laukus" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vilnius = vilnius[[\n", | |
" 'SENIUNIJA',\n", | |
" 'geometry',\n", | |
"]]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Koordinačių sistemos\n", | |
"\n", | |
"CRS - Coordinate Reference Systems\n", | |
"\n", | |
"- Geodezinės koorinačių sistemos skirtos duomenų saugojimui.\n", | |
"- Projekcinės koorinačių sistemos skirtos atvaizdavimui." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'init': 'epsg:4326'}" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"vilnius.crs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"GEOGCS[\"WGS 84\",\n", | |
" DATUM[\"WGS_1984\",\n", | |
" SPHEROID[\"WGS 84\",6378137,298.257223563,\n", | |
" AUTHORITY[\"EPSG\",\"7030\"]],\n", | |
" AUTHORITY[\"EPSG\",\"6326\"]],\n", | |
" PRIMEM[\"Greenwich\",0,\n", | |
" AUTHORITY[\"EPSG\",\"8901\"]],\n", | |
" UNIT[\"degree\",0.0174532925199433,\n", | |
" AUTHORITY[\"EPSG\",\"9122\"]],\n", | |
" AUTHORITY[\"EPSG\",\"4326\"]]\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"!http -b https://epsg.io/4326.prettywkt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x720 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from cartopy import crs\n", | |
"\n", | |
"crss = [\n", | |
" ('Plate Carrée', crs.PlateCarree()),\n", | |
" ('LKS94', crs.epsg(2600)),\n", | |
" ('Web Mercator', crs.epsg(3857)),\n", | |
" ('Iš viršaus', crs.NearsidePerspective(\n", | |
" *vilnius.unary_union.centroid.coords[0]\n", | |
" )),\n", | |
"]\n", | |
"fig = figure(figsize=(16, 10))\n", | |
"for i, (title, p) in enumerate(crss, 1):\n", | |
" ax = fig.add_subplot(2, 2, i, projection=p)\n", | |
" ax.gridlines()\n", | |
" ax.set_title(f\"{title} ({p.globe.ellipse}, \"\n", | |
" f\"{getattr(p, 'epsg_code', None)})\")\n", | |
" vilnius.to_crs(p.proj4_init).plot(ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Žemėlapio vizualizacija" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"vilnius.plot();" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"vilnius.plot(color='none', edgecolor='steelblue')\n", | |
"for t, xy in zip(vilnius['SENIUNIJA'],\n", | |
" vilnius.geometry.centroid):\n", | |
" annotate(t, ha='center', size=10, xy=xy.coords[0])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Duomenų analizė" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 576x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"x = vilnius.set_index('SENIUNIJA').area.sort_values()\n", | |
"(x/sum(x)).plot.pie(cmap='Spectral', figsize=(8, 8))\n", | |
"ylabel('');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Įdarbinam daugiau duomenų\n", | |
"\n", | |
"Pastatų administravimo duomenys:\n", | |
"\n", | |
"https://data-vplanas.opendata.arcgis.com/datasets/pastat%C5%B3-administravimas" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Downloading to \"administratoriai.geojson\"\n", | |
"\u001b[KDone. 5.11 MB in 3.57643s (1.43 MB/s)\n" | |
] | |
} | |
], | |
"source": [ | |
"!http -dbo administratoriai.geojson 'https://opendata.arcgis.com/datasets/06961b8d387e42e183bc1b89c04ff3f3_0.geojson'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'init': 'epsg:4326'}" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"padm = gp.read_file('administratoriai.geojson')\n", | |
"padm.crs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"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>0</th>\n", | |
" <th>1</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>OBJECTID</th>\n", | |
" <td>1001</td>\n", | |
" <td>1002</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ADMINISTR</th>\n", | |
" <td>75-oji daugiabučių namų savininkų bendrija</td>\n", | |
" <td>UAB \"Naujamiesčio būstas\"</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>VALDFORM</th>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ADRESAS</th>\n", | |
" <td>L. Asanavičiūtės g. 4</td>\n", | |
" <td>S. Moniuškos g. 32</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>STATMET</th>\n", | |
" <td>1976</td>\n", | |
" <td>1940</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>NR_PLANE</th>\n", | |
" <td>1A5b</td>\n", | |
" <td>2A1m</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>STATPASK</th>\n", | |
" <td>Gyvenamoji (trys ir daugiau butų)</td>\n", | |
" <td>Gyvenamoji (trys ir daugiau butų)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>NTRUNKNR</th>\n", | |
" <td>109740183017</td>\n", | |
" <td>109403379026</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BENDR_PLOT</th>\n", | |
" <td>3745.9</td>\n", | |
" <td>288.13</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>NAUD_PLOT</th>\n", | |
" <td>NaN</td>\n", | |
" <td>198.62</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>SKUNDUSK</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>SKUNDPOB</th>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>PATALPUGSK</th>\n", | |
" <td>60</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>PATALPUNSK</th>\n", | |
" <td>NaN</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>SKL_PLOT</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>SAV_TEISES</th>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ENEFKL</th>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>RENOVMET</th>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>RENOVUOTA</th>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>A_ADRES</th>\n", | |
" <td>V.Druskio g. 10-161</td>\n", | |
" <td>Smolensko g. 12, Vilnius</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>A_KODAS</th>\n", | |
" <td>1.24786e+08</td>\n", | |
" <td>1.21452e+08</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>NTPRIZ</th>\n", | |
" <td>None</td>\n", | |
" <td>UAB „Mano būstas“</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>LTPRIZ</th>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>A_ELPAST</th>\n", | |
" <td>[email protected]</td>\n", | |
" <td>[email protected]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>geometry</th>\n", | |
" <td>POINT (25.20028782913674 54.68374465793487)</td>\n", | |
" <td>POINT (25.24997887569287 54.69285039150005)</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0 \\\n", | |
"OBJECTID 1001 \n", | |
"ADMINISTR 75-oji daugiabučių namų savininkų bendrija \n", | |
"VALDFORM 2 \n", | |
"ADRESAS L. Asanavičiūtės g. 4 \n", | |
"STATMET 1976 \n", | |
"NR_PLANE 1A5b \n", | |
"STATPASK Gyvenamoji (trys ir daugiau butų) \n", | |
"NTRUNKNR 109740183017 \n", | |
"BENDR_PLOT 3745.9 \n", | |
"NAUD_PLOT NaN \n", | |
"SKUNDUSK NaN \n", | |
"SKUNDPOB None \n", | |
"PATALPUGSK 60 \n", | |
"PATALPUNSK NaN \n", | |
"SKL_PLOT NaN \n", | |
"SAV_TEISES None \n", | |
"ENEFKL None \n", | |
"RENOVMET NaN \n", | |
"RENOVUOTA None \n", | |
"A_ADRES V.Druskio g. 10-161 \n", | |
"A_KODAS 1.24786e+08 \n", | |
"NTPRIZ None \n", | |
"LTPRIZ None \n", | |
"A_ELPAST [email protected] \n", | |
"geometry POINT (25.20028782913674 54.68374465793487) \n", | |
"\n", | |
" 1 \n", | |
"OBJECTID 1002 \n", | |
"ADMINISTR UAB \"Naujamiesčio būstas\" \n", | |
"VALDFORM 1 \n", | |
"ADRESAS S. Moniuškos g. 32 \n", | |
"STATMET 1940 \n", | |
"NR_PLANE 2A1m \n", | |
"STATPASK Gyvenamoji (trys ir daugiau butų) \n", | |
"NTRUNKNR 109403379026 \n", | |
"BENDR_PLOT 288.13 \n", | |
"NAUD_PLOT 198.62 \n", | |
"SKUNDUSK NaN \n", | |
"SKUNDPOB None \n", | |
"PATALPUGSK 4 \n", | |
"PATALPUNSK 4 \n", | |
"SKL_PLOT NaN \n", | |
"SAV_TEISES None \n", | |
"ENEFKL None \n", | |
"RENOVMET NaN \n", | |
"RENOVUOTA None \n", | |
"A_ADRES Smolensko g. 12, Vilnius \n", | |
"A_KODAS 1.21452e+08 \n", | |
"NTPRIZ UAB „Mano būstas“ \n", | |
"LTPRIZ None \n", | |
"A_ELPAST [email protected] \n", | |
"geometry POINT (25.24997887569287 54.69285039150005)" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"padm.head(2).T" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Pasirenkam dominančius duomenų laukus" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"padm = padm[[\n", | |
" 'ADMINISTR',\n", | |
" 'PATALPUGSK',\n", | |
" 'STATMET',\n", | |
" 'geometry',\n", | |
"]]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Bandom suprasti duomenis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, axs = subplots(nrows=2)\n", | |
"padm['PATALPUGSK'].plot.box(vert=False, grid=True, ax=axs[0])\n", | |
"padm['STATMET'].plot.box(vert=False, grid=True, ax=axs[1]);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Tikrinam duomenų vientisumą" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'geopandas.geodataframe.GeoDataFrame'>\n", | |
"RangeIndex: 8295 entries, 0 to 8294\n", | |
"Data columns (total 4 columns):\n", | |
"ADMINISTR 8193 non-null object\n", | |
"PATALPUGSK 8041 non-null float64\n", | |
"STATMET 8082 non-null float64\n", | |
"geometry 8295 non-null object\n", | |
"dtypes: float64(2), object(2)\n", | |
"memory usage: 259.3+ KB\n" | |
] | |
} | |
], | |
"source": [ | |
"padm.info()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Tvarkom trūkstamus duomenis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'geopandas.geodataframe.GeoDataFrame'>\n", | |
"Int64Index: 8005 entries, 0 to 8294\n", | |
"Data columns (total 4 columns):\n", | |
"ADMINISTR 8005 non-null object\n", | |
"PATALPUGSK 8005 non-null float64\n", | |
"STATMET 8005 non-null float64\n", | |
"geometry 8005 non-null object\n", | |
"dtypes: float64(2), object(2)\n", | |
"memory usage: 312.7+ KB\n" | |
] | |
} | |
], | |
"source": [ | |
"padm = padm.dropna(axis=0)\n", | |
"padm.info()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Tvarkom duomenų tipus" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'geopandas.geodataframe.GeoDataFrame'>\n", | |
"Int64Index: 8005 entries, 0 to 8294\n", | |
"Data columns (total 4 columns):\n", | |
"ADMINISTR 8005 non-null object\n", | |
"PATALPUGSK 8005 non-null int64\n", | |
"STATMET 8005 non-null int64\n", | |
"geometry 8005 non-null object\n", | |
"dtypes: int64(2), object(2)\n", | |
"memory usage: 312.7+ KB\n" | |
] | |
} | |
], | |
"source": [ | |
"padm['PATALPUGSK'] = padm['PATALPUGSK'].astype(int)\n", | |
"padm['STATMET'] = padm['STATMET'].astype(int)\n", | |
"padm.info()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Tikrinam pavadinimų vientisumą" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"UAB \"Naujamiesčio būstas\" 737\n", | |
"UAB \"Senamiesčio ūkis\" 700\n", | |
"UAB \"Naujininkų ūkis\" 518\n", | |
"UAB \"Žirmūnų būstas\" 454\n", | |
"UAB \"Priemiestis“ 334\n", | |
"UAB \"Antakalnio būstas\" 288\n", | |
"UAB \"Šilėja\" 222\n", | |
" UAB \"Namų priežiūros centras\" 198\n", | |
"UAB \"Fabeta\" 194\n", | |
"UAB \"Verkių būstas\" 171\n", | |
"Name: ADMINISTR, dtype: int64" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"padm['ADMINISTR'].value_counts().head(10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Valome administratorių pavadinimus" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'Priemiestis'" | |
] | |
}, | |
"execution_count": 30, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import re\n", | |
"\n", | |
"clean_re = re.compile(r'\\w+')\n", | |
"\n", | |
"def clean_name(value):\n", | |
" return ' '.join(w.title()\n", | |
" for w in clean_re.findall(value.lower())\n", | |
" if w not in ('ab', 'uab')\n", | |
" )\n", | |
"\n", | |
"clean_name('UAB ,,Priemiestis“')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Naujamiesčio Būstas 737\n", | |
"Senamiesčio Ūkis 700\n", | |
"Naujininkų Ūkis 519\n", | |
"Žirmūnų Būstas 454\n", | |
"Priemiestis 334\n", | |
"Antakalnio Būstas 288\n", | |
"Šilėja 222\n", | |
"Namų Priežiūros Centras 199\n", | |
"Fabeta 194\n", | |
"Verkių Būstas 171\n", | |
"Name: ADMINISTR, dtype: int64" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"padm['ADMINISTR'] = padm['ADMINISTR'].apply(clean_name)\n", | |
"padm['ADMINISTR'].value_counts().head(10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Piešiame seniūnijų ir administratorių žemėlapį" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = vilnius.plot()\n", | |
"padm.plot(ax=ax, color='cyan', markersize=.01);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Pastatai pagal gyvenamų patalpų skaičių" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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